WEBVTT Kind: captions Language: en 00:00:00.160 --> 00:00:03.110 align:start position:0% uh<00:00:00.880> we<00:00:01.360> basically<00:00:01.839> as<00:00:02.000> folks<00:00:02.320> arrive<00:00:02.879> we'll 00:00:03.110 --> 00:00:03.120 align:start position:0% uh we basically as folks arrive we'll 00:00:03.120 --> 00:00:04.070 align:start position:0% uh we basically as folks arrive we'll keep 00:00:04.070 --> 00:00:04.080 align:start position:0% keep 00:00:04.080 --> 00:00:07.349 align:start position:0% keep uh<00:00:04.720> keep<00:00:05.200> uh<00:00:06.000> inviting<00:00:06.560> them<00:00:06.799> to<00:00:06.879> introduce 00:00:07.349 --> 00:00:07.359 align:start position:0% uh keep uh inviting them to introduce 00:00:07.359 --> 00:00:08.470 align:start position:0% uh keep uh inviting them to introduce themselves 00:00:08.470 --> 00:00:08.480 align:start position:0% themselves 00:00:08.480 --> 00:00:10.790 align:start position:0% themselves right<00:00:08.800> and<00:00:09.280> depending<00:00:09.760> on<00:00:10.000> you<00:00:10.080> know<00:00:10.400> if<00:00:10.559> we 00:00:10.790 --> 00:00:10.800 align:start position:0% right and depending on you know if we 00:00:10.800 --> 00:00:12.470 align:start position:0% right and depending on you know if we reach<00:00:11.280> 9<00:00:11.599> 30 00:00:12.470 --> 00:00:12.480 align:start position:0% reach 9 30 00:00:12.480 --> 00:00:16.070 align:start position:0% reach 9 30 or<00:00:12.719> not<00:00:13.120> we<00:00:13.360> can<00:00:14.160> um<00:00:14.960> we<00:00:15.200> can<00:00:15.519> basically 00:00:16.070 --> 00:00:16.080 align:start position:0% or not we can um we can basically 00:00:16.080 --> 00:00:18.310 align:start position:0% or not we can um we can basically so<00:00:16.240> when<00:00:16.400> albert<00:00:17.039> joins<00:00:17.440> then<00:00:17.680> we<00:00:17.840> can<00:00:18.080> we<00:00:18.160> can 00:00:18.310 --> 00:00:18.320 align:start position:0% so when albert joins then we can we can 00:00:18.320 --> 00:00:19.510 align:start position:0% so when albert joins then we can we can do<00:00:18.480> the<00:00:18.640> talk 00:00:19.510 --> 00:00:19.520 align:start position:0% do the talk 00:00:19.520 --> 00:00:23.750 align:start position:0% do the talk right<00:00:19.920> so<00:00:21.359> i<00:00:21.520> see<00:00:21.680> david<00:00:22.080> is<00:00:22.160> joining<00:00:22.400> my<00:00:22.560> david 00:00:23.750 --> 00:00:23.760 align:start position:0% right so i see david is joining my david 00:00:23.760 --> 00:00:26.790 align:start position:0% right so i see david is joining my david um<00:00:24.640> so<00:00:25.199> uh<00:00:25.760> basically 00:00:26.790 --> 00:00:26.800 align:start position:0% um so uh basically 00:00:26.800 --> 00:00:29.830 align:start position:0% um so uh basically uh<00:00:27.119> let<00:00:27.279> me<00:00:27.439> start<00:00:28.400> and<00:00:28.640> also<00:00:29.119> we<00:00:29.279> have<00:00:29.599> uh 00:00:29.830 --> 00:00:29.840 align:start position:0% uh let me start and also we have uh 00:00:29.840 --> 00:00:31.349 align:start position:0% uh let me start and also we have uh jeremiah<00:00:30.320> coleman<00:00:30.720> who<00:00:30.960> is 00:00:31.349 --> 00:00:31.359 align:start position:0% jeremiah coleman who is 00:00:31.359 --> 00:00:34.069 align:start position:0% jeremiah coleman who is the<00:00:32.000> one<00:00:32.239> of<00:00:32.399> the<00:00:32.960> stanford<00:00:33.360> quantum<00:00:33.760> folks 00:00:34.069 --> 00:00:34.079 align:start position:0% the one of the stanford quantum folks 00:00:34.079 --> 00:00:34.389 align:start position:0% the one of the stanford quantum folks and 00:00:34.389 --> 00:00:34.399 align:start position:0% and 00:00:34.399 --> 00:00:36.470 align:start position:0% and last<00:00:34.640> time<00:00:34.880> i<00:00:35.040> mentioned<00:00:36.000> that<00:00:36.239> we<00:00:36.399> are 00:00:36.470 --> 00:00:36.480 align:start position:0% last time i mentioned that we are 00:00:36.480 --> 00:00:37.670 align:start position:0% last time i mentioned that we are welcoming<00:00:37.360> uh 00:00:37.670 --> 00:00:37.680 align:start position:0% welcoming uh 00:00:37.680 --> 00:00:39.990 align:start position:0% welcoming uh new<00:00:37.840> community<00:00:38.320> organizers<00:00:39.040> we<00:00:39.200> really<00:00:39.840> want 00:00:39.990 --> 00:00:40.000 align:start position:0% new community organizers we really want 00:00:40.000 --> 00:00:41.750 align:start position:0% new community organizers we really want to<00:00:40.160> open<00:00:40.399> this<00:00:40.640> up<00:00:40.879> all<00:00:40.960> right<00:00:41.120> so<00:00:41.360> what 00:00:41.750 --> 00:00:41.760 align:start position:0% to open this up all right so what 00:00:41.760 --> 00:00:43.750 align:start position:0% to open this up all right so what what<00:00:42.000> i<00:00:42.320> i'm<00:00:42.719> gonna<00:00:42.879> do<00:00:43.120> i'm<00:00:43.200> gonna<00:00:43.440> just<00:00:43.680> you 00:00:43.750 --> 00:00:43.760 align:start position:0% what i i'm gonna do i'm gonna just you 00:00:43.760 --> 00:00:45.110 align:start position:0% what i i'm gonna do i'm gonna just you know<00:00:43.920> introduce<00:00:44.320> myself 00:00:45.110 --> 00:00:45.120 align:start position:0% know introduce myself 00:00:45.120 --> 00:00:47.029 align:start position:0% know introduce myself and<00:00:45.200> maybe<00:00:45.440> introduce<00:00:45.840> jeremiah<00:00:46.719> and<00:00:46.800> maybe 00:00:47.029 --> 00:00:47.039 align:start position:0% and maybe introduce jeremiah and maybe 00:00:47.039 --> 00:00:48.549 align:start position:0% and maybe introduce jeremiah and maybe jeremiah<00:00:47.520> can<00:00:47.680> ask<00:00:47.920> you<00:00:48.079> guys 00:00:48.549 --> 00:00:48.559 align:start position:0% jeremiah can ask you guys 00:00:48.559 --> 00:00:50.069 align:start position:0% jeremiah can ask you guys kind<00:00:48.719> of<00:00:48.879> to<00:00:48.960> continue<00:00:49.440> let's<00:00:49.600> see<00:00:49.760> how<00:00:49.920> this 00:00:50.069 --> 00:00:50.079 align:start position:0% kind of to continue let's see how this 00:00:50.079 --> 00:00:52.310 align:start position:0% kind of to continue let's see how this goes<00:00:50.800> so<00:00:51.280> um 00:00:52.310 --> 00:00:52.320 align:start position:0% goes so um 00:00:52.320 --> 00:00:54.790 align:start position:0% goes so um uh<00:00:52.559> so<00:00:52.719> i'm<00:00:52.879> alexi<00:00:53.199> krubrov<00:00:53.920> uh<00:00:54.239> i'm<00:00:54.480> the 00:00:54.790 --> 00:00:54.800 align:start position:0% uh so i'm alexi krubrov uh i'm the 00:00:54.800 --> 00:00:56.069 align:start position:0% uh so i'm alexi krubrov uh i'm the organizer<00:00:55.440> of 00:00:56.069 --> 00:00:56.079 align:start position:0% organizer of 00:00:56.079 --> 00:00:58.549 align:start position:0% organizer of this<00:00:56.640> quantum<00:00:56.960> conversations<00:00:58.160> if<00:00:58.320> you<00:00:58.320> guys 00:00:58.549 --> 00:00:58.559 align:start position:0% this quantum conversations if you guys 00:00:58.559 --> 00:01:00.389 align:start position:0% this quantum conversations if you guys are<00:00:58.640> joining<00:00:58.960> us<00:00:59.120> for<00:00:59.280> the<00:00:59.359> first<00:00:59.680> time 00:01:00.389 --> 00:01:00.399 align:start position:0% are joining us for the first time 00:01:00.399 --> 00:01:03.830 align:start position:0% are joining us for the first time um<00:01:01.199> uh<00:01:01.440> i<00:01:01.600> think<00:01:01.840> i<00:01:02.399> mostly<00:01:02.800> see<00:01:03.039> folks<00:01:03.280> who 00:01:03.830 --> 00:01:03.840 align:start position:0% um uh i think i mostly see folks who 00:01:03.840 --> 00:01:07.190 align:start position:0% um uh i think i mostly see folks who were<00:01:04.080> here<00:01:04.320> before<00:01:05.119> but<00:01:05.360> basically<00:01:06.400> uh<00:01:06.799> it<00:01:06.960> was 00:01:07.190 --> 00:01:07.200 align:start position:0% were here before but basically uh it was 00:01:07.200 --> 00:01:08.789 align:start position:0% were here before but basically uh it was supposed<00:01:07.439> to<00:01:07.600> be<00:01:07.680> a<00:01:07.760> physical 00:01:08.789 --> 00:01:08.799 align:start position:0% supposed to be a physical 00:01:08.799 --> 00:01:11.030 align:start position:0% supposed to be a physical series<00:01:09.200> of<00:01:09.360> meetings<00:01:10.080> uh<00:01:10.400> originally 00:01:11.030 --> 00:01:11.040 align:start position:0% series of meetings uh originally 00:01:11.040 --> 00:01:12.950 align:start position:0% series of meetings uh originally organized<00:01:11.680> with<00:01:11.920> ibm 00:01:12.950 --> 00:01:12.960 align:start position:0% organized with ibm 00:01:12.960 --> 00:01:15.109 align:start position:0% organized with ibm right<00:01:13.280> and<00:01:13.520> in<00:01:13.600> the<00:01:13.760> bay<00:01:14.000> area<00:01:14.320> so<00:01:14.799> you<00:01:14.960> know 00:01:15.109 --> 00:01:15.119 align:start position:0% right and in the bay area so you know 00:01:15.119 --> 00:01:16.630 align:start position:0% right and in the bay area so you know that's<00:01:15.280> why<00:01:15.520> we're<00:01:15.759> so<00:01:15.920> happy<00:01:16.240> to<00:01:16.320> have 00:01:16.630 --> 00:01:16.640 align:start position:0% that's why we're so happy to have 00:01:16.640 --> 00:01:18.310 align:start position:0% that's why we're so happy to have stanford<00:01:17.119> quantum<00:01:17.439> with<00:01:17.600> us<00:01:17.840> which<00:01:18.080> is<00:01:18.159> the 00:01:18.310 --> 00:01:18.320 align:start position:0% stanford quantum with us which is the 00:01:18.320 --> 00:01:18.870 align:start position:0% stanford quantum with us which is the biggest 00:01:18.870 --> 00:01:18.880 align:start position:0% biggest 00:01:18.880 --> 00:01:21.429 align:start position:0% biggest uh<00:01:19.200> i<00:01:19.360> think<00:01:19.680> uh<00:01:19.920> student<00:01:20.479> group<00:01:20.720> at<00:01:20.799> stanford 00:01:21.429 --> 00:01:21.439 align:start position:0% uh i think uh student group at stanford 00:01:21.439 --> 00:01:21.910 align:start position:0% uh i think uh student group at stanford and 00:01:21.910 --> 00:01:21.920 align:start position:0% and 00:01:21.920 --> 00:01:25.030 align:start position:0% and probably<00:01:22.320> in<00:01:22.400> the<00:01:22.560> bay<00:01:22.799> area<00:01:23.759> um 00:01:25.030 --> 00:01:25.040 align:start position:0% probably in the bay area um 00:01:25.040 --> 00:01:26.710 align:start position:0% probably in the bay area um folks<00:01:25.360> interested<00:01:25.759> in<00:01:25.840> this<00:01:26.159> right<00:01:26.320> so<00:01:26.479> the 00:01:26.710 --> 00:01:26.720 align:start position:0% folks interested in this right so the 00:01:26.720 --> 00:01:28.230 align:start position:0% folks interested in this right so the original<00:01:27.040> plan<00:01:27.280> was<00:01:27.520> you<00:01:27.600> know<00:01:27.680> let's<00:01:27.920> do<00:01:28.080> this 00:01:28.230 --> 00:01:28.240 align:start position:0% original plan was you know let's do this 00:01:28.240 --> 00:01:29.190 align:start position:0% original plan was you know let's do this meetings 00:01:29.190 --> 00:01:29.200 align:start position:0% meetings 00:01:29.200 --> 00:01:31.590 align:start position:0% meetings uh<00:01:29.600> in<00:01:29.759> san<00:01:29.920> francisco<00:01:30.720> let's<00:01:31.040> host<00:01:31.280> them<00:01:31.439> at 00:01:31.590 --> 00:01:31.600 align:start position:0% uh in san francisco let's host them at 00:01:31.600 --> 00:01:32.950 align:start position:0% uh in san francisco let's host them at berkeley<00:01:31.920> at<00:01:32.079> stanford<00:01:32.720> at 00:01:32.950 --> 00:01:32.960 align:start position:0% berkeley at stanford at 00:01:32.960 --> 00:01:36.069 align:start position:0% berkeley at stanford at uc<00:01:33.280> davis<00:01:33.840> and<00:01:34.000> kind<00:01:34.240> of<00:01:34.400> local<00:01:35.280> places 00:01:36.069 --> 00:01:36.079 align:start position:0% uc davis and kind of local places 00:01:36.079 --> 00:01:39.190 align:start position:0% uc davis and kind of local places right<00:01:36.479> and<00:01:36.720> kind<00:01:36.880> of<00:01:37.040> quantum<00:01:37.520> west<00:01:38.479> uh<00:01:38.880> it<00:01:38.960> was 00:01:39.190 --> 00:01:39.200 align:start position:0% right and kind of quantum west uh it was 00:01:39.200 --> 00:01:39.590 align:start position:0% right and kind of quantum west uh it was called 00:01:39.590 --> 00:01:39.600 align:start position:0% called 00:01:39.600 --> 00:01:42.469 align:start position:0% called but<00:01:39.840> obviously<00:01:40.479> uh<00:01:40.960> the<00:01:41.200> the<00:01:41.360> pandemic<00:01:41.840> struck 00:01:42.469 --> 00:01:42.479 align:start position:0% but obviously uh the the pandemic struck 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that<00:01:51.119> um<00:01:51.920> scene<00:01:52.159> so<00:01:52.320> we<00:01:52.720> we're<00:01:52.880> doing 00:01:53.190 --> 00:01:53.200 align:start position:0% to to do that um scene so we we're doing 00:01:53.200 --> 00:01:54.389 align:start position:0% to to do that um scene so we we're doing this<00:01:53.520> every 00:01:54.389 --> 00:01:54.399 align:start position:0% this every 00:01:54.399 --> 00:01:57.749 align:start position:0% this every last<00:01:54.720> wednesday<00:01:55.200> of<00:01:55.680> the<00:01:55.840> month<00:01:56.640> uh<00:01:57.200> and<00:01:57.520> we 00:01:57.749 --> 00:01:57.759 align:start position:0% last wednesday of the month uh and we 00:01:57.759 --> 00:01:59.749 align:start position:0% last wednesday of the month uh and we are<00:01:57.840> now<00:01:58.079> doing<00:01:58.479> one<00:01:58.719> main<00:01:59.040> talk 00:01:59.749 --> 00:01:59.759 align:start position:0% are now doing one main talk 00:01:59.759 --> 00:02:01.590 align:start position:0% are now doing one main talk right<00:02:00.000> so<00:02:00.159> we<00:02:00.240> did<00:02:00.479> a<00:02:00.560> couple<00:02:00.960> but<00:02:01.200> for<00:02:01.439> some 00:02:01.590 --> 00:02:01.600 align:start position:0% right so we did a couple but for some 00:02:01.600 --> 00:02:03.749 align:start position:0% right so we did a couple but for some focus<00:02:02.000> was<00:02:02.240> too<00:02:02.399> long<00:02:02.799> and<00:02:03.040> uh<00:02:03.200> we're<00:02:03.520> trying 00:02:03.749 --> 00:02:03.759 align:start position:0% focus was too long and uh we're trying 00:02:03.759 --> 00:02:05.030 align:start position:0% focus was too long and uh we're trying to<00:02:03.840> do<00:02:04.000> this<00:02:04.159> in<00:02:04.240> the<00:02:04.399> morning<00:02:04.640> so<00:02:04.799> we<00:02:04.880> can 00:02:05.030 --> 00:02:05.040 align:start position:0% to do this in the morning so we can 00:02:05.040 --> 00:02:05.910 align:start position:0% to do this in the morning so we can capture 00:02:05.910 --> 00:02:05.920 align:start position:0% capture 00:02:05.920 --> 00:02:08.469 align:start position:0% capture some<00:02:06.159> of<00:02:06.240> the<00:02:06.399> european<00:02:07.680> folks<00:02:08.000> who<00:02:08.160> want<00:02:08.319> to 00:02:08.469 --> 00:02:08.479 align:start position:0% some of the european folks who want to 00:02:08.479 --> 00:02:09.990 align:start position:0% some of the european folks who want to join<00:02:08.800> us<00:02:09.039> right<00:02:09.280> so<00:02:09.440> that's 00:02:09.990 --> 00:02:10.000 align:start position:0% join us right so that's 00:02:10.000 --> 00:02:11.430 align:start position:0% join us right so that's and<00:02:10.160> so<00:02:10.319> today<00:02:10.640> we're<00:02:10.800> going<00:02:10.879> to<00:02:10.959> have<00:02:11.200> one 00:02:11.430 --> 00:02:11.440 align:start position:0% and so today we're going to have one 00:02:11.440 --> 00:02:14.790 align:start position:0% and so today we're going to have one talk<00:02:11.920> uh<00:02:12.480> i<00:02:12.640> see<00:02:12.879> album 00:02:14.790 --> 00:02:14.800 align:start position:0% talk uh i see album 00:02:14.800 --> 00:02:18.309 align:start position:0% talk uh i see album is<00:02:14.959> joining<00:02:15.760> nice<00:02:16.480> um 00:02:18.309 --> 00:02:18.319 align:start position:0% is joining nice um 00:02:18.319 --> 00:02:20.470 align:start position:0% is joining nice um and<00:02:18.480> so<00:02:18.800> okay<00:02:19.120> so<00:02:19.280> that's<00:02:19.520> kind<00:02:19.680> of<00:02:19.840> you<00:02:20.000> know 00:02:20.470 --> 00:02:20.480 align:start position:0% and so okay so that's kind of you know 00:02:20.480 --> 00:02:22.790 align:start position:0% and so okay so that's kind of you know uh<00:02:21.120> uh<00:02:21.360> me<00:02:21.840> and<00:02:22.080> uh 00:02:22.790 --> 00:02:22.800 align:start position:0% uh uh me and uh 00:02:22.800 --> 00:02:24.869 align:start position:0% uh uh me and uh i'll<00:02:22.959> let<00:02:23.120> jeremiah<00:02:23.520> introduce<00:02:24.160> himself<00:02:24.720> and 00:02:24.869 --> 00:02:24.879 align:start position:0% i'll let jeremiah introduce himself and 00:02:24.879 --> 00:02:25.990 align:start position:0% i'll let jeremiah introduce himself and after<00:02:25.120> that<00:02:25.599> uh 00:02:25.990 --> 00:02:26.000 align:start position:0% after that uh 00:02:26.000 --> 00:02:28.710 align:start position:0% after that uh we'll<00:02:26.640> you<00:02:26.800> know<00:02:26.959> the<00:02:27.120> hardest<00:02:27.520> problem<00:02:28.560> of 00:02:28.710 --> 00:02:28.720 align:start position:0% we'll you know the hardest problem of 00:02:28.720 --> 00:02:30.550 align:start position:0% we'll you know the hardest problem of computing<00:02:29.280> will<00:02:29.440> be<00:02:29.599> how<00:02:29.840> we 00:02:30.550 --> 00:02:30.560 align:start position:0% computing will be how we 00:02:30.560 --> 00:02:33.430 align:start position:0% computing will be how we you<00:02:30.720> know<00:02:30.959> go<00:02:31.360> along<00:02:31.760> the<00:02:31.920> list<00:02:32.400> uh<00:02:32.959> asking 00:02:33.430 --> 00:02:33.440 align:start position:0% you know go along the list uh asking 00:02:33.440 --> 00:02:35.589 align:start position:0% you know go along the list uh asking everybody<00:02:34.080> just<00:02:34.400> once<00:02:34.720> so<00:02:34.879> we'll<00:02:35.040> see<00:02:35.280> how 00:02:35.589 --> 00:02:35.599 align:start position:0% everybody just once so we'll see how 00:02:35.599 --> 00:02:37.750 align:start position:0% everybody just once so we'll see how we<00:02:35.760> can<00:02:35.920> manage<00:02:36.239> that<00:02:36.879> so<00:02:37.120> do<00:02:37.280> everybody<00:02:37.599> take 00:02:37.750 --> 00:02:37.760 align:start position:0% we can manage that so do everybody take 00:02:37.760 --> 00:02:39.350 align:start position:0% we can manage that so do everybody take it<00:02:37.920> away<00:02:38.080> introduce<00:02:38.480> yourself 00:02:39.350 --> 00:02:39.360 align:start position:0% it away introduce yourself 00:02:39.360 --> 00:02:41.430 align:start position:0% it away introduce yourself great<00:02:39.519> no<00:02:39.680> yeah<00:02:39.840> thank<00:02:40.000> you<00:02:40.080> alexi<00:02:40.640> um<00:02:40.879> so<00:02:41.280> i'm 00:02:41.430 --> 00:02:41.440 align:start position:0% great no yeah thank you alexi um so i'm 00:02:41.440 --> 00:02:43.589 align:start position:0% great no yeah thank you alexi um so i'm jeremiah<00:02:42.319> i'm<00:02:42.560> a<00:02:42.720> current<00:02:43.040> senior 00:02:43.589 --> 00:02:43.599 align:start position:0% jeremiah i'm a current senior 00:02:43.599 --> 00:02:45.110 align:start position:0% jeremiah i'm a current senior at<00:02:43.760> stanford<00:02:44.160> university<00:02:44.720> i<00:02:44.800> study 00:02:45.110 --> 00:02:45.120 align:start position:0% at stanford university i study 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position:0% um as alexis mentioned i'm the president 00:02:51.680 --> 00:02:52.630 align:start position:0% um as alexis mentioned i'm the president of<00:02:51.760> the<00:02:51.840> stanford<00:02:52.080> quantum<00:02:52.319> computing 00:02:52.630 --> 00:02:52.640 align:start position:0% of the stanford quantum computing 00:02:52.640 --> 00:02:53.589 align:start position:0% of the stanford quantum computing association 00:02:53.589 --> 00:02:53.599 align:start position:0% association 00:02:53.599 --> 00:02:55.350 align:start position:0% association um<00:02:53.840> and<00:02:53.920> my<00:02:54.239> like<00:02:54.480> interest<00:02:54.800> i<00:02:54.879> guess<00:02:55.120> lie<00:02:55.280> in 00:02:55.350 --> 00:02:55.360 align:start position:0% um and my like interest i guess lie in 00:02:55.360 --> 00:02:56.710 align:start position:0% um and my like interest i guess lie in kind<00:02:55.519> of<00:02:55.599> quantum<00:02:55.920> hardware<00:02:56.319> i<00:02:56.400> had<00:02:56.560> an 00:02:56.710 --> 00:02:56.720 align:start position:0% kind of quantum hardware i had an 00:02:56.720 --> 00:02:57.350 align:start position:0% kind of quantum hardware i had an internship 00:02:57.350 --> 00:02:57.360 align:start position:0% internship 00:02:57.360 --> 00:02:59.270 align:start position:0% internship this<00:02:57.599> past<00:02:57.840> summer<00:02:58.080> with<00:02:58.239> google<00:02:58.480> quantum<00:02:58.800> ai 00:02:59.270 --> 00:02:59.280 align:start position:0% this past summer with google quantum ai 00:02:59.280 --> 00:03:01.190 align:start position:0% this past summer with google quantum ai as<00:02:59.360> a<00:02:59.440> hardware<00:02:59.840> research<00:03:00.239> intern 00:03:01.190 --> 00:03:01.200 align:start position:0% as a hardware research intern 00:03:01.200 --> 00:03:02.710 align:start position:0% as a hardware research intern and<00:03:01.360> i'm<00:03:01.440> excited<00:03:01.760> to<00:03:01.840> be<00:03:02.000> here<00:03:02.159> again<00:03:02.400> i'm 00:03:02.710 --> 00:03:02.720 align:start position:0% and i'm excited to be here again i'm 00:03:02.720 --> 00:03:04.630 align:start position:0% and i'm excited to be here again i'm glad<00:03:03.040> to<00:03:03.120> help<00:03:03.280> facilitate<00:03:03.840> this<00:03:04.080> um 00:03:04.630 --> 00:03:04.640 align:start position:0% glad to help facilitate this um 00:03:04.640 --> 00:03:06.070 align:start position:0% glad to help facilitate this um conversations<00:03:05.200> and<00:03:05.280> hopefully<00:03:05.599> get<00:03:05.760> stanford 00:03:06.070 --> 00:03:06.080 align:start position:0% conversations and hopefully get stanford 00:03:06.080 --> 00:03:07.350 align:start position:0% conversations and hopefully get stanford more<00:03:06.239> involved<00:03:06.720> and<00:03:06.879> bring<00:03:07.040> more<00:03:07.200> of<00:03:07.280> the 00:03:07.350 --> 00:03:07.360 align:start position:0% more involved and bring more of the 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the list and 00:03:15.760 --> 00:03:17.589 align:start position:0% go down the list and and<00:03:16.080> ask<00:03:16.319> folks<00:03:16.560> introduce<00:03:16.879> themselves<00:03:17.280> uh 00:03:17.589 --> 00:03:17.599 align:start position:0% and ask folks introduce themselves uh 00:03:17.599 --> 00:03:19.350 align:start position:0% and ask folks introduce themselves uh i'll<00:03:17.760> just<00:03:17.920> start<00:03:18.159> with<00:03:18.319> alba<00:03:18.720> alba<00:03:19.120> is 00:03:19.350 --> 00:03:19.360 align:start position:0% i'll just start with alba alba is 00:03:19.360 --> 00:03:22.390 align:start position:0% i'll just start with alba alba is our<00:03:19.599> speaker<00:03:20.159> and<00:03:20.319> she<00:03:20.640> is<00:03:20.800> joining<00:03:21.200> us 00:03:22.390 --> 00:03:22.400 align:start position:0% our speaker and she is joining us 00:03:22.400 --> 00:03:24.949 align:start position:0% our speaker and she is joining us yourself<00:03:22.879> in<00:03:23.040> a<00:03:23.599> kind<00:03:23.760> of<00:03:24.080> under<00:03:24.400> a<00:03:24.480> minute<00:03:24.879> and 00:03:24.949 --> 00:03:24.959 align:start position:0% yourself in a kind of under a minute and 00:03:24.959 --> 00:03:26.550 align:start position:0% yourself in a kind of under a minute and then<00:03:25.200> of<00:03:25.280> course<00:03:25.519> you<00:03:25.680> will<00:03:25.760> have<00:03:26.000> more<00:03:26.239> time 00:03:26.550 --> 00:03:26.560 align:start position:0% then of course you will have more time 00:03:26.560 --> 00:03:27.670 align:start position:0% then of course you will have more time to<00:03:26.799> uh 00:03:27.670 --> 00:03:27.680 align:start position:0% to uh 00:03:27.680 --> 00:03:30.869 align:start position:0% to uh to<00:03:28.159> uh<00:03:28.959> elaborate<00:03:29.599> with<00:03:29.840> you<00:03:30.400> uh 00:03:30.869 --> 00:03:30.879 align:start position:0% to uh elaborate with you uh 00:03:30.879 --> 00:03:33.990 align:start position:0% to uh elaborate with you uh uh<00:03:31.200> when<00:03:31.440> you<00:03:31.519> do<00:03:31.680> the<00:03:31.760> talk 00:03:33.990 --> 00:03:34.000 align:start position:0% 00:03:34.000 --> 00:03:36.470 align:start position:0% sorry<00:03:34.239> did<00:03:34.400> you<00:03:34.560> ask<00:03:34.720> to<00:03:34.879> introduce<00:03:35.280> myself<00:03:35.920> or 00:03:36.470 --> 00:03:36.480 align:start position:0% sorry did you ask to introduce myself or 00:03:36.480 --> 00:03:37.830 align:start position:0% sorry did you ask to introduce myself or yes<00:03:36.879> listen 00:03:37.830 --> 00:03:37.840 align:start position:0% yes listen 00:03:37.840 --> 00:03:39.509 align:start position:0% yes listen like<00:03:38.000> we'll<00:03:38.239> do<00:03:38.400> one<00:03:38.560> minute<00:03:38.879> introductions 00:03:39.509 --> 00:03:39.519 align:start position:0% like we'll do one minute introductions 00:03:39.519 --> 00:03:41.030 align:start position:0% like we'll do one minute introductions as<00:03:39.680> we<00:03:39.760> go<00:03:39.920> down<00:03:40.080> the<00:03:40.159> list<00:03:40.400> and<00:03:40.480> then<00:03:40.799> okay 00:03:41.030 --> 00:03:41.040 align:start position:0% as we go down the list and then okay 00:03:41.040 --> 00:03:41.430 align:start position:0% as we go down the list and then okay okay 00:03:41.430 --> 00:03:41.440 align:start position:0% okay 00:03:41.440 --> 00:03:43.910 align:start position:0% okay nice<00:03:41.920> uh<00:03:42.080> hello<00:03:42.480> everyone<00:03:42.799> i'm<00:03:42.959> malva<00:03:43.280> cervera 00:03:43.910 --> 00:03:43.920 align:start position:0% nice uh hello everyone i'm malva cervera 00:03:43.920 --> 00:03:45.589 align:start position:0% nice uh hello everyone i'm malva cervera i'm<00:03:44.159> a<00:03:44.239> postdoctoral<00:03:44.879> fellow<00:03:45.280> in<00:03:45.519> the 00:03:45.589 --> 00:03:45.599 align:start position:0% i'm a postdoctoral fellow in the 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background is also in quantum 00:04:00.720 --> 00:04:02.550 align:start position:0% but my my background is also in quantum information<00:04:01.360> so<00:04:01.519> i<00:04:01.599> have<00:04:01.840> some<00:04:02.000> backgrounds 00:04:02.550 --> 00:04:02.560 align:start position:0% information so i have some backgrounds 00:04:02.560 --> 00:04:04.070 align:start position:0% information so i have some backgrounds in<00:04:02.720> foundations<00:04:03.200> of<00:04:03.280> quantum<00:04:03.599> mean<00:04:03.760> for<00:04:03.920> like 00:04:04.070 --> 00:04:04.080 align:start position:0% in foundations of quantum mean for like 00:04:04.080 --> 00:04:05.670 align:start position:0% in foundations of quantum mean for like balinese<00:04:04.480> qualities<00:04:05.040> multi-party 00:04:05.670 --> 00:04:05.680 align:start position:0% balinese qualities multi-party 00:04:05.680 --> 00:04:07.350 align:start position:0% balinese qualities multi-party entanglement<00:04:06.319> etc 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particular phenomena and particle<00:04:13.519> physics<00:04:13.840> phenomena 00:04:14.869 --> 00:04:14.879 align:start position:0% particle physics phenomena 00:04:14.879 --> 00:04:16.469 align:start position:0% particle physics phenomena and<00:04:15.120> in<00:04:15.200> general<00:04:15.599> i'm<00:04:15.760> interested<00:04:16.239> in 00:04:16.469 --> 00:04:16.479 align:start position:0% and in general i'm interested in 00:04:16.479 --> 00:04:18.310 align:start position:0% and in general i'm interested in anything<00:04:16.959> related<00:04:17.280> with<00:04:17.440> quantum<00:04:17.759> computing 00:04:18.310 --> 00:04:18.320 align:start position:0% anything related with quantum computing 00:04:18.320 --> 00:04:20.069 align:start position:0% anything related with quantum computing but<00:04:18.560> also<00:04:18.959> in<00:04:19.120> quantum<00:04:19.440> information<00:04:19.919> in 00:04:20.069 --> 00:04:20.079 align:start position:0% but also in quantum information in 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amir<00:04:27.840> ibrahimi 00:04:30.950 --> 00:04:30.960 align:start position:0% 00:04:30.960 --> 00:04:34.550 align:start position:0% hi<00:04:31.120> there<00:04:32.960> my<00:04:33.120> name<00:04:33.280> is<00:04:33.360> amir<00:04:33.680> abrahimi<00:04:34.320> i'm 00:04:34.550 --> 00:04:34.560 align:start position:0% hi there my name is amir abrahimi i'm 00:04:34.560 --> 00:04:37.189 align:start position:0% hi there my name is amir abrahimi i'm out<00:04:34.720> here<00:04:35.040> in<00:04:35.199> west<00:04:35.520> marin<00:04:35.919> california 00:04:37.189 --> 00:04:37.199 align:start position:0% out here in west marin california 00:04:37.199 --> 00:04:39.909 align:start position:0% out here in west marin california um<00:04:37.759> i<00:04:38.000> work<00:04:38.240> at<00:04:38.479> unity<00:04:38.960> technologies<00:04:39.680> in<00:04:39.759> our 00:04:39.909 --> 00:04:39.919 align:start position:0% um i work at unity technologies in our 00:04:39.919 --> 00:04:42.150 align:start position:0% um i work at unity technologies in our labs<00:04:40.320> group<00:04:40.639> on<00:04:40.840> a 00:04:42.150 --> 00:04:42.160 align:start position:0% labs group on a 00:04:42.160 --> 00:04:45.189 align:start position:0% labs group on a machine<00:04:42.560> learning<00:04:43.520> deep<00:04:43.759> learning<00:04:44.560> inference 00:04:45.189 --> 00:04:45.199 align:start position:0% machine learning deep learning inference 00:04:45.199 --> 00:04:47.510 align:start position:0% machine learning deep learning inference engine<00:04:45.600> called<00:04:45.840> barracuda 00:04:47.510 --> 00:04:47.520 align:start position:0% engine called barracuda 00:04:47.520 --> 00:04:51.110 align:start position:0% engine called barracuda and<00:04:48.080> my<00:04:48.320> story<00:04:48.800> is<00:04:49.040> that<00:04:49.280> i'm<00:04:50.160> bootstrapping 00:04:51.110 --> 00:04:51.120 align:start position:0% and my story is that i'm bootstrapping 00:04:51.120 --> 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matsuyoti 00:05:02.800 --> 00:05:04.870 align:start position:0% great to have again uh david matsuyoti hey<00:05:03.039> alexi<00:05:03.360> how<00:05:03.440> you<00:05:03.520> doing<00:05:03.680> today<00:05:04.720> how<00:05:04.800> are 00:05:04.870 --> 00:05:04.880 align:start position:0% hey alexi how you doing today how are 00:05:04.880 --> 00:05:06.629 align:start position:0% hey alexi how you doing today how are you<00:05:05.600> all<00:05:05.759> right<00:05:06.000> good 00:05:06.629 --> 00:05:06.639 align:start position:0% you all right good 00:05:06.639 --> 00:05:08.550 align:start position:0% you all right good uh<00:05:06.880> so<00:05:07.039> i'm<00:05:07.120> a<00:05:07.199> professor<00:05:07.840> at<00:05:08.080> university<00:05:08.479> of 00:05:08.550 --> 00:05:08.560 align:start position:0% uh so i'm a professor at university of 00:05:08.560 --> 00:05:10.790 align:start position:0% uh so i'm a professor at university of chicago<00:05:09.280> uh<00:05:09.440> here<00:05:09.680> in<00:05:09.759> chicago<00:05:10.320> today<00:05:10.560> we<00:05:10.639> have 00:05:10.790 --> 00:05:10.800 align:start position:0% chicago uh here in chicago today we have 00:05:10.800 --> 00:05:12.950 align:start position:0% chicago uh here in chicago today we have a bit<00:05:10.960> of<00:05:11.039> sunny<00:05:11.280> weather<00:05:11.600> which<00:05:11.840> is<00:05:11.919> good 00:05:12.950 --> 00:05:12.960 align:start position:0% a bit of sunny weather which is good 00:05:12.960 --> 00:05:15.029 align:start position:0% a bit of sunny weather which is good my<00:05:13.120> interest<00:05:13.440> is<00:05:13.600> in<00:05:13.919> quantum<00:05:14.320> chemistry<00:05:14.880> and 00:05:15.029 --> 00:05:15.039 align:start position:0% my interest is in quantum chemistry and 00:05:15.039 --> 00:05:16.550 align:start position:0% my interest is in quantum chemistry and quantum<00:05:15.440> information 00:05:16.550 --> 00:05:16.560 align:start position:0% quantum information 00:05:16.560 --> 00:05:19.029 align:start position:0% quantum information uh<00:05:16.880> so<00:05:17.199> all<00:05:17.360> things<00:05:17.600> quantum<00:05:18.479> certainly<00:05:18.880> very 00:05:19.029 --> 00:05:19.039 align:start position:0% uh so all things quantum certainly very 00:05:19.039 --> 00:05:20.390 align:start position:0% uh so all things quantum certainly very excited<00:05:19.440> about 00:05:20.390 --> 00:05:20.400 align:start position:0% excited about 00:05:20.400 --> 00:05:22.629 align:start position:0% excited about some<00:05:20.560> of<00:05:20.639> the<00:05:20.720> research<00:05:21.680> happening<00:05:22.479> on 00:05:22.629 --> 00:05:22.639 align:start position:0% some of the research happening on 00:05:22.639 --> 00:05:24.150 align:start position:0% some of the research happening on quantum<00:05:22.960> computing<00:05:23.440> and<00:05:23.520> looking<00:05:23.759> forward<00:05:24.000> to 00:05:24.150 --> 00:05:24.160 align:start position:0% quantum computing and looking forward to 00:05:24.160 --> 00:05:25.749 align:start position:0% quantum computing and looking forward to today's<00:05:24.560> talk 00:05:25.749 --> 00:05:25.759 align:start position:0% today's talk 00:05:25.759 --> 00:05:28.710 align:start position:0% today's talk great<00:05:26.160> great<00:05:26.400> coming<00:05:26.720> back<00:05:26.960> i<00:05:27.120> love<00:05:27.360> it 00:05:28.710 --> 00:05:28.720 align:start position:0% great great coming back i love it 00:05:28.720 --> 00:05:31.590 align:start position:0% great great coming back i love it indranil<00:05:29.360> day 00:05:31.590 --> 00:05:31.600 align:start position:0% indranil day 00:05:31.600 --> 00:05:35.110 align:start position:0% indranil day uh<00:05:32.080> hey<00:05:32.320> everyone<00:05:33.039> uh<00:05:33.360> i'm<00:05:33.680> indra<00:05:33.919> nilde<00:05:34.560> i'm 00:05:35.110 --> 00:05:35.120 align:start position:0% uh hey everyone uh i'm indra nilde i'm 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corporations<00:05:49.680> which 00:05:49.830 --> 00:05:49.840 align:start position:0% the second uh quantum corporations which 00:05:49.840 --> 00:05:51.670 align:start position:0% the second uh quantum corporations which i'm<00:05:50.000> attending 00:05:51.670 --> 00:05:51.680 align:start position:0% i'm attending 00:05:51.680 --> 00:05:54.950 align:start position:0% i'm attending great<00:05:52.400> welcome<00:05:53.680> uh<00:05:54.240> let's<00:05:54.479> see 00:05:54.950 --> 00:05:54.960 align:start position:0% great welcome uh let's see 00:05:54.960 --> 00:05:58.390 align:start position:0% great welcome uh let's see nicolas<00:05:55.440> sabaya 00:05:58.390 --> 00:05:58.400 align:start position:0% 00:05:58.400 --> 00:06:02.150 align:start position:0% hey<00:05:58.639> alexey<00:05:59.680> hey<00:06:00.240> how's<00:06:00.400> it<00:06:00.479> going 00:06:02.150 --> 00:06:02.160 align:start position:0% hey alexey hey how's it going 00:06:02.160 --> 00:06:04.870 align:start position:0% hey alexey hey how's it going uh<00:06:02.400> my<00:06:02.560> name<00:06:02.800> is<00:06:02.880> nicholas<00:06:03.360> sawana<00:06:04.000> i<00:06:04.639> finished 00:06:04.870 --> 00:06:04.880 align:start position:0% uh my name is nicholas sawana i finished 00:06:04.880 --> 00:06:05.990 align:start position:0% uh my name is nicholas sawana i finished my<00:06:05.120> phd 00:06:05.990 --> 00:06:06.000 align:start position:0% my phd 00:06:06.000 --> 00:06:08.309 align:start position:0% my phd a<00:06:06.080> couple<00:06:06.240> of<00:06:06.400> years<00:06:06.560> ago<00:06:06.880> in<00:06:07.360> alana<00:06:07.680> spuroguza 00:06:08.309 --> 00:06:08.319 align:start position:0% a couple of years ago in alana spuroguza 00:06:08.319 --> 00:06:10.150 align:start position:0% a couple of years ago in alana spuroguza group<00:06:08.639> also 00:06:10.150 --> 00:06:10.160 align:start position:0% group also 00:06:10.160 --> 00:06:12.390 align:start position:0% group also so<00:06:10.400> say<00:06:10.560> hi<00:06:10.720> to<00:06:10.800> him<00:06:10.960> when<00:06:11.039> you<00:06:11.120> see<00:06:11.280> him<00:06:12.000> i<00:06:12.240> did 00:06:12.390 --> 00:06:12.400 align:start position:0% so say hi to him when you see him i did 00:06:12.400 --> 00:06:13.990 align:start position:0% so say hi to him when you see him i did a<00:06:12.479> phd<00:06:12.880> in<00:06:13.039> chemical<00:06:13.440> physics 00:06:13.990 --> 00:06:14.000 align:start position:0% a phd in chemical physics 00:06:14.000 --> 00:06:16.469 align:start position:0% a phd in chemical physics and<00:06:14.720> i<00:06:14.880> was<00:06:15.039> after<00:06:15.280> undergrad<00:06:15.840> in<00:06:16.000> mechanical 00:06:16.469 --> 00:06:16.479 align:start position:0% and i was after undergrad in mechanical 00:06:16.479 --> 00:06:18.309 align:start position:0% and i was after undergrad in mechanical engineering<00:06:16.960> and<00:06:17.039> chemistry 00:06:18.309 --> 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especially<00:06:34.720> spectroscopy 00:06:35.749 --> 00:06:35.759 align:start position:0% chemistry especially spectroscopy 00:06:35.759 --> 00:06:38.950 align:start position:0% chemistry especially spectroscopy and<00:06:36.080> uh<00:06:36.800> vibrational<00:06:37.360> degrees<00:06:37.680> of<00:06:37.759> freedom 00:06:38.950 --> 00:06:38.960 align:start position:0% and uh vibrational degrees of freedom 00:06:38.960 --> 00:06:41.029 align:start position:0% and uh vibrational degrees of freedom great<00:06:39.360> yes<00:06:39.680> and<00:06:39.840> i<00:06:40.000> wanted<00:06:40.240> to<00:06:40.400> say<00:06:40.639> we<00:06:40.800> met 00:06:41.029 --> 00:06:41.039 align:start position:0% great yes and i wanted to say we met 00:06:41.039 --> 00:06:43.590 align:start position:0% great yes and i wanted to say we met with<00:06:41.199> nicolas<00:06:41.680> at<00:06:41.759> the<00:06:42.000> simon's<00:06:42.479> institute 00:06:43.590 --> 00:06:43.600 align:start position:0% with nicolas at the simon's institute 00:06:43.600 --> 00:06:46.790 align:start position:0% with nicolas at the simon's institute uh<00:06:44.160> and<00:06:45.120> little<00:06:45.440> we<00:06:45.600> knew<00:06:45.840> this<00:06:46.160> would<00:06:46.400> be<00:06:46.639> one 00:06:46.790 --> 00:06:46.800 align:start position:0% uh and little we knew this would be one 00:06:46.800 --> 00:06:48.710 align:start position:0% uh and little we knew this would be one of<00:06:46.880> the<00:06:47.039> last<00:06:47.440> physical<00:06:47.919> meetings 00:06:48.710 --> 00:06:48.720 align:start position:0% of the last physical meetings 00:06:48.720 --> 00:06:51.990 align:start position:0% of the last physical meetings right<00:06:48.960> we<00:06:49.120> could<00:06:49.360> enjoy<00:06:50.240> uh<00:06:50.639> in<00:06:51.039> in 00:06:51.990 --> 00:06:52.000 align:start position:0% right we could enjoy uh in in 00:06:52.000 --> 00:06:54.710 align:start position:0% right we could enjoy uh in in the<00:06:52.240> area<00:06:52.639> but<00:06:53.360> you<00:06:53.520> know<00:06:53.759> this<00:06:54.000> is<00:06:54.319> thankfully 00:06:54.710 --> 00:06:54.720 align:start position:0% the area but you know this is thankfully 00:06:54.720 --> 00:06:56.309 align:start position:0% the area but you know this is thankfully we<00:06:54.880> can<00:06:54.960> do<00:06:55.120> this<00:06:55.360> online<00:06:55.680> so<00:06:55.840> great<00:06:56.000> to<00:06:56.160> see 00:06:56.309 --> 00:06:56.319 align:start position:0% we can do this online so great to see 00:06:56.319 --> 00:06:57.350 align:start position:0% we can do this online so great to see you 00:06:57.350 --> 00:06:57.360 align:start position:0% you 00:06:57.360 --> 00:07:02.950 align:start position:0% you uh<00:06:57.919> likewise<00:06:58.880> rishi<00:07:00.840> sweetheart 00:07:02.950 --> 00:07:02.960 align:start position:0% uh likewise rishi sweetheart 00:07:02.960 --> 00:07:05.909 align:start position:0% uh likewise rishi sweetheart hey<00:07:03.199> all<00:07:03.599> uh<00:07:04.479> my<00:07:04.639> name<00:07:04.720> is<00:07:04.880> rishi<00:07:05.360> and<00:07:05.520> i'm<00:07:05.759> a 00:07:05.909 --> 00:07:05.919 align:start position:0% hey all uh my name is rishi and i'm a 00:07:05.919 --> 00:07:07.029 align:start position:0% hey all uh my name is rishi and i'm a master's<00:07:06.400> student<00:07:06.800> at 00:07:07.029 --> 00:07:07.039 align:start position:0% master's student at 00:07:07.039 --> 00:07:10.150 align:start position:0% master's student at chalmers<00:07:07.520> university<00:07:08.080> in<00:07:08.160> sweden<00:07:09.280> so<00:07:09.520> i'm 00:07:10.150 --> 00:07:10.160 align:start position:0% chalmers university in sweden so i'm 00:07:10.160 --> 00:07:11.909 align:start position:0% chalmers university in sweden so i'm i'm<00:07:10.560> i<00:07:10.639> did<00:07:10.880> my<00:07:11.039> bachelor's<00:07:11.440> in<00:07:11.520> electrical 00:07:11.909 --> 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tensor<00:07:19.440> networks<00:07:20.000> to<00:07:20.720> model<00:07:21.280> variational 00:07:21.830 --> 00:07:21.840 align:start position:0% tensor networks to model variational 00:07:21.840 --> 00:07:24.070 align:start position:0% tensor networks to model variational quantum<00:07:22.160> algorithms<00:07:22.639> like<00:07:22.800> uh 00:07:24.070 --> 00:07:24.080 align:start position:0% quantum algorithms like uh 00:07:24.080 --> 00:07:27.029 align:start position:0% quantum algorithms like uh so<00:07:24.639> using<00:07:25.039> tensor<00:07:25.360> networks<00:07:26.319> you<00:07:26.479> can<00:07:26.800> sort<00:07:26.960> of 00:07:27.029 --> 00:07:27.039 align:start position:0% so using tensor networks you can sort of 00:07:27.039 --> 00:07:28.309 align:start position:0% so using tensor networks you can sort of study<00:07:27.440> how 00:07:28.309 --> 00:07:28.319 align:start position:0% study how 00:07:28.319 --> 00:07:30.629 align:start position:0% study how you<00:07:28.479> can<00:07:28.960> play<00:07:29.199> around<00:07:29.440> with<00:07:29.680> entanglement 00:07:30.629 --> 00:07:30.639 align:start position:0% you can play around with entanglement 00:07:30.639 --> 00:07:31.510 align:start position:0% you can play around with entanglement and 00:07:31.510 --> 00:07:31.520 align:start position:0% and 00:07:31.520 --> 00:07:33.909 align:start position:0% and study<00:07:31.840> how<00:07:32.639> loss<00:07:32.800> of<00:07:32.960> entanglement<00:07:33.520> affects 00:07:33.909 --> 00:07:33.919 align:start position:0% study how loss of entanglement affects 00:07:33.919 --> 00:07:36.070 align:start position:0% study how loss of entanglement affects the<00:07:34.000> performance<00:07:34.479> of<00:07:34.560> these<00:07:34.880> algorithms<00:07:35.440> and 00:07:36.070 --> 00:07:36.080 align:start position:0% the performance of these algorithms and 00:07:36.080 --> 00:07:37.990 align:start position:0% the performance of these algorithms and so<00:07:36.240> i'm<00:07:36.400> really<00:07:36.560> excited<00:07:36.880> for<00:07:37.039> today's<00:07:37.360> stuff 00:07:37.990 --> 00:07:38.000 align:start position:0% so i'm really excited for today's stuff 00:07:38.000 --> 00:07:39.350 align:start position:0% so i'm really excited for today's stuff uh 00:07:39.350 --> 00:07:39.360 align:start position:0% uh 00:07:39.360 --> 00:07:42.830 align:start position:0% uh yeah<00:07:40.080> great<00:07:40.639> welcome<00:07:41.199> welcome<00:07:42.240> ah 00:07:42.830 --> 00:07:42.840 align:start position:0% yeah great welcome welcome ah 00:07:42.840 --> 00:07:46.869 align:start position:0% yeah great welcome welcome ah sasha 00:07:46.869 --> 00:07:46.879 align:start position:0% 00:07:46.879 --> 00:07:49.909 align:start position:0% okay<00:07:47.360> hello<00:07:47.919> um<00:07:48.319> my<00:07:48.479> name<00:07:48.639> is 00:07:49.909 --> 00:07:49.919 align:start position:0% okay hello um my name is 00:07:49.919 --> 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through<00:08:01.680> jp<00:08:02.000> morgan<00:08:02.720> the 00:08:02.950 --> 00:08:02.960 align:start position:0% met this team and through jp morgan the 00:08:02.960 --> 00:08:05.029 align:start position:0% met this team and through jp morgan the defeat<00:08:03.440> the<00:08:03.520> first 00:08:05.029 --> 00:08:05.039 align:start position:0% defeat the first 00:08:05.039 --> 00:08:08.309 align:start position:0% defeat the first chat<00:08:05.360> i<00:08:05.440> think<00:08:05.680> or<00:08:05.840> the<00:08:06.000> second<00:08:06.240> one<00:08:07.039> and<00:08:07.599> i'm 00:08:08.309 --> 00:08:08.319 align:start position:0% chat i think or the second one and i'm 00:08:08.319 --> 00:08:11.430 align:start position:0% chat i think or the second one and i'm coming<00:08:08.720> here<00:08:09.440> and<00:08:09.599> now<00:08:09.840> i'm<00:08:10.240> doing<00:08:10.720> a<00:08:10.800> lot<00:08:11.039> of 00:08:11.430 --> 00:08:11.440 align:start position:0% coming here and now i'm doing a lot of 00:08:11.440 --> 00:08:14.150 align:start position:0% coming here and now i'm doing a lot of financial<00:08:12.000> work<00:08:12.319> but<00:08:12.639> i'm<00:08:12.960> still<00:08:13.759> really 00:08:14.150 --> 00:08:14.160 align:start position:0% financial work but i'm still really 00:08:14.160 --> 00:08:17.189 align:start position:0% financial work but i'm still really trying<00:08:14.400> to<00:08:14.639> get<00:08:14.879> involved<00:08:15.360> into<00:08:15.599> the<00:08:15.840> quantum 00:08:17.189 --> 00:08:17.199 align:start position:0% trying to get involved into the quantum 00:08:17.199 --> 00:08:20.150 align:start position:0% trying to get involved into the quantum things<00:08:17.840> because<00:08:18.240> i<00:08:18.400> i<00:08:18.800> enjoyed<00:08:19.280> a<00:08:19.520> lot<00:08:19.759> of<00:08:20.080> when 00:08:20.150 --> 00:08:20.160 align:start position:0% things because i i enjoyed a lot of when 00:08:20.160 --> 00:08:21.909 align:start position:0% things because i i enjoyed a lot of when i<00:08:20.240> was<00:08:20.479> doing<00:08:20.720> my<00:08:20.879> master's<00:08:21.280> so 00:08:21.909 --> 00:08:21.919 align:start position:0% i was doing my master's so 00:08:21.919 --> 00:08:25.430 align:start position:0% i was doing my master's so i<00:08:22.160> tried<00:08:22.560> not<00:08:22.800> to<00:08:22.960> leave<00:08:23.199> that 00:08:25.430 --> 00:08:25.440 align:start position:0% 00:08:25.440 --> 00:08:28.070 align:start position:0% great<00:08:25.840> welcome<00:08:26.319> and<00:08:26.479> you<00:08:26.560> know<00:08:26.879> i<00:08:27.440> i<00:08:27.759> see<00:08:27.919> a 00:08:28.070 --> 00:08:28.080 align:start position:0% great welcome and you know i i see a 00:08:28.080 --> 00:08:28.550 align:start position:0% great welcome and you know i i see a theme 00:08:28.550 --> 00:08:28.560 align:start position:0% theme 00:08:28.560 --> 00:08:31.830 align:start position:0% theme actually<00:08:29.120> uh<00:08:29.680> there<00:08:29.919> are<00:08:30.240> several<00:08:30.720> folks<00:08:31.520> who 00:08:31.830 --> 00:08:31.840 align:start position:0% actually uh there are several folks who 00:08:31.840 --> 00:08:32.550 align:start position:0% actually uh there are several folks who are 00:08:32.550 --> 00:08:32.560 align:start position:0% are 00:08:32.560 --> 00:08:35.269 align:start position:0% are currently<00:08:33.519> um<00:08:34.159> software<00:08:34.479> engineers<00:08:35.120> more 00:08:35.269 --> 00:08:35.279 align:start position:0% currently um software engineers more 00:08:35.279 --> 00:08:36.389 align:start position:0% currently um software engineers more traditional 00:08:36.389 --> 00:08:36.399 align:start position:0% traditional 00:08:36.399 --> 00:08:39.509 align:start position:0% traditional setups<00:08:37.120> especially<00:08:37.599> in<00:08:37.760> the<00:08:37.919> bay<00:08:38.800> or<00:08:39.200> you<00:08:39.279> know 00:08:39.509 --> 00:08:39.519 align:start position:0% setups especially in the bay or you know 00:08:39.519 --> 00:08:40.550 align:start position:0% setups especially in the bay or you know other 00:08:40.550 --> 00:08:40.560 align:start position:0% other 00:08:40.560 --> 00:08:42.550 align:start position:0% other uh<00:08:40.800> software<00:08:41.200> companies<00:08:41.599> so<00:08:41.839> i<00:08:42.080> and<00:08:42.320> actually 00:08:42.550 --> 00:08:42.560 align:start position:0% uh software companies so i and actually 00:08:42.560 --> 00:08:44.310 align:start position:0% uh software companies so i and actually i<00:08:42.640> started<00:08:43.039> receiving 00:08:44.310 --> 00:08:44.320 align:start position:0% i started receiving 00:08:44.320 --> 00:08:47.430 align:start position:0% i started receiving uh<00:08:45.040> uh<00:08:45.680> requests<00:08:46.399> from<00:08:46.640> my<00:08:46.800> friends<00:08:47.200> for 00:08:47.430 --> 00:08:47.440 align:start position:0% uh uh requests from my friends for 00:08:47.440 --> 00:08:49.030 align:start position:0% uh uh requests from my friends for software<00:08:47.920> engineers 00:08:49.030 --> 00:08:49.040 align:start position:0% software engineers 00:08:49.040 --> 00:08:51.350 align:start position:0% software engineers who<00:08:49.279> want<00:08:49.519> to<00:08:49.680> actually<00:08:50.160> pivot<00:08:50.640> into<00:08:50.959> quantum 00:08:51.350 --> 00:08:51.360 align:start position:0% who want to actually pivot into quantum 00:08:51.360 --> 00:08:52.870 align:start position:0% who want to actually pivot into quantum so<00:08:51.519> maybe<00:08:51.760> we<00:08:51.920> can<00:08:52.160> have 00:08:52.870 --> 00:08:52.880 align:start position:0% so maybe we can have 00:08:52.880 --> 00:08:55.030 align:start position:0% so maybe we can have you<00:08:52.959> know<00:08:53.440> we<00:08:53.600> have<00:08:53.839> time<00:08:54.080> maybe<00:08:54.399> today<00:08:54.959> you 00:08:55.030 --> 00:08:55.040 align:start position:0% you know we have time maybe today you 00:08:55.040 --> 00:08:57.030 align:start position:0% you know we have time maybe today you know<00:08:55.279> after<00:08:55.839> the<00:08:56.000> main<00:08:56.240> talk 00:08:57.030 --> 00:08:57.040 align:start position:0% know after the main talk 00:08:57.040 --> 00:08:59.350 align:start position:0% know after the main talk uh<00:08:57.760> so<00:08:57.920> i<00:08:58.000> said<00:08:58.240> you're<00:08:58.480> here<00:08:58.800> you<00:08:59.040> right<00:08:59.200> like 00:08:59.350 --> 00:08:59.360 align:start position:0% uh so i said you're here you right like 00:08:59.360 --> 00:09:01.030 align:start position:0% uh so i said you're here you right like there<00:08:59.600> are<00:08:59.680> several<00:09:00.000> folks<00:09:00.399> who 00:09:01.030 --> 00:09:01.040 align:start position:0% there are several folks who 00:09:01.040 --> 00:09:02.550 align:start position:0% there are several folks who are<00:09:01.120> thinking<00:09:01.440> of<00:09:01.680> kind<00:09:01.839> of<00:09:01.920> pivoting<00:09:02.320> maybe 00:09:02.550 --> 00:09:02.560 align:start position:0% are thinking of kind of pivoting maybe 00:09:02.560 --> 00:09:04.550 align:start position:0% are thinking of kind of pivoting maybe we<00:09:02.640> can<00:09:02.800> have<00:09:02.959> a<00:09:03.040> little<00:09:03.200> bit<00:09:03.360> of<00:09:03.440> a<00:09:03.519> discussion 00:09:04.550 --> 00:09:04.560 align:start position:0% we can have a little bit of a discussion 00:09:04.560 --> 00:09:06.470 align:start position:0% we can have a little bit of a discussion right<00:09:04.959> how<00:09:05.200> folks<00:09:05.519> go<00:09:05.680> about<00:09:06.000> it<00:09:06.160> because<00:09:06.320> i 00:09:06.470 --> 00:09:06.480 align:start position:0% right how folks go about it because i 00:09:06.480 --> 00:09:08.150 align:start position:0% right how folks go about it because i think<00:09:06.560> it's<00:09:06.720> kind<00:09:06.880> of<00:09:07.040> a<00:09:07.120> recurring<00:09:07.519> theme 00:09:08.150 --> 00:09:08.160 align:start position:0% think it's kind of a recurring theme 00:09:08.160 --> 00:09:09.990 align:start position:0% think it's kind of a recurring theme so<00:09:08.560> uh<00:09:08.880> because<00:09:09.120> we<00:09:09.279> have<00:09:09.440> one<00:09:09.600> main<00:09:09.760> problem 00:09:09.990 --> 00:09:10.000 align:start position:0% so uh because we have one main problem 00:09:10.000 --> 00:09:11.990 align:start position:0% so uh because we have one main problem but<00:09:10.160> we<00:09:10.320> have<00:09:10.640> you<00:09:10.720> know<00:09:11.120> additional<00:09:11.600> time<00:09:11.920> we 00:09:11.990 --> 00:09:12.000 align:start position:0% but we have you know additional time we 00:09:12.000 --> 00:09:13.190 align:start position:0% but we have you know additional time we can<00:09:12.240> use<00:09:12.399> it 00:09:13.190 --> 00:09:13.200 align:start position:0% can use it 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introductions all<00:09:21.680> right<00:09:22.080> take<00:09:22.240> it<00:09:22.320> away<00:09:22.560> that's<00:09:22.800> great<00:09:23.040> yeah 00:09:23.350 --> 00:09:23.360 align:start position:0% all right take it away that's great yeah 00:09:23.360 --> 00:09:28.310 align:start position:0% all right take it away that's great yeah um<00:09:23.920> oh<00:09:24.240> song<00:09:24.480> sang 00:09:28.310 --> 00:09:28.320 align:start position:0% 00:09:28.320 --> 00:09:31.590 align:start position:0% hi<00:09:28.720> uh<00:09:29.120> i'm<00:09:29.360> appearing<00:09:30.240> in<00:09:30.640> berkeley<00:09:31.279> from 00:09:31.590 --> 00:09:31.600 align:start position:0% hi uh i'm appearing in berkeley from 00:09:31.600 --> 00:09:33.030 align:start position:0% hi uh i'm appearing in berkeley from bragita<00:09:32.080> valleys<00:09:32.560> group 00:09:33.030 --> 00:09:33.040 align:start position:0% bragita valleys group 00:09:33.040 --> 00:09:36.070 align:start position:0% bragita valleys group so<00:09:33.279> my<00:09:33.519> focus<00:09:34.080> is<00:09:34.320> on<00:09:34.640> a<00:09:34.880> quantum<00:09:35.440> feedback 00:09:36.070 --> 00:09:36.080 align:start position:0% so my focus is on a quantum feedback 00:09:36.080 --> 00:09:39.030 align:start position:0% so my focus is on a quantum feedback control<00:09:36.720> and<00:09:37.279> quantum<00:09:37.600> error<00:09:37.920> correction<00:09:38.800> so 00:09:39.030 --> 00:09:39.040 align:start position:0% control and quantum error correction so 00:09:39.040 --> 00:09:39.430 align:start position:0% control and quantum error correction so i 00:09:39.430 --> 00:09:39.440 align:start position:0% i 00:09:39.440 --> 00:09:41.430 align:start position:0% i just<00:09:39.760> would<00:09:39.920> like<00:09:40.160> to<00:09:40.399> hear<00:09:40.560> about<00:09:41.120> what 00:09:41.430 --> 00:09:41.440 align:start position:0% just would like to hear about what 00:09:41.440 --> 00:09:42.790 align:start position:0% just would like to hear about what aquila<00:09:41.920> can<00:09:42.240> do 00:09:42.790 --> 00:09:42.800 align:start position:0% aquila can do 00:09:42.800 --> 00:09:46.790 align:start position:0% aquila can do into<00:09:43.120> this<00:09:43.360> talk<00:09:44.160> thanks 00:09:46.790 --> 00:09:46.800 align:start position:0% 00:09:46.800 --> 00:09:49.110 align:start position:0% great<00:09:47.120> awesome<00:09:47.519> yeah<00:09:47.760> thank<00:09:47.920> you<00:09:48.160> um<00:09:48.720> next<00:09:48.959> we 00:09:49.110 --> 00:09:49.120 align:start position:0% great awesome yeah thank you um next we 00:09:49.120 --> 00:09:50.070 align:start position:0% great awesome yeah thank you um next we have<00:09:49.600> uh 00:09:50.070 --> 00:09:50.080 align:start position:0% have uh 00:09:50.080 --> 00:09:53.670 align:start position:0% have uh wim<00:09:51.120> lavish<00:09:53.040> that<00:09:53.360> is 00:09:53.670 --> 00:09:53.680 align:start position:0% wim lavish that is 00:09:53.680 --> 00:09:56.150 align:start position:0% wim lavish that is video<00:09:54.320> hi<00:09:54.720> i'm<00:09:54.959> bin<00:09:55.120> laden<00:09:55.760> lawrence's 00:09:56.150 --> 00:09:56.160 align:start position:0% video hi i'm bin laden lawrence's 00:09:56.160 --> 00:09:57.030 align:start position:0% video hi i'm bin laden lawrence's berkeley<00:09:56.480> lab 00:09:57.030 --> 00:09:57.040 align:start position:0% berkeley lab 00:09:57.040 --> 00:09:59.350 align:start position:0% berkeley lab i<00:09:57.279> got<00:09:57.440> this<00:09:57.680> email<00:09:58.000> forwarded<00:09:58.480> from<00:09:58.959> bertie 00:09:59.350 --> 00:09:59.360 align:start position:0% i got this email forwarded from bertie 00:09:59.360 --> 00:10:01.430 align:start position:0% i got this email forwarded from bertie young<00:10:00.000> i<00:10:00.160> work<00:10:00.399> both<00:10:00.720> on<00:10:00.800> the<00:10:01.040> advanced 00:10:01.430 --> 00:10:01.440 align:start position:0% young i work both on the advanced 00:10:01.440 --> 00:10:03.430 align:start position:0% young i work both on the advanced content<00:10:01.680> testbed<00:10:02.160> from<00:10:02.320> doe<00:10:02.720> i<00:10:02.880> work<00:10:03.120> on<00:10:03.279> the 00:10:03.430 --> 00:10:03.440 align:start position:0% content testbed from doe i work on the 00:10:03.440 --> 00:10:04.630 align:start position:0% content testbed from doe i work on the the<00:10:03.600> software<00:10:03.920> stack 00:10:04.630 --> 00:10:04.640 align:start position:0% the software stack 00:10:04.640 --> 00:10:06.310 align:start position:0% the software stack and<00:10:04.800> then<00:10:04.959> in<00:10:05.120> batch<00:10:05.440> group<00:10:05.680> i<00:10:05.760> work<00:10:06.000> on 00:10:06.310 --> 00:10:06.320 align:start position:0% and then in batch group i work on 00:10:06.320 --> 00:10:08.230 align:start position:0% and then in batch group i work on classical<00:10:06.800> optimizers<00:10:07.440> for<00:10:07.680> graphically 00:10:08.230 --> 00:10:08.240 align:start position:0% classical optimizers for graphically 00:10:08.240 --> 00:10:08.870 align:start position:0% classical optimizers for graphically qaoa 00:10:08.870 --> 00:10:08.880 align:start position:0% qaoa 00:10:08.880 --> 00:10:12.389 align:start position:0% qaoa et<00:10:08.959> cetera<00:10:11.839> awesome 00:10:12.389 --> 00:10:12.399 align:start position:0% et cetera awesome 00:10:12.399 --> 00:10:14.710 align:start position:0% et cetera awesome great<00:10:12.640> thank<00:10:12.800> you<00:10:13.120> i<00:10:13.200> think<00:10:13.440> also<00:10:14.000> eddie<00:10:14.320> fary 00:10:14.710 --> 00:10:14.720 align:start position:0% great thank you i think also eddie fary 00:10:14.720 --> 00:10:16.150 align:start position:0% great thank you i think also eddie fary you<00:10:14.959> joined<00:10:15.200> a<00:10:15.279> few<00:10:15.440> minutes<00:10:15.680> ago 00:10:16.150 --> 00:10:16.160 align:start position:0% you joined a few minutes ago 00:10:16.160 --> 00:10:17.269 align:start position:0% you joined a few minutes ago you<00:10:16.320> want<00:10:16.399> to<00:10:16.480> introduce<00:10:16.800> yourself<00:10:17.120> real 00:10:17.269 --> 00:10:17.279 align:start position:0% you want to introduce yourself real 00:10:17.279 --> 00:10:21.350 align:start position:0% you want to introduce yourself real quick 00:10:21.350 --> 00:10:21.360 align:start position:0% 00:10:21.360 --> 00:10:24.710 align:start position:0% hi<00:10:21.519> my<00:10:21.680> name<00:10:21.839> is<00:10:22.000> eddie<00:10:22.880> and<00:10:23.120> i<00:10:23.519> um<00:10:24.240> i 00:10:24.710 --> 00:10:24.720 align:start position:0% hi my name is eddie and i um i 00:10:24.720 --> 00:10:26.790 align:start position:0% hi my name is eddie and i um i i<00:10:24.880> work<00:10:25.120> on<00:10:25.279> quantum<00:10:25.600> algorithms<00:10:26.399> i<00:10:26.560> just 00:10:26.790 --> 00:10:26.800 align:start position:0% i work on quantum algorithms i just 00:10:26.800 --> 00:10:28.790 align:start position:0% i work on quantum algorithms i just somehow<00:10:27.279> got<00:10:27.440> a<00:10:27.519> random<00:10:27.920> email<00:10:28.240> about<00:10:28.480> this<00:10:28.720> i 00:10:28.790 --> 00:10:28.800 align:start position:0% somehow got a random email about this i 00:10:28.800 --> 00:10:31.110 align:start position:0% somehow got a random email about this i thought<00:10:28.959> it'd<00:10:29.120> be<00:10:29.200> interesting 00:10:31.110 --> 00:10:31.120 align:start position:0% thought it'd be interesting 00:10:31.120 --> 00:10:33.030 align:start position:0% thought it'd be interesting i'm<00:10:31.519> home<00:10:31.839> all<00:10:32.000> the<00:10:32.160> time<00:10:32.480> so<00:10:32.640> i<00:10:32.720> thought<00:10:32.959> i'd 00:10:33.030 --> 00:10:33.040 align:start position:0% i'm home all the time so i thought i'd 00:10:33.040 --> 00:10:35.030 align:start position:0% i'm home all the time so i thought i'd go<00:10:33.200> to<00:10:33.279> a<00:10:33.440> meeting<00:10:33.920> you<00:10:34.079> know 00:10:35.030 --> 00:10:35.040 align:start position:0% go to a meeting you know 00:10:35.040 --> 00:10:38.310 align:start position:0% go to a meeting you know i<00:10:35.200> work<00:10:35.600> i<00:10:35.760> work<00:10:36.000> for<00:10:36.240> google<00:10:37.760> but<00:10:37.920> i 00:10:38.310 --> 00:10:38.320 align:start position:0% i work i work for google but i 00:10:38.320 --> 00:10:40.630 align:start position:0% i work i work for google but i have<00:10:38.640> an<00:10:38.800> affiliation<00:10:39.360> still<00:10:39.600> with<00:10:39.760> mit<00:10:40.480> and 00:10:40.630 --> 00:10:40.640 align:start position:0% have an affiliation still with mit and 00:10:40.640 --> 00:10:45.110 align:start position:0% have an affiliation still with mit and i'm<00:10:40.800> in<00:10:40.959> brookline<00:10:41.440> massachusetts<00:10:42.320> today 00:10:45.110 --> 00:10:45.120 align:start position:0% 00:10:45.120 --> 00:10:48.470 align:start position:0% so<00:10:45.440> i'm<00:10:45.680> interested<00:10:46.079> in<00:10:46.560> what's<00:10:46.800> going<00:10:47.120> on 00:10:48.470 --> 00:10:48.480 align:start position:0% so i'm interested in what's going on 00:10:48.480 --> 00:10:50.310 align:start position:0% so i'm interested in what's going on welcome<00:10:48.880> welcome<00:10:49.600> welcome<00:10:49.920> yes<00:10:50.079> and<00:10:50.160> then 00:10:50.310 --> 00:10:50.320 align:start position:0% welcome welcome welcome yes and then 00:10:50.320 --> 00:10:51.670 align:start position:0% welcome welcome welcome yes and then also<00:10:50.880> uh 00:10:51.670 --> 00:10:51.680 align:start position:0% also uh 00:10:51.680 --> 00:10:54.710 align:start position:0% also uh last<00:10:51.920> but<00:10:52.079> not<00:10:52.160> least<00:10:52.399> i<00:10:52.399> was<00:10:52.560> young<00:10:54.240> oh<00:10:54.480> hi 00:10:54.710 --> 00:10:54.720 align:start position:0% last but not least i was young oh hi 00:10:54.720 --> 00:10:55.990 align:start position:0% last but not least i was young oh hi everybody<00:10:55.279> uh<00:10:55.519> this<00:10:55.760> is 00:10:55.990 --> 00:10:56.000 align:start position:0% everybody uh this is 00:10:56.000 --> 00:10:58.069 align:start position:0% everybody uh this is jung<00:10:56.320> jong<00:10:56.720> and<00:10:56.959> i<00:10:57.120> work<00:10:57.360> at<00:10:57.519> the<00:10:57.600> stafford 00:10:58.069 --> 00:10:58.079 align:start position:0% jung jong and i work at the stafford 00:10:58.079 --> 00:10:59.430 align:start position:0% jung jong and i work at the stafford research<00:10:58.399> community<00:10:58.880> center 00:10:59.430 --> 00:10:59.440 align:start position:0% research community center 00:10:59.440 --> 00:11:03.190 align:start position:0% research community center and<00:10:59.760> i'm<00:10:59.920> a<00:11:00.079> computer<00:11:01.120> computational<00:11:01.839> chemist 00:11:03.190 --> 00:11:03.200 align:start position:0% and i'm a computer computational chemist 00:11:03.200 --> 00:11:05.910 align:start position:0% and i'm a computer computational chemist i'm<00:11:03.600> very<00:11:03.839> interested<00:11:04.160> in<00:11:04.399> algorithms<00:11:05.120> in 00:11:05.910 --> 00:11:05.920 align:start position:0% i'm very interested in algorithms in 00:11:05.920 --> 00:11:07.430 align:start position:0% i'm very interested in algorithms in quantum<00:11:06.240> chemistry 00:11:07.430 --> 00:11:07.440 align:start position:0% quantum chemistry 00:11:07.440 --> 00:11:10.069 align:start position:0% quantum chemistry and<00:11:07.839> app<00:11:08.160> and<00:11:08.640> quantum<00:11:08.959> computing<00:11:09.600> and<00:11:09.839> i'm 00:11:10.069 --> 00:11:10.079 align:start position:0% and app and quantum computing and i'm 00:11:10.079 --> 00:11:11.190 align:start position:0% and app and quantum computing and i'm working<00:11:10.399> on<00:11:10.640> some 00:11:11.190 --> 00:11:11.200 align:start position:0% working on some 00:11:11.200 --> 00:11:12.949 align:start position:0% working on some related<00:11:11.680> projects<00:11:12.079> right<00:11:12.240> now<00:11:12.640> and<00:11:12.800> i'm 00:11:12.949 --> 00:11:12.959 align:start position:0% related projects right now and i'm 00:11:12.959 --> 00:11:15.110 align:start position:0% related projects right now and i'm really<00:11:13.279> looking<00:11:13.600> forward<00:11:13.920> to<00:11:14.079> today's<00:11:14.480> talk 00:11:15.110 --> 00:11:15.120 align:start position:0% really looking forward to today's talk 00:11:15.120 --> 00:11:19.190 align:start position:0% really looking forward to today's talk thank<00:11:15.279> you 00:11:19.190 --> 00:11:19.200 align:start position:0% 00:11:19.200 --> 00:11:22.310 align:start position:0% all<00:11:19.440> right<00:11:20.959> i<00:11:21.040> guess<00:11:21.519> that's<00:11:21.920> about 00:11:22.310 --> 00:11:22.320 align:start position:0% all right i guess that's about 00:11:22.320 --> 00:11:25.509 align:start position:0% all right i guess that's about everybody<00:11:22.880> thank<00:11:23.040> you<00:11:23.279> jeremiah 00:11:25.509 --> 00:11:25.519 align:start position:0% everybody thank you jeremiah 00:11:25.519 --> 00:11:29.350 align:start position:0% everybody thank you jeremiah so<00:11:26.160> uh<00:11:26.800> i<00:11:26.959> think<00:11:27.440> uh<00:11:28.480> uh 00:11:29.350 --> 00:11:29.360 align:start position:0% so uh i think uh uh 00:11:29.360 --> 00:11:31.590 align:start position:0% so uh i think uh uh we'll<00:11:29.680> we'll<00:11:30.079> you<00:11:30.160> know<00:11:30.480> keep<00:11:30.720> adding<00:11:31.040> folks 00:11:31.590 --> 00:11:31.600 align:start position:0% we'll we'll you know keep adding folks 00:11:31.600 --> 00:11:33.590 align:start position:0% we'll we'll you know keep adding folks uh<00:11:32.079> as<00:11:32.320> they<00:11:32.560> join 00:11:33.590 --> 00:11:33.600 align:start position:0% uh as they join 00:11:33.600 --> 00:11:37.110 align:start position:0% uh as they join um<00:11:35.360> but<00:11:36.240> uh 00:11:37.110 --> 00:11:37.120 align:start position:0% um but uh 00:11:37.120 --> 00:11:39.670 align:start position:0% um but uh i<00:11:37.200> think<00:11:37.440> now<00:11:37.680> we<00:11:37.839> can<00:11:38.000> proceed<00:11:39.040> uh<00:11:39.279> with<00:11:39.519> our 00:11:39.670 --> 00:11:39.680 align:start position:0% i think now we can proceed uh with our 00:11:39.680 --> 00:11:43.269 align:start position:0% i think now we can proceed uh with our main<00:11:40.000> talk<00:11:40.839> um<00:11:41.839> let's<00:11:42.000> see<00:11:42.160> okay<00:11:42.480> diego 00:11:43.269 --> 00:11:43.279 align:start position:0% main talk um let's see okay diego 00:11:43.279 --> 00:11:46.150 align:start position:0% main talk um let's see okay diego garcia<00:11:43.839> martin<00:11:44.720> is<00:11:44.880> joining<00:11:45.360> right<00:11:45.600> now<00:11:45.839> let's 00:11:46.150 --> 00:11:46.160 align:start position:0% garcia martin is joining right now let's 00:11:46.160 --> 00:11:47.350 align:start position:0% garcia martin is joining right now let's do<00:11:46.399> one<00:11:46.560> more 00:11:47.350 --> 00:11:47.360 align:start position:0% do one more 00:11:47.360 --> 00:11:53.829 align:start position:0% do one more uh<00:11:47.760> hi<00:11:47.920> diego<00:11:48.399> introduce<00:11:48.880> yourself 00:11:53.829 --> 00:11:53.839 align:start position:0% 00:11:53.839 --> 00:11:57.990 align:start position:0% hello<00:11:54.959> i'm<00:11:55.200> diego<00:11:55.920> i'm<00:11:56.240> a<00:11:56.480> phd<00:11:57.040> student<00:11:57.440> at 00:11:57.990 --> 00:11:58.000 align:start position:0% hello i'm diego i'm a phd student at 00:11:58.000 --> 00:12:00.230 align:start position:0% hello i'm diego i'm a phd student at barcelona<00:11:58.639> supercomputing<00:11:59.360> center<00:11:59.920> and<00:12:00.079> i 00:12:00.230 --> 00:12:00.240 align:start position:0% barcelona supercomputing center and i 00:12:00.240 --> 00:12:01.190 align:start position:0% barcelona supercomputing center and i work<00:12:00.800> on 00:12:01.190 --> 00:12:01.200 align:start position:0% work on 00:12:01.200 --> 00:12:05.190 align:start position:0% work on quantum<00:12:01.600> algorithms<00:12:03.120> great<00:12:03.760> welcome 00:12:05.190 --> 00:12:05.200 align:start position:0% quantum algorithms great welcome 00:12:05.200 --> 00:12:08.150 align:start position:0% quantum algorithms great welcome so<00:12:05.360> we<00:12:05.440> have<00:12:05.600> barcelona<00:12:06.160> connections<00:12:07.120> awesome 00:12:08.150 --> 00:12:08.160 align:start position:0% so we have barcelona connections awesome 00:12:08.160 --> 00:12:08.949 align:start position:0% so we have barcelona connections awesome really<00:12:08.399> cool 00:12:08.949 --> 00:12:08.959 align:start position:0% really cool 00:12:08.959 --> 00:12:10.790 align:start position:0% really cool we<00:12:09.120> cannot<00:12:09.440> be<00:12:09.519> in<00:12:09.680> this<00:12:09.839> city<00:12:10.160> physically<00:12:10.639> but 00:12:10.790 --> 00:12:10.800 align:start position:0% we cannot be in this city physically but 00:12:10.800 --> 00:12:12.069 align:start position:0% we cannot be in this city physically but we<00:12:10.880> can<00:12:11.279> remember<00:12:11.760> it 00:12:12.069 --> 00:12:12.079 align:start position:0% we can remember it 00:12:12.079 --> 00:12:14.949 align:start position:0% we can remember it right<00:12:12.320> through<00:12:12.560> the<00:12:12.720> folks<00:12:12.959> who<00:12:13.360> are<00:12:13.440> there<00:12:14.320> uh 00:12:14.949 --> 00:12:14.959 align:start position:0% right through the folks who are there uh 00:12:14.959 --> 00:12:15.350 align:start position:0% right through the folks who are there uh so 00:12:15.350 --> 00:12:15.360 align:start position:0% so 00:12:15.360 --> 00:12:18.470 align:start position:0% so uh<00:12:15.600> our<00:12:15.839> main<00:12:16.000> talk<00:12:16.320> is<00:12:16.560> by<00:12:16.880> uh<00:12:17.200> alba<00:12:17.519> cervera 00:12:18.470 --> 00:12:18.480 align:start position:0% uh our main talk is by uh alba cervera 00:12:18.480 --> 00:12:22.230 align:start position:0% uh our main talk is by uh alba cervera lierta<00:12:19.600> uh<00:12:20.320> uh<00:12:20.720> it's<00:12:20.959> really<00:12:21.200> great<00:12:21.519> you<00:12:21.600> know 00:12:22.230 --> 00:12:22.240 align:start position:0% lierta uh uh it's really great you know 00:12:22.240 --> 00:12:25.829 align:start position:0% lierta uh uh it's really great you know uh<00:12:22.880> she<00:12:23.040> was<00:12:23.200> introduced<00:12:24.000> uh<00:12:24.320> by<00:12:24.720> uh<00:12:25.200> uh<00:12:25.440> to<00:12:25.600> me 00:12:25.829 --> 00:12:25.839 align:start position:0% uh she was introduced uh by uh uh to me 00:12:25.839 --> 00:12:26.470 align:start position:0% uh she was introduced uh by uh uh to me by<00:12:26.079> by 00:12:26.470 --> 00:12:26.480 align:start position:0% by by 00:12:26.480 --> 00:12:29.590 align:start position:0% by by uh<00:12:26.720> sebastian<00:12:27.519> from<00:12:27.680> my<00:12:27.920> ibm<00:12:28.399> who<00:12:28.560> is<00:12:28.800> again<00:12:29.440> uh 00:12:29.590 --> 00:12:29.600 align:start position:0% uh sebastian from my ibm who is again uh 00:12:29.600 --> 00:12:31.670 align:start position:0% uh sebastian from my ibm who is again uh basically<00:12:30.160> a<00:12:30.240> co-founder<00:12:30.720> of<00:12:30.800> the<00:12:30.880> series<00:12:31.279> so 00:12:31.670 --> 00:12:31.680 align:start position:0% basically a co-founder of the series so 00:12:31.680 --> 00:12:34.790 align:start position:0% basically a co-founder of the series so it's<00:12:31.920> really<00:12:32.240> exciting<00:12:33.120> uh<00:12:33.519> to<00:12:33.680> expand<00:12:34.320> uh 00:12:34.790 --> 00:12:34.800 align:start position:0% it's really exciting uh to expand uh 00:12:34.800 --> 00:12:37.430 align:start position:0% it's really exciting uh to expand uh our<00:12:35.040> field<00:12:35.680> uh<00:12:36.079> i'll<00:12:36.560> let<00:12:36.720> you<00:12:37.040> introduce 00:12:37.430 --> 00:12:37.440 align:start position:0% our field uh i'll let you introduce 00:12:37.440 --> 00:12:38.310 align:start position:0% our field uh i'll let you introduce yourself<00:12:37.839> again 00:12:38.310 --> 00:12:38.320 align:start position:0% yourself again 00:12:38.320 --> 00:12:41.269 align:start position:0% yourself again uh<00:12:38.880> so<00:12:39.120> the<00:12:39.519> you<00:12:39.600> know<00:12:39.920> the<00:12:40.079> way<00:12:40.320> we<00:12:40.480> do<00:12:40.720> the<00:12:41.120> uh 00:12:41.269 --> 00:12:41.279 align:start position:0% uh so the you know the way we do the uh 00:12:41.279 --> 00:12:42.069 align:start position:0% uh so the you know the way we do the uh cunes 00:12:42.069 --> 00:12:42.079 align:start position:0% cunes 00:12:42.079 --> 00:12:45.350 align:start position:0% cunes uh<00:12:42.320> you<00:12:42.480> guys<00:12:42.720> are<00:12:43.040> welcome<00:12:43.519> to<00:12:44.160> mention<00:12:44.800> uh 00:12:45.350 --> 00:12:45.360 align:start position:0% uh you guys are welcome to mention uh 00:12:45.360 --> 00:12:48.150 align:start position:0% uh you guys are welcome to mention uh them<00:12:45.839> uh<00:12:46.160> to<00:12:46.560> ask<00:12:46.720> questions<00:12:47.120> in<00:12:47.279> the<00:12:47.440> shot 00:12:48.150 --> 00:12:48.160 align:start position:0% them uh to ask questions in the shot 00:12:48.160 --> 00:12:49.990 align:start position:0% them uh to ask questions in the shot right<00:12:48.480> and<00:12:48.720> and<00:12:48.959> everybody<00:12:49.360> can<00:12:49.519> see<00:12:49.680> them<00:12:49.920> and 00:12:49.990 --> 00:12:50.000 align:start position:0% right and and everybody can see them and 00:12:50.000 --> 00:12:51.110 align:start position:0% right and and everybody can see them and so<00:12:50.160> all<00:12:50.240> but<00:12:50.399> you<00:12:50.480> can<00:12:50.639> also<00:12:50.800> see<00:12:50.959> the 00:12:51.110 --> 00:12:51.120 align:start position:0% so all but you can also see the 00:12:51.120 --> 00:12:51.670 align:start position:0% so all but you can also see the questions 00:12:51.670 --> 00:12:51.680 align:start position:0% questions 00:12:51.680 --> 00:12:54.310 align:start position:0% questions it's<00:12:52.000> really<00:12:52.800> up<00:12:52.959> to<00:12:53.120> you<00:12:53.760> when<00:12:54.000> you<00:12:54.079> want<00:12:54.240> to 00:12:54.310 --> 00:12:54.320 align:start position:0% it's really up to you when you want to 00:12:54.320 --> 00:12:55.910 align:start position:0% it's really up to you when you want to take<00:12:54.639> questions<00:12:55.040> and<00:12:55.279> obviously<00:12:55.600> at<00:12:55.760> any 00:12:55.910 --> 00:12:55.920 align:start position:0% take questions and obviously at any 00:12:55.920 --> 00:12:57.030 align:start position:0% take questions and obviously at any point<00:12:56.160> you<00:12:56.240> can<00:12:56.399> just<00:12:56.639> ask 00:12:57.030 --> 00:12:57.040 align:start position:0% point you can just ask 00:12:57.040 --> 00:12:59.430 align:start position:0% point you can just ask questions<00:12:57.519> and<00:12:57.600> folks<00:12:57.920> can<00:12:58.399> can<00:12:58.800> can<00:12:59.120> just<00:12:59.360> you 00:12:59.430 --> 00:12:59.440 align:start position:0% questions and folks can can can just you 00:12:59.440 --> 00:13:00.069 align:start position:0% questions and folks can can can just you know 00:13:00.069 --> 00:13:00.079 align:start position:0% know 00:13:00.079 --> 00:13:02.870 align:start position:0% know uh<00:13:00.639> ask<00:13:00.880> questions<00:13:01.200> by<00:13:01.440> voice<00:13:02.240> so<00:13:02.560> so<00:13:02.720> it's 00:13:02.870 --> 00:13:02.880 align:start position:0% uh ask questions by voice so so it's 00:13:02.880 --> 00:13:04.310 align:start position:0% uh ask questions by voice so so it's really<00:13:03.120> up<00:13:03.200> to<00:13:03.279> you<00:13:03.360> how<00:13:03.600> you<00:13:03.680> want<00:13:03.839> to<00:13:03.920> manage 00:13:04.310 --> 00:13:04.320 align:start position:0% really up to you how you want to manage 00:13:04.320 --> 00:13:05.269 align:start position:0% really up to you how you want to manage it<00:13:04.399> you<00:13:04.480> know<00:13:04.639> you 00:13:05.269 --> 00:13:05.279 align:start position:0% it you know you 00:13:05.279 --> 00:13:07.030 align:start position:0% it you know you you<00:13:05.519> and<00:13:05.760> obviously<00:13:06.079> in<00:13:06.160> the<00:13:06.320> end<00:13:06.560> we<00:13:06.880> will 00:13:07.030 --> 00:13:07.040 align:start position:0% you and obviously in the end we will 00:13:07.040 --> 00:13:09.590 align:start position:0% you and obviously in the end we will have<00:13:07.200> a<00:13:07.279> general<00:13:08.160> q<00:13:08.399> a<00:13:08.639> session 00:13:09.590 --> 00:13:09.600 align:start position:0% have a general q a session 00:13:09.600 --> 00:13:14.069 align:start position:0% have a general q a session um<00:13:10.240> so<00:13:10.480> with<00:13:10.639> that<00:13:10.959> uh<00:13:11.200> please<00:13:11.440> take<00:13:11.600> it<00:13:11.760> away 00:13:14.069 --> 00:13:14.079 align:start position:0% um so with that uh please take it away 00:13:14.079 --> 00:13:16.150 align:start position:0% um so with that uh please take it away okay<00:13:14.399> thank<00:13:14.560> you<00:13:14.720> alexey<00:13:15.200> for<00:13:15.440> inviting<00:13:15.839> me<00:13:16.000> to 00:13:16.150 --> 00:13:16.160 align:start position:0% okay thank you alexey for inviting me to 00:13:16.160 --> 00:13:17.750 align:start position:0% okay thank you alexey for inviting me to these<00:13:16.560> talks<00:13:17.040> and<00:13:17.279> to<00:13:17.440> give<00:13:17.600> me<00:13:17.680> the 00:13:17.750 --> 00:13:17.760 align:start position:0% these talks and to give me the 00:13:17.760 --> 00:13:20.310 align:start position:0% these talks and to give me the opportunity<00:13:18.320> to<00:13:18.480> present<00:13:18.959> this 00:13:20.310 --> 00:13:20.320 align:start position:0% opportunity to present this 00:13:20.320 --> 00:13:23.670 align:start position:0% opportunity to present this this<00:13:20.639> uh<00:13:21.279> this<00:13:21.519> project<00:13:22.079> tequila<00:13:23.040> and<00:13:23.519> yeah 00:13:23.670 --> 00:13:23.680 align:start position:0% this uh this project tequila and yeah 00:13:23.680 --> 00:13:25.110 align:start position:0% this uh this project tequila and yeah i'm<00:13:23.839> almost 00:13:25.110 --> 00:13:25.120 align:start position:0% i'm almost 00:13:25.120 --> 00:13:27.030 align:start position:0% i'm almost a<00:13:25.200> postdoctoral<00:13:25.760> fellow<00:13:26.160> in<00:13:26.399> university<00:13:26.959> of 00:13:27.030 --> 00:13:27.040 align:start position:0% a postdoctoral fellow in university of 00:13:27.040 --> 00:13:29.110 align:start position:0% a postdoctoral fellow in university of toronto<00:13:27.600> under<00:13:27.839> the<00:13:28.079> supervision<00:13:28.639> of<00:13:28.800> alanna 00:13:29.110 --> 00:13:29.120 align:start position:0% toronto under the supervision of alanna 00:13:29.120 --> 00:13:30.470 align:start position:0% toronto under the supervision of alanna spuroguzik 00:13:30.470 --> 00:13:30.480 align:start position:0% spuroguzik 00:13:30.480 --> 00:13:32.389 align:start position:0% spuroguzik and<00:13:30.800> my<00:13:31.040> background<00:13:31.600> is<00:13:31.680> in<00:13:31.839> physics<00:13:32.320> and 00:13:32.389 --> 00:13:32.399 align:start position:0% and my background is in physics and 00:13:32.399 --> 00:13:33.829 align:start position:0% and my background is in physics and particle<00:13:32.880> physics<00:13:33.440> and 00:13:33.829 --> 00:13:33.839 align:start position:0% particle physics and 00:13:33.839 --> 00:13:35.829 align:start position:0% particle physics and also<00:13:34.079> quantum<00:13:34.480> information<00:13:35.120> in<00:13:35.200> general<00:13:35.600> like 00:13:35.829 --> 00:13:35.839 align:start position:0% also quantum information in general like 00:13:35.839 --> 00:13:37.350 align:start position:0% also quantum information in general like bell<00:13:36.000> inequalities<00:13:36.720> multiparted 00:13:37.350 --> 00:13:37.360 align:start position:0% bell inequalities multiparted 00:13:37.360 --> 00:13:39.110 align:start position:0% bell inequalities multiparted entanglement<00:13:38.079> etc 00:13:39.110 --> 00:13:39.120 align:start position:0% entanglement etc 00:13:39.120 --> 00:13:41.110 align:start position:0% entanglement etc and<00:13:39.519> the<00:13:39.760> last<00:13:40.000> years<00:13:40.399> i've<00:13:40.480> been<00:13:40.720> working<00:13:41.040> in 00:13:41.110 --> 00:13:41.120 align:start position:0% and the last years i've been working in 00:13:41.120 --> 00:13:42.949 align:start position:0% and the last years i've been working in quantum<00:13:41.519> algorithms<00:13:42.160> especially<00:13:42.720> in 00:13:42.949 --> 00:13:42.959 align:start position:0% quantum algorithms especially in 00:13:42.959 --> 00:13:44.710 align:start position:0% quantum algorithms especially in near-term<00:13:43.440> quantum<00:13:43.839> algorithms 00:13:44.710 --> 00:13:44.720 align:start position:0% near-term quantum algorithms 00:13:44.720 --> 00:13:47.030 align:start position:0% near-term quantum algorithms at<00:13:44.800> the<00:13:44.959> end<00:13:45.120> of<00:13:45.199> my<00:13:45.440> phd<00:13:46.000> i<00:13:46.079> finished<00:13:46.399> my<00:13:46.560> phd 00:13:47.030 --> 00:13:47.040 align:start position:0% at the end of my phd i finished my phd 00:13:47.040 --> 00:13:48.069 align:start position:0% at the end of my phd i finished my phd last<00:13:47.279> year<00:13:47.680> in 00:13:48.069 --> 00:13:48.079 align:start position:0% last year in 00:13:48.079 --> 00:13:50.230 align:start position:0% last year in also<00:13:48.320> in<00:13:48.399> barcelona<00:13:49.120> so<00:13:49.279> i<00:13:49.440> know<00:13:49.600> diablo 00:13:50.230 --> 00:13:50.240 align:start position:0% also in barcelona so i know diablo 00:13:50.240 --> 00:13:51.910 align:start position:0% also in barcelona so i know diablo because<00:13:50.560> of<00:13:50.639> that<00:13:50.959> and 00:13:51.910 --> 00:13:51.920 align:start position:0% because of that and 00:13:51.920 --> 00:13:53.750 align:start position:0% because of that and and<00:13:52.160> yeah<00:13:52.399> under<00:13:52.639> the<00:13:52.720> supervision<00:13:53.279> of<00:13:53.440> jose 00:13:53.750 --> 00:13:53.760 align:start position:0% and yeah under the supervision of jose 00:13:53.760 --> 00:13:55.189 align:start position:0% and yeah under the supervision of jose nacional<00:13:54.160> torre 00:13:55.189 --> 00:13:55.199 align:start position:0% nacional torre 00:13:55.199 --> 00:13:56.870 align:start position:0% nacional torre and<00:13:55.440> now<00:13:55.600> i'm<00:13:55.760> here<00:13:55.920> in<00:13:56.000> toronto<00:13:56.560> the<00:13:56.639> last 00:13:56.870 --> 00:13:56.880 align:start position:0% and now i'm here in toronto the last 00:13:56.880 --> 00:13:58.790 align:start position:0% and now i'm here in toronto the last year<00:13:57.279> and<00:13:57.680> during<00:13:57.920> my<00:13:58.079> postdoc 00:13:58.790 --> 00:13:58.800 align:start position:0% year and during my postdoc 00:13:58.800 --> 00:14:01.829 align:start position:0% year and during my postdoc so<00:13:59.360> thank<00:13:59.519> you<00:13:59.680> everyone<00:14:00.160> for<00:14:01.040> for<00:14:01.279> joining<00:14:01.600> me 00:14:01.829 --> 00:14:01.839 align:start position:0% so thank you everyone for for joining me 00:14:01.839 --> 00:14:03.269 align:start position:0% so thank you everyone for for joining me in<00:14:02.000> this<00:14:02.240> talk<00:14:02.639> and 00:14:03.269 --> 00:14:03.279 align:start position:0% in this talk and 00:14:03.279 --> 00:14:05.509 align:start position:0% in this talk and please<00:14:03.680> interrupt<00:14:04.160> me<00:14:04.480> and<00:14:04.639> any<00:14:05.040> at<00:14:05.279> any 00:14:05.509 --> 00:14:05.519 align:start position:0% please interrupt me and any at any 00:14:05.519 --> 00:14:07.430 align:start position:0% please interrupt me and any at any moment<00:14:06.000> because<00:14:06.320> i<00:14:06.480> probably<00:14:06.880> will<00:14:07.040> not<00:14:07.279> read 00:14:07.430 --> 00:14:07.440 align:start position:0% moment because i probably will not read 00:14:07.440 --> 00:14:08.150 align:start position:0% moment because i probably will not read the<00:14:07.600> chat 00:14:08.150 --> 00:14:08.160 align:start position:0% the chat 00:14:08.160 --> 00:14:10.470 align:start position:0% the chat while<00:14:08.480> i'm<00:14:09.279> presenting<00:14:09.839> because<00:14:10.079> it<00:14:10.160> will<00:14:10.320> be 00:14:10.470 --> 00:14:10.480 align:start position:0% while i'm presenting because it will be 00:14:10.480 --> 00:14:12.150 align:start position:0% while i'm presenting because it will be difficult<00:14:10.880> to<00:14:11.040> switch<00:14:11.360> all<00:14:11.519> the<00:14:11.680> time 00:14:12.150 --> 00:14:12.160 align:start position:0% difficult to switch all the time 00:14:12.160 --> 00:14:14.069 align:start position:0% difficult to switch all the time so<00:14:12.320> please<00:14:12.560> just<00:14:12.800> interrupt<00:14:13.360> interrupt<00:14:13.760> me<00:14:13.920> at 00:14:14.069 --> 00:14:14.079 align:start position:0% so please just interrupt interrupt me at 00:14:14.079 --> 00:14:15.910 align:start position:0% so please just interrupt interrupt me at any<00:14:14.320> point<00:14:14.639> and<00:14:14.800> ask<00:14:15.040> whatever<00:14:15.440> question<00:14:15.760> you 00:14:15.910 --> 00:14:15.920 align:start position:0% any point and ask whatever question you 00:14:15.920 --> 00:14:17.750 align:start position:0% any point and ask whatever question you prefer<00:14:16.240> or<00:14:16.399> in<00:14:16.560> the<00:14:16.720> chat<00:14:17.040> and<00:14:17.199> afterwards<00:14:17.680> we 00:14:17.750 --> 00:14:17.760 align:start position:0% prefer or in the chat and afterwards we 00:14:17.760 --> 00:14:20.310 align:start position:0% prefer or in the chat and afterwards we can<00:14:17.920> just<00:14:18.160> continue<00:14:18.639> discussing<00:14:19.120> that 00:14:20.310 --> 00:14:20.320 align:start position:0% can just continue discussing that 00:14:20.320 --> 00:14:24.790 align:start position:0% can just continue discussing that okay<00:14:20.639> so<00:14:20.880> i<00:14:21.040> will<00:14:21.920> share<00:14:22.160> my<00:14:22.480> screen 00:14:24.790 --> 00:14:24.800 align:start position:0% okay so i will share my screen 00:14:24.800 --> 00:14:30.389 align:start position:0% okay so i will share my screen let<00:14:28.839> me 00:14:30.389 --> 00:14:30.399 align:start position:0% let me 00:14:30.399 --> 00:14:37.269 align:start position:0% let me okay<00:14:31.120> can<00:14:31.279> you<00:14:31.680> see<00:14:32.000> my<00:14:32.240> screen<00:14:32.560> now 00:14:37.269 --> 00:14:37.279 align:start position:0% 00:14:37.279 --> 00:14:41.030 align:start position:0% okay<00:14:38.480> perfect 00:14:41.030 --> 00:14:41.040 align:start position:0% 00:14:41.040 --> 00:14:43.350 align:start position:0% so<00:14:41.199> today<00:14:41.600> i'm<00:14:41.839> gonna<00:14:42.079> present<00:14:42.560> the<00:14:42.880> designing 00:14:43.350 --> 00:14:43.360 align:start position:0% so today i'm gonna present the designing 00:14:43.360 --> 00:14:44.949 align:start position:0% so today i'm gonna present the designing variational<00:14:43.839> quantum<00:14:44.240> algorithms<00:14:44.800> with 00:14:44.949 --> 00:14:44.959 align:start position:0% variational quantum algorithms with 00:14:44.959 --> 00:14:46.870 align:start position:0% variational quantum algorithms with tequila<00:14:45.519> tequila<00:14:45.920> is<00:14:46.079> a<00:14:46.160> quantum<00:14:46.480> language 00:14:46.870 --> 00:14:46.880 align:start position:0% tequila tequila is a quantum language 00:14:46.880 --> 00:14:48.470 align:start position:0% tequila tequila is a quantum language that<00:14:47.040> my<00:14:47.199> group<00:14:47.440> has<00:14:47.600> developed<00:14:48.079> during<00:14:48.320> the 00:14:48.470 --> 00:14:48.480 align:start position:0% that my group has developed during the 00:14:48.480 --> 00:14:49.670 align:start position:0% that my group has developed during the last<00:14:48.800> year 00:14:49.670 --> 00:14:49.680 align:start position:0% last year 00:14:49.680 --> 00:14:52.790 align:start position:0% last year and<00:14:50.240> it's<00:14:50.480> an<00:14:50.800> open<00:14:51.120> source<00:14:51.440> quantum<00:14:52.320> language 00:14:52.790 --> 00:14:52.800 align:start position:0% and it's an open source quantum language 00:14:52.800 --> 00:14:53.189 align:start position:0% and it's an open source quantum language so 00:14:53.189 --> 00:14:53.199 align:start position:0% so 00:14:53.199 --> 00:14:55.590 align:start position:0% so everybody<00:14:53.920> can<00:14:54.160> just<00:14:54.639> check<00:14:54.880> the<00:14:55.040> code<00:14:55.440> and 00:14:55.590 --> 00:14:55.600 align:start position:0% everybody can just check the code and 00:14:55.600 --> 00:14:57.750 align:start position:0% everybody can just check the code and contribute<00:14:56.320> if<00:14:56.480> you<00:14:56.639> want<00:14:56.959> so<00:14:57.199> we<00:14:57.440> are<00:14:57.519> more 00:14:57.750 --> 00:14:57.760 align:start position:0% contribute if you want so we are more 00:14:57.760 --> 00:14:59.990 align:start position:0% contribute if you want so we are more than<00:14:57.839> happy<00:14:58.160> to<00:14:58.320> accept<00:14:58.560> contributors<00:14:59.440> and 00:14:59.990 --> 00:15:00.000 align:start position:0% than happy to accept contributors and 00:15:00.000 --> 00:15:02.629 align:start position:0% than happy to accept contributors and suggestions<00:15:00.800> comments<00:15:01.279> whatever<00:15:02.160> so<00:15:02.399> it<00:15:02.480> will 00:15:02.629 --> 00:15:02.639 align:start position:0% suggestions comments whatever so it will 00:15:02.639 --> 00:15:03.750 align:start position:0% suggestions comments whatever so it will present<00:15:03.199> uh 00:15:03.750 --> 00:15:03.760 align:start position:0% present uh 00:15:03.760 --> 00:15:06.150 align:start position:0% present uh how<00:15:03.920> desi<00:15:04.399> how<00:15:04.639> this<00:15:04.880> package<00:15:05.279> works<00:15:05.680> so<00:15:05.920> first 00:15:06.150 --> 00:15:06.160 align:start position:0% how desi how this package works so first 00:15:06.160 --> 00:15:08.389 align:start position:0% how desi how this package works so first of<00:15:06.320> all<00:15:06.560> why<00:15:06.800> tequila<00:15:07.360> why<00:15:07.600> we<00:15:07.760> need<00:15:08.000> this<00:15:08.160> kind 00:15:08.389 --> 00:15:08.399 align:start position:0% of all why tequila why we need this kind 00:15:08.399 --> 00:15:09.509 align:start position:0% of all why tequila why we need this kind of<00:15:08.480> languages 00:15:09.509 --> 00:15:09.519 align:start position:0% of languages 00:15:09.519 --> 00:15:11.910 align:start position:0% of languages then<00:15:09.760> i<00:15:09.920> will<00:15:10.240> go<00:15:10.560> for<00:15:10.959> and<00:15:11.199> i<00:15:11.279> will<00:15:11.440> describe 00:15:11.910 --> 00:15:11.920 align:start position:0% then i will go for and i will describe 00:15:11.920 --> 00:15:14.069 align:start position:0% then i will go for and i will describe in<00:15:12.000> more<00:15:12.240> detail<00:15:12.720> tequila<00:15:13.120> happy 00:15:14.069 --> 00:15:14.079 align:start position:0% in more detail tequila happy 00:15:14.079 --> 00:15:16.470 align:start position:0% in more detail tequila happy and<00:15:14.560> then<00:15:14.800> i<00:15:14.880> will<00:15:15.120> go<00:15:15.279> to<00:15:15.440> the<00:15:15.600> basic<00:15:16.000> usage 00:15:16.470 --> 00:15:16.480 align:start position:0% and then i will go to the basic usage 00:15:16.480 --> 00:15:17.509 align:start position:0% and then i will go to the basic usage like<00:15:16.720> how<00:15:16.959> we 00:15:17.509 --> 00:15:17.519 align:start position:0% like how we 00:15:17.519 --> 00:15:19.670 align:start position:0% like how we construct<00:15:17.920> quantum<00:15:18.320> circuits<00:15:18.800> etc<00:15:19.360> and<00:15:19.440> then 00:15:19.670 --> 00:15:19.680 align:start position:0% construct quantum circuits etc and then 00:15:19.680 --> 00:15:20.629 align:start position:0% construct quantum circuits etc and then i<00:15:19.760> will<00:15:20.000> move<00:15:20.240> to 00:15:20.629 --> 00:15:20.639 align:start position:0% i will move to 00:15:20.639 --> 00:15:21.990 align:start position:0% i will move to things<00:15:20.880> that<00:15:21.120> are<00:15:21.440> in<00:15:21.519> general<00:15:21.839> more 00:15:21.990 --> 00:15:22.000 align:start position:0% things that are in general more 00:15:22.000 --> 00:15:24.550 align:start position:0% things that are in general more interesting<00:15:22.480> which<00:15:22.720> is<00:15:23.519> chemistry<00:15:24.079> examples 00:15:24.550 --> 00:15:24.560 align:start position:0% interesting which is chemistry examples 00:15:24.560 --> 00:15:26.230 align:start position:0% interesting which is chemistry examples and<00:15:24.720> quantum<00:15:24.959> machine<00:15:25.279> learning<00:15:25.600> examples<00:15:26.079> we 00:15:26.230 --> 00:15:26.240 align:start position:0% and quantum machine learning examples we 00:15:26.240 --> 00:15:26.629 align:start position:0% and quantum machine learning examples we have 00:15:26.629 --> 00:15:26.639 align:start position:0% have 00:15:26.639 --> 00:15:28.870 align:start position:0% have much<00:15:26.959> more<00:15:27.440> examples<00:15:28.000> in<00:15:28.079> our<00:15:28.399> tutorial 00:15:28.870 --> 00:15:28.880 align:start position:0% much more examples in our tutorial 00:15:28.880 --> 00:15:29.910 align:start position:0% much more examples in our tutorial sections 00:15:29.910 --> 00:15:29.920 align:start position:0% sections 00:15:29.920 --> 00:15:32.230 align:start position:0% sections and<00:15:30.639> and<00:15:30.800> that's<00:15:31.120> it<00:15:31.279> and<00:15:31.360> then<00:15:31.519> i<00:15:31.680> will<00:15:31.920> close 00:15:32.230 --> 00:15:32.240 align:start position:0% and and that's it and then i will close 00:15:32.240 --> 00:15:33.509 align:start position:0% and and that's it and then i will close with<00:15:32.720> what<00:15:33.040> are<00:15:33.199> the 00:15:33.509 --> 00:15:33.519 align:start position:0% with what are the 00:15:33.519 --> 00:15:35.829 align:start position:0% with what are the current<00:15:33.839> projects<00:15:34.240> that<00:15:34.399> use<00:15:34.639> tequila<00:15:35.600> and 00:15:35.829 --> 00:15:35.839 align:start position:0% current projects that use tequila and 00:15:35.839 --> 00:15:37.670 align:start position:0% current projects that use tequila and what<00:15:36.079> are<00:15:36.240> the<00:15:36.480> future<00:15:36.880> features<00:15:37.360> that<00:15:37.519> we 00:15:37.670 --> 00:15:37.680 align:start position:0% what are the future features that we 00:15:37.680 --> 00:15:38.870 align:start position:0% what are the future features that we would<00:15:37.759> like<00:15:38.000> to<00:15:38.160> add<00:15:38.320> to<00:15:38.480> the 00:15:38.870 --> 00:15:38.880 align:start position:0% would like to add to the 00:15:38.880 --> 00:15:41.590 align:start position:0% would like to add to the to<00:15:39.040> the<00:15:39.199> code<00:15:40.560> so<00:15:40.800> please<00:15:41.040> interrupt<00:15:41.360> me<00:15:41.519> on 00:15:41.590 --> 00:15:41.600 align:start position:0% to the code so please interrupt me on 00:15:41.600 --> 00:15:43.749 align:start position:0% to the code so please interrupt me on any<00:15:41.839> planet<00:15:42.320> at<00:15:42.560> any<00:15:42.720> moment<00:15:43.120> and<00:15:43.199> as<00:15:43.360> i<00:15:43.519> said 00:15:43.749 --> 00:15:43.759 align:start position:0% any planet at any moment and as i said 00:15:43.759 --> 00:15:44.710 align:start position:0% any planet at any moment and as i said but<00:15:44.079> yeah 00:15:44.710 --> 00:15:44.720 align:start position:0% but yeah 00:15:44.720 --> 00:15:47.110 align:start position:0% but yeah as<00:15:44.880> i<00:15:45.040> will<00:15:45.600> as<00:15:45.839> you<00:15:46.000> will<00:15:46.160> see<00:15:46.399> i<00:15:46.480> will<00:15:46.800> first 00:15:47.110 --> 00:15:47.120 align:start position:0% as i will as you will see i will first 00:15:47.120 --> 00:15:49.350 align:start position:0% as i will as you will see i will first present<00:15:47.680> all<00:15:47.839> the<00:15:48.000> features<00:15:48.480> one<00:15:48.639> by<00:15:48.880> one<00:15:49.199> of 00:15:49.350 --> 00:15:49.360 align:start position:0% present all the features one by one of 00:15:49.360 --> 00:15:50.949 align:start position:0% present all the features one by one of tequila<00:15:49.839> but<00:15:50.079> at<00:15:50.160> the<00:15:50.240> end<00:15:50.480> i<00:15:50.560> will<00:15:50.720> just 00:15:50.949 --> 00:15:50.959 align:start position:0% tequila but at the end i will just 00:15:50.959 --> 00:15:52.230 align:start position:0% tequila but at the end i will just present<00:15:51.360> everything 00:15:52.230 --> 00:15:52.240 align:start position:0% present everything 00:15:52.240 --> 00:15:55.189 align:start position:0% present everything wrapping<00:15:52.720> up<00:15:52.880> so<00:15:53.680> it<00:15:53.839> would<00:15:54.000> be<00:15:54.240> probably<00:15:54.639> more 00:15:55.189 --> 00:15:55.199 align:start position:0% wrapping up so it would be probably more 00:15:55.199 --> 00:15:57.189 align:start position:0% wrapping up so it would be probably more useful<00:15:55.600> to<00:15:55.680> understand<00:15:56.079> how<00:15:56.320> it<00:15:56.480> works<00:15:56.800> with 00:15:57.189 --> 00:15:57.199 align:start position:0% useful to understand how it works with 00:15:57.199 --> 00:16:00.230 align:start position:0% useful to understand how it works with uh<00:15:57.759> concrete<00:15:58.240> examples 00:16:00.230 --> 00:16:00.240 align:start position:0% uh concrete examples 00:16:00.240 --> 00:16:02.310 align:start position:0% uh concrete examples so<00:16:00.480> as<00:16:00.639> you<00:16:00.800> know<00:16:01.199> we<00:16:01.360> are<00:16:01.519> in<00:16:01.600> the<00:16:01.680> golden<00:16:02.079> era 00:16:02.310 --> 00:16:02.320 align:start position:0% so as you know we are in the golden era 00:16:02.320 --> 00:16:03.829 align:start position:0% so as you know we are in the golden era of<00:16:02.399> quantum<00:16:02.720> languages<00:16:03.199> we<00:16:03.360> have 00:16:03.829 --> 00:16:03.839 align:start position:0% of quantum languages we have 00:16:03.839 --> 00:16:07.509 align:start position:0% of quantum languages we have many<00:16:04.160> of<00:16:04.320> them<00:16:04.720> many<00:16:05.040> are<00:16:05.199> appearing<00:16:06.240> we<00:16:06.399> have 00:16:07.509 --> 00:16:07.519 align:start position:0% many of them many are appearing we have 00:16:07.519 --> 00:16:10.069 align:start position:0% many of them many are appearing we have uh<00:16:08.000> kisky<00:16:08.560> we<00:16:08.720> have<00:16:08.880> silk<00:16:09.279> that<00:16:09.519> is<00:16:09.600> used<00:16:09.839> by 00:16:10.069 --> 00:16:10.079 align:start position:0% uh kisky we have silk that is used by 00:16:10.079 --> 00:16:10.790 align:start position:0% uh kisky we have silk that is used by google 00:16:10.790 --> 00:16:10.800 align:start position:0% google 00:16:10.800 --> 00:16:13.590 align:start position:0% google we<00:16:10.959> have<00:16:11.199> bike<00:16:11.519> wheel<00:16:11.759> used<00:16:12.000> by<00:16:12.240> ricketti<00:16:13.279> kibo 00:16:13.590 --> 00:16:13.600 align:start position:0% we have bike wheel used by ricketti kibo 00:16:13.600 --> 00:16:14.310 align:start position:0% we have bike wheel used by ricketti kibo which<00:16:13.920> is 00:16:14.310 --> 00:16:14.320 align:start position:0% which is 00:16:14.320 --> 00:16:16.870 align:start position:0% which is using<00:16:14.800> for<00:16:14.959> a<00:16:15.360> startup<00:16:15.839> called<00:16:16.000> kilimanjaro 00:16:16.870 --> 00:16:16.880 align:start position:0% using for a startup called kilimanjaro 00:16:16.880 --> 00:16:19.910 align:start position:0% using for a startup called kilimanjaro uh<00:16:17.199> q-sharp<00:16:17.920> for<00:16:18.160> microsoft<00:16:18.800> penny<00:16:19.120> lane<00:16:19.360> from 00:16:19.910 --> 00:16:19.920 align:start position:0% uh q-sharp for microsoft penny lane from 00:16:19.920 --> 00:16:22.310 align:start position:0% uh q-sharp for microsoft penny lane from shanadu<00:16:20.480> and<00:16:20.639> many<00:16:20.880> many<00:16:21.120> more<00:16:21.360> are<00:16:21.519> appearing 00:16:22.310 --> 00:16:22.320 align:start position:0% shanadu and many many more are appearing 00:16:22.320 --> 00:16:24.069 align:start position:0% shanadu and many many more are appearing in<00:16:22.480> the<00:16:22.639> end<00:16:22.880> everybody<00:16:23.360> that<00:16:23.519> has<00:16:23.680> developed 00:16:24.069 --> 00:16:24.079 align:start position:0% in the end everybody that has developed 00:16:24.079 --> 00:16:25.110 align:start position:0% in the end everybody that has developed a<00:16:24.160> quantum<00:16:24.480> computer 00:16:25.110 --> 00:16:25.120 align:start position:0% a quantum computer 00:16:25.120 --> 00:16:27.110 align:start position:0% a quantum computer is<00:16:25.360> also<00:16:25.600> developing<00:16:26.240> the<00:16:26.480> language<00:16:26.959> to 00:16:27.110 --> 00:16:27.120 align:start position:0% is also developing the language to 00:16:27.120 --> 00:16:29.030 align:start position:0% is also developing the language to program<00:16:27.440> the<00:16:27.600> quantum<00:16:27.920> computer<00:16:28.480> as 00:16:29.030 --> 00:16:29.040 align:start position:0% program the quantum computer as 00:16:29.040 --> 00:16:32.150 align:start position:0% program the quantum computer as it's<00:16:29.199> natural<00:16:30.880> but<00:16:31.120> not<00:16:31.360> only<00:16:31.600> that<00:16:31.839> we<00:16:32.000> are 00:16:32.150 --> 00:16:32.160 align:start position:0% it's natural but not only that we are 00:16:32.160 --> 00:16:33.030 align:start position:0% it's natural but not only that we are also<00:16:32.560> in<00:16:32.720> the 00:16:33.030 --> 00:16:33.040 align:start position:0% also in the 00:16:33.040 --> 00:16:34.710 align:start position:0% also in the quantum<00:16:33.440> server<00:16:33.839> we<00:16:34.000> have<00:16:34.160> many<00:16:34.399> quantum 00:16:34.710 --> 00:16:34.720 align:start position:0% quantum server we have many quantum 00:16:34.720 --> 00:16:37.189 align:start position:0% quantum server we have many quantum software<00:16:35.199> tools<00:16:35.680> that<00:16:36.000> help<00:16:36.320> us<00:16:36.639> to 00:16:37.189 --> 00:16:37.199 align:start position:0% software tools that help us to 00:16:37.199 --> 00:16:38.710 align:start position:0% software tools that help us to to<00:16:37.440> run<00:16:37.600> these<00:16:37.839> algorithms<00:16:38.320> in<00:16:38.399> quantum 00:16:38.710 --> 00:16:38.720 align:start position:0% to run these algorithms in quantum 00:16:38.720 --> 00:16:40.629 align:start position:0% to run these algorithms in quantum computers<00:16:39.279> we<00:16:39.360> have<00:16:39.519> orchestra<00:16:40.160> from 00:16:40.629 --> 00:16:40.639 align:start position:0% computers we have orchestra from 00:16:40.639 --> 00:16:43.269 align:start position:0% computers we have orchestra from zapata<00:16:41.120> computing<00:16:42.000> mythic<00:16:42.480> which<00:16:42.720> is<00:16:43.040> for 00:16:43.269 --> 00:16:43.279 align:start position:0% zapata computing mythic which is for 00:16:43.279 --> 00:16:44.870 align:start position:0% zapata computing mythic which is for error<00:16:43.519> mitigation<00:16:44.320> and 00:16:44.870 --> 00:16:44.880 align:start position:0% error mitigation and 00:16:44.880 --> 00:16:47.110 align:start position:0% error mitigation and qlx<00:16:45.360> which<00:16:45.600> is<00:16:45.759> a<00:16:45.839> nice<00:16:46.079> quantum<00:16:46.480> simulator 00:16:47.110 --> 00:16:47.120 align:start position:0% qlx which is a nice quantum simulator 00:16:47.120 --> 00:16:48.949 align:start position:0% qlx which is a nice quantum simulator and<00:16:47.279> we<00:16:47.519> also<00:16:47.759> have<00:16:48.000> other<00:16:48.240> tools<00:16:48.560> related 00:16:48.949 --> 00:16:48.959 align:start position:0% and we also have other tools related 00:16:48.959 --> 00:16:50.870 align:start position:0% and we also have other tools related with<00:16:49.199> quantum<00:16:49.839> simulation 00:16:50.870 --> 00:16:50.880 align:start position:0% with quantum simulation 00:16:50.880 --> 00:16:53.189 align:start position:0% with quantum simulation in<00:16:50.959> particular<00:16:51.519> for<00:16:51.680> chemistry<00:16:52.240> like<00:16:52.560> fifo 00:16:53.189 --> 00:16:53.199 align:start position:0% in particular for chemistry like fifo 00:16:53.199 --> 00:16:55.030 align:start position:0% in particular for chemistry like fifo psi4<00:16:53.759> and<00:16:53.920> open<00:16:54.160> fermion 00:16:55.030 --> 00:16:55.040 align:start position:0% psi4 and open fermion 00:16:55.040 --> 00:16:57.509 align:start position:0% psi4 and open fermion and<00:16:55.279> of<00:16:55.440> course<00:16:55.680> many<00:16:56.000> many<00:16:56.240> more<00:16:57.040> and<00:16:57.279> not 00:16:57.509 --> 00:16:57.519 align:start position:0% and of course many many more and not 00:16:57.519 --> 00:16:59.350 align:start position:0% and of course many many more and not only<00:16:57.759> that<00:16:58.079> but<00:16:58.320> we<00:16:58.560> also<00:16:58.880> have 00:16:59.350 --> 00:16:59.360 align:start position:0% only that but we also have 00:16:59.360 --> 00:17:01.430 align:start position:0% only that but we also have all<00:16:59.600> the<00:16:59.759> classical<00:17:00.240> tools<00:17:00.639> that<00:17:00.800> are<00:17:00.959> useful 00:17:01.430 --> 00:17:01.440 align:start position:0% all the classical tools that are useful 00:17:01.440 --> 00:17:02.710 align:start position:0% all the classical tools that are useful for<00:17:01.600> the<00:17:02.240> near 00:17:02.710 --> 00:17:02.720 align:start position:0% for the near 00:17:02.720 --> 00:17:04.309 align:start position:0% for the near and<00:17:02.880> noise<00:17:03.120> intermediate<00:17:03.680> scale<00:17:04.000> quantum 00:17:04.309 --> 00:17:04.319 align:start position:0% and noise intermediate scale quantum 00:17:04.319 --> 00:17:06.549 align:start position:0% and noise intermediate scale quantum computing<00:17:04.880> era<00:17:05.679> which<00:17:06.000> are<00:17:06.160> like 00:17:06.549 --> 00:17:06.559 align:start position:0% computing era which are like 00:17:06.559 --> 00:17:09.909 align:start position:0% computing era which are like the<00:17:06.720> optimizers<00:17:07.760> and<00:17:08.400> and<00:17:08.799> the<00:17:09.280> analytical 00:17:09.909 --> 00:17:09.919 align:start position:0% the optimizers and and the analytical 00:17:09.919 --> 00:17:11.189 align:start position:0% the optimizers and and the analytical gradients<00:17:10.400> etc 00:17:11.189 --> 00:17:11.199 align:start position:0% gradients etc 00:17:11.199 --> 00:17:13.270 align:start position:0% gradients etc that<00:17:11.439> are<00:17:11.600> needed<00:17:12.000> for<00:17:12.640> optimizing<00:17:13.120> these 00:17:13.270 --> 00:17:13.280 align:start position:0% that are needed for optimizing these 00:17:13.280 --> 00:17:14.710 align:start position:0% that are needed for optimizing these quantum<00:17:13.679> circuits<00:17:14.079> this<00:17:14.240> variational 00:17:14.710 --> 00:17:14.720 align:start position:0% quantum circuits this variational 00:17:14.720 --> 00:17:15.750 align:start position:0% quantum circuits this variational quantum<00:17:15.039> circuits 00:17:15.750 --> 00:17:15.760 align:start position:0% quantum circuits 00:17:15.760 --> 00:17:18.630 align:start position:0% quantum circuits so<00:17:15.919> in<00:17:16.000> the<00:17:16.160> end<00:17:16.319> we<00:17:16.480> have<00:17:17.439> tons<00:17:17.919> of<00:17:18.079> languages 00:17:18.630 --> 00:17:18.640 align:start position:0% so in the end we have tons of languages 00:17:18.640 --> 00:17:19.189 align:start position:0% so in the end we have tons of languages that 00:17:19.189 --> 00:17:19.199 align:start position:0% that 00:17:19.199 --> 00:17:20.789 align:start position:0% that in<00:17:19.280> principle<00:17:19.760> we<00:17:19.919> have<00:17:20.160> to<00:17:20.319> learn<00:17:20.559> and<00:17:20.640> we 00:17:20.789 --> 00:17:20.799 align:start position:0% in principle we have to learn and we 00:17:20.799 --> 00:17:22.949 align:start position:0% in principle we have to learn and we have<00:17:20.959> to<00:17:21.120> implement<00:17:21.520> in<00:17:21.679> our<00:17:21.919> algorithms 00:17:22.949 --> 00:17:22.959 align:start position:0% have to implement in our algorithms 00:17:22.959 --> 00:17:26.230 align:start position:0% have to implement in our algorithms so<00:17:23.679> for<00:17:23.919> us<00:17:24.240> in<00:17:24.799> particular<00:17:25.600> for<00:17:25.839> me 00:17:26.230 --> 00:17:26.240 align:start position:0% so for us in particular for me 00:17:26.240 --> 00:17:28.309 align:start position:0% so for us in particular for me sometimes<00:17:26.640> it's<00:17:26.880> difficult<00:17:27.360> to<00:17:27.919> you<00:17:28.079> know 00:17:28.309 --> 00:17:28.319 align:start position:0% sometimes it's difficult to you know 00:17:28.319 --> 00:17:30.549 align:start position:0% sometimes it's difficult to you know remember<00:17:29.120> how<00:17:29.280> to<00:17:29.520> program<00:17:29.919> and<00:17:30.000> how<00:17:30.160> to<00:17:30.320> use 00:17:30.549 --> 00:17:30.559 align:start position:0% remember how to program and how to use 00:17:30.559 --> 00:17:31.990 align:start position:0% remember how to program and how to use all<00:17:30.720> these<00:17:30.880> languages 00:17:31.990 --> 00:17:32.000 align:start position:0% all these languages 00:17:32.000 --> 00:17:33.830 align:start position:0% all these languages especially<00:17:32.480> if<00:17:32.640> you<00:17:32.720> want<00:17:32.960> to<00:17:33.200> for<00:17:33.440> instance 00:17:33.830 --> 00:17:33.840 align:start position:0% especially if you want to for instance 00:17:33.840 --> 00:17:35.909 align:start position:0% especially if you want to for instance compare<00:17:34.400> different<00:17:34.720> quantum<00:17:35.039> computers 00:17:35.909 --> 00:17:35.919 align:start position:0% compare different quantum computers 00:17:35.919 --> 00:17:37.990 align:start position:0% compare different quantum computers so<00:17:36.160> in<00:17:36.240> the<00:17:36.400> end<00:17:37.039> we<00:17:37.200> never<00:17:37.520> know<00:17:37.679> which 00:17:37.990 --> 00:17:38.000 align:start position:0% so in the end we never know which 00:17:38.000 --> 00:17:39.029 align:start position:0% so in the end we never know which language<00:17:38.320> should<00:17:38.559> i<00:17:38.720> use 00:17:39.029 --> 00:17:39.039 align:start position:0% language should i use 00:17:39.039 --> 00:17:40.789 align:start position:0% language should i use it<00:17:39.200> the<00:17:39.360> first<00:17:39.600> time<00:17:39.840> that<00:17:40.000> i<00:17:40.240> started<00:17:40.559> to 00:17:40.789 --> 00:17:40.799 align:start position:0% it the first time that i started to 00:17:40.799 --> 00:17:42.630 align:start position:0% it the first time that i started to design<00:17:41.200> my<00:17:41.360> algorithm<00:17:41.919> like<00:17:42.160> should<00:17:42.400> i 00:17:42.630 --> 00:17:42.640 align:start position:0% design my algorithm like should i 00:17:42.640 --> 00:17:44.549 align:start position:0% design my algorithm like should i start<00:17:42.880> with<00:17:43.039> kiskit<00:17:43.520> or<00:17:43.679> should<00:17:43.840> i<00:17:44.080> start<00:17:44.320> with 00:17:44.549 --> 00:17:44.559 align:start position:0% start with kiskit or should i start with 00:17:44.559 --> 00:17:46.230 align:start position:0% start with kiskit or should i start with circ<00:17:44.880> or<00:17:45.039> with<00:17:45.360> any<00:17:45.679> other 00:17:46.230 --> 00:17:46.240 align:start position:0% circ or with any other 00:17:46.240 --> 00:17:49.270 align:start position:0% circ or with any other because<00:17:46.559> maybe<00:17:46.880> at<00:17:46.960> the<00:17:48.240> in<00:17:48.320> the<00:17:48.480> middle<00:17:48.799> of<00:17:48.960> my 00:17:49.270 --> 00:17:49.280 align:start position:0% because maybe at the in the middle of my 00:17:49.280 --> 00:17:51.669 align:start position:0% because maybe at the in the middle of my of<00:17:49.440> my<00:17:49.679> work<00:17:50.000> i<00:17:50.080> decided<00:17:50.559> to<00:17:50.720> run<00:17:50.880> my<00:17:51.120> algorithm 00:17:51.669 --> 00:17:51.679 align:start position:0% of my work i decided to run my algorithm 00:17:51.679 --> 00:17:53.110 align:start position:0% of my work i decided to run my algorithm in<00:17:51.760> a<00:17:51.840> different<00:17:52.160> quantum<00:17:52.480> computer 00:17:53.110 --> 00:17:53.120 align:start position:0% in a different quantum computer 00:17:53.120 --> 00:17:55.669 align:start position:0% in a different quantum computer so<00:17:53.280> i<00:17:53.520> need<00:17:53.760> to<00:17:54.400> write<00:17:54.720> again<00:17:55.200> the<00:17:55.440> same 00:17:55.669 --> 00:17:55.679 align:start position:0% so i need to write again the same 00:17:55.679 --> 00:17:57.029 align:start position:0% so i need to write again the same algorithm 00:17:57.029 --> 00:17:57.039 align:start position:0% algorithm 00:17:57.039 --> 00:17:59.350 align:start position:0% algorithm which<00:17:57.280> is<00:17:57.520> you<00:17:57.679> know<00:17:58.400> sometimes<00:17:58.880> a<00:17:58.960> waste<00:17:59.200> of 00:17:59.350 --> 00:17:59.360 align:start position:0% which is you know sometimes a waste of 00:17:59.360 --> 00:18:01.430 align:start position:0% which is you know sometimes a waste of time<00:17:59.600> for<00:17:59.840> me<00:18:00.000> as<00:18:00.160> a<00:18:00.320> theoretician 00:18:01.430 --> 00:18:01.440 align:start position:0% time for me as a theoretician 00:18:01.440 --> 00:18:03.750 align:start position:0% time for me as a theoretician so<00:18:02.080> it<00:18:02.240> would<00:18:02.400> be<00:18:02.559> very<00:18:02.799> useful<00:18:03.280> to<00:18:03.440> have 00:18:03.750 --> 00:18:03.760 align:start position:0% so it would be very useful to have 00:18:03.760 --> 00:18:05.029 align:start position:0% so it would be very useful to have something<00:18:04.160> that 00:18:05.029 --> 00:18:05.039 align:start position:0% something that 00:18:05.039 --> 00:18:06.470 align:start position:0% something that takes<00:18:05.280> into<00:18:05.440> account<00:18:05.840> all<00:18:06.000> possible 00:18:06.470 --> 00:18:06.480 align:start position:0% takes into account all possible 00:18:06.480 --> 00:18:09.029 align:start position:0% takes into account all possible languages<00:18:06.960> so<00:18:07.120> i<00:18:07.360> only<00:18:07.679> wrote<00:18:08.000> my<00:18:08.160> code<00:18:08.480> once 00:18:09.029 --> 00:18:09.039 align:start position:0% languages so i only wrote my code once 00:18:09.039 --> 00:18:11.430 align:start position:0% languages so i only wrote my code once and<00:18:09.280> i<00:18:09.360> can<00:18:09.520> run<00:18:09.760> it<00:18:10.000> in<00:18:10.080> different<00:18:10.880> backends 00:18:11.430 --> 00:18:11.440 align:start position:0% and i can run it in different backends 00:18:11.440 --> 00:18:12.150 align:start position:0% and i can run it in different backends easily 00:18:12.150 --> 00:18:12.160 align:start position:0% easily 00:18:12.160 --> 00:18:14.230 align:start position:0% easily not<00:18:12.400> only<00:18:12.640> that<00:18:12.799> but<00:18:13.200> imagine<00:18:13.600> that<00:18:13.760> i<00:18:14.000> wrote 00:18:14.230 --> 00:18:14.240 align:start position:0% not only that but imagine that i wrote 00:18:14.240 --> 00:18:15.830 align:start position:0% not only that but imagine that i wrote my<00:18:14.400> code<00:18:14.720> in<00:18:14.960> circ<00:18:15.280> but<00:18:15.440> then<00:18:15.600> i 00:18:15.830 --> 00:18:15.840 align:start position:0% my code in circ but then i 00:18:15.840 --> 00:18:17.590 align:start position:0% my code in circ but then i started<00:18:16.160> to<00:18:16.320> collaborate<00:18:16.799> with<00:18:17.039> people<00:18:17.360> from 00:18:17.590 --> 00:18:17.600 align:start position:0% started to collaborate with people from 00:18:17.600 --> 00:18:19.909 align:start position:0% started to collaborate with people from ibm<00:18:18.559> and<00:18:18.720> i<00:18:18.799> would<00:18:18.960> like<00:18:19.120> to<00:18:19.280> share<00:18:19.440> my<00:18:19.600> code 00:18:19.909 --> 00:18:19.919 align:start position:0% ibm and i would like to share my code 00:18:19.919 --> 00:18:20.549 align:start position:0% ibm and i would like to share my code with<00:18:20.080> them 00:18:20.549 --> 00:18:20.559 align:start position:0% with them 00:18:20.559 --> 00:18:22.710 align:start position:0% with them so<00:18:20.720> i<00:18:20.880> need<00:18:21.120> to<00:18:21.280> have<00:18:21.520> a<00:18:21.679> platform<00:18:22.160> that<00:18:22.400> i<00:18:22.480> can 00:18:22.710 --> 00:18:22.720 align:start position:0% so i need to have a platform that i can 00:18:22.720 --> 00:18:25.270 align:start position:0% so i need to have a platform that i can easily<00:18:23.200> share<00:18:23.440> my<00:18:23.600> code<00:18:24.000> so<00:18:24.160> they<00:18:24.320> can<00:18:24.559> use 00:18:25.270 --> 00:18:25.280 align:start position:0% easily share my code so they can use 00:18:25.280 --> 00:18:28.630 align:start position:0% easily share my code so they can use my<00:18:25.440> code<00:18:25.760> with<00:18:26.080> their<00:18:26.320> own<00:18:26.840> language<00:18:28.240> and<00:18:28.480> not 00:18:28.630 --> 00:18:28.640 align:start position:0% my code with their own language and not 00:18:28.640 --> 00:18:30.390 align:start position:0% my code with their own language and not only<00:18:28.880> that<00:18:29.120> but<00:18:29.360> also<00:18:29.600> what<00:18:29.840> happens<00:18:30.160> if<00:18:30.320> i 00:18:30.390 --> 00:18:30.400 align:start position:0% only that but also what happens if i 00:18:30.400 --> 00:18:32.230 align:start position:0% only that but also what happens if i just<00:18:30.559> started<00:18:30.880> to<00:18:31.039> use<00:18:31.200> one<00:18:31.440> language<00:18:31.919> and<00:18:32.080> at 00:18:32.230 --> 00:18:32.240 align:start position:0% just started to use one language and at 00:18:32.240 --> 00:18:34.230 align:start position:0% just started to use one language and at some<00:18:32.480> point<00:18:32.799> it<00:18:33.039> becomes<00:18:33.440> obsolete<00:18:34.000> because 00:18:34.230 --> 00:18:34.240 align:start position:0% some point it becomes obsolete because 00:18:34.240 --> 00:18:35.990 align:start position:0% some point it becomes obsolete because nobody<00:18:34.640> is<00:18:34.720> supporting<00:18:35.200> that<00:18:35.440> anymore<00:18:35.840> that 00:18:35.990 --> 00:18:36.000 align:start position:0% nobody is supporting that anymore that 00:18:36.000 --> 00:18:38.310 align:start position:0% nobody is supporting that anymore that could<00:18:36.240> happen<00:18:36.640> also<00:18:36.880> especially<00:18:37.520> in 00:18:38.310 --> 00:18:38.320 align:start position:0% could happen also especially in 00:18:38.320 --> 00:18:41.029 align:start position:0% could happen also especially in in<00:18:39.280> at<00:18:39.440> this<00:18:39.679> time<00:18:39.919> that<00:18:40.160> many<00:18:40.400> things<00:18:40.640> are 00:18:41.029 --> 00:18:41.039 align:start position:0% in at this time that many things are 00:18:41.039 --> 00:18:43.190 align:start position:0% in at this time that many things are happening<00:18:41.520> and<00:18:41.679> are<00:18:41.760> changing<00:18:42.160> all<00:18:42.320> the<00:18:42.400> time 00:18:43.190 --> 00:18:43.200 align:start position:0% happening and are changing all the time 00:18:43.200 --> 00:18:45.669 align:start position:0% happening and are changing all the time so<00:18:43.760> i<00:18:44.000> need<00:18:44.559> i<00:18:44.720> would<00:18:44.880> like<00:18:45.039> to<00:18:45.200> have<00:18:45.360> a<00:18:45.440> code 00:18:45.669 --> 00:18:45.679 align:start position:0% so i need i would like to have a code 00:18:45.679 --> 00:18:46.870 align:start position:0% so i need i would like to have a code that<00:18:45.919> will<00:18:46.080> work<00:18:46.480> you<00:18:46.559> know 00:18:46.870 --> 00:18:46.880 align:start position:0% that will work you know 00:18:46.880 --> 00:18:49.590 align:start position:0% that will work you know forever<00:18:47.440> so<00:18:48.160> i<00:18:48.320> can<00:18:48.559> share<00:18:48.799> it<00:18:48.880> with<00:18:49.120> everyone 00:18:49.590 --> 00:18:49.600 align:start position:0% forever so i can share it with everyone 00:18:49.600 --> 00:18:50.549 align:start position:0% forever so i can share it with everyone it<00:18:49.679> will<00:18:49.840> be<00:18:50.080> there 00:18:50.549 --> 00:18:50.559 align:start position:0% it will be there 00:18:50.559 --> 00:18:52.870 align:start position:0% it will be there and<00:18:50.799> it<00:18:50.880> doesn't<00:18:51.200> matter<00:18:51.600> if<00:18:51.919> the<00:18:52.320> particular 00:18:52.870 --> 00:18:52.880 align:start position:0% and it doesn't matter if the particular 00:18:52.880 --> 00:18:54.150 align:start position:0% and it doesn't matter if the particular backend<00:18:53.280> that<00:18:53.440> i<00:18:53.600> use 00:18:54.150 --> 00:18:54.160 align:start position:0% backend that i use 00:18:54.160 --> 00:18:56.950 align:start position:0% backend that i use change<00:18:54.640> or<00:18:54.880> have<00:18:55.120> new<00:18:55.360> features<00:18:56.320> or<00:18:56.720> just 00:18:56.950 --> 00:18:56.960 align:start position:0% change or have new features or just 00:18:56.960 --> 00:18:59.190 align:start position:0% change or have new features or just becomes<00:18:57.520> obsolete<00:18:58.000> so<00:18:58.160> i<00:18:58.240> can<00:18:58.480> still<00:18:58.720> use<00:18:58.960> my 00:18:59.190 --> 00:18:59.200 align:start position:0% becomes obsolete so i can still use my 00:18:59.200 --> 00:18:59.750 align:start position:0% becomes obsolete so i can still use my code 00:18:59.750 --> 00:18:59.760 align:start position:0% code 00:18:59.760 --> 00:19:01.990 align:start position:0% code in<00:18:59.919> other<00:19:00.160> backend<00:19:01.200> so<00:19:01.360> in<00:19:01.440> the<00:19:01.600> end<00:19:01.760> that's 00:19:01.990 --> 00:19:02.000 align:start position:0% in other backend so in the end that's 00:19:02.000 --> 00:19:04.310 align:start position:0% in other backend so in the end that's the<00:19:02.240> general<00:19:02.640> idea<00:19:03.039> that<00:19:03.280> is<00:19:03.360> behind<00:19:03.760> tequila 00:19:04.310 --> 00:19:04.320 align:start position:0% the general idea that is behind tequila 00:19:04.320 --> 00:19:04.549 align:start position:0% the general idea that is behind tequila and 00:19:04.549 --> 00:19:04.559 align:start position:0% and 00:19:04.559 --> 00:19:07.270 align:start position:0% and our<00:19:04.960> motivation<00:19:05.679> as<00:19:05.840> a<00:19:06.240> as<00:19:06.480> a<00:19:06.559> physi<00:19:07.039> as<00:19:07.200> a 00:19:07.270 --> 00:19:07.280 align:start position:0% our motivation as a as a physi as a 00:19:07.280 --> 00:19:09.029 align:start position:0% our motivation as a as a physi as a theoreticians<00:19:07.919> in<00:19:08.000> quantum<00:19:08.400> inform<00:19:08.720> in 00:19:09.029 --> 00:19:09.039 align:start position:0% theoreticians in quantum inform in 00:19:09.039 --> 00:19:09.990 align:start position:0% theoreticians in quantum inform in quantum<00:19:09.440> computation 00:19:09.990 --> 00:19:10.000 align:start position:0% quantum computation 00:19:10.000 --> 00:19:12.310 align:start position:0% quantum computation we<00:19:10.320> wanted<00:19:10.720> to<00:19:10.799> develop<00:19:11.280> a<00:19:11.360> language<00:19:12.080> that 00:19:12.310 --> 00:19:12.320 align:start position:0% we wanted to develop a language that 00:19:12.320 --> 00:19:14.549 align:start position:0% we wanted to develop a language that works<00:19:12.720> with<00:19:12.960> any<00:19:13.280> possible<00:19:13.840> backend 00:19:14.549 --> 00:19:14.559 align:start position:0% works with any possible backend 00:19:14.559 --> 00:19:17.669 align:start position:0% works with any possible backend and<00:19:15.679> so<00:19:15.840> for<00:19:16.080> us<00:19:16.240> it<00:19:16.400> will<00:19:16.559> be<00:19:16.720> easy<00:19:17.039> to<00:19:17.360> test 00:19:17.669 --> 00:19:17.679 align:start position:0% and so for us it will be easy to test 00:19:17.679 --> 00:19:20.390 align:start position:0% and so for us it will be easy to test different<00:19:18.000> algorithms<00:19:18.640> in<00:19:18.799> different<00:19:19.120> places 00:19:20.390 --> 00:19:20.400 align:start position:0% different algorithms in different places 00:19:20.400 --> 00:19:22.230 align:start position:0% different algorithms in different places and<00:19:20.720> that's<00:19:20.960> what<00:19:21.200> is<00:19:21.360> tequila<00:19:21.840> so<00:19:22.000> it's 00:19:22.230 --> 00:19:22.240 align:start position:0% and that's what is tequila so it's 00:19:22.240 --> 00:19:23.990 align:start position:0% and that's what is tequila so it's unification<00:19:23.120> standardization 00:19:23.990 --> 00:19:24.000 align:start position:0% unification standardization 00:19:24.000 --> 00:19:26.070 align:start position:0% unification standardization and<00:19:24.320> acceleration<00:19:25.200> so<00:19:25.440> we<00:19:25.520> don't<00:19:25.760> have<00:19:25.919> to 00:19:26.070 --> 00:19:26.080 align:start position:0% and acceleration so we don't have to 00:19:26.080 --> 00:19:28.070 align:start position:0% and acceleration so we don't have to waste<00:19:26.400> time<00:19:26.720> in<00:19:27.039> checking 00:19:28.070 --> 00:19:28.080 align:start position:0% waste time in checking 00:19:28.080 --> 00:19:30.549 align:start position:0% waste time in checking in<00:19:28.559> in<00:19:28.720> translating<00:19:29.360> our<00:19:29.679> code<00:19:29.919> to<00:19:30.160> another 00:19:30.549 --> 00:19:30.559 align:start position:0% in in translating our code to another 00:19:30.559 --> 00:19:31.270 align:start position:0% in in translating our code to another language 00:19:31.270 --> 00:19:31.280 align:start position:0% language 00:19:31.280 --> 00:19:33.510 align:start position:0% language so<00:19:31.440> we<00:19:31.600> just<00:19:32.080> focus<00:19:32.480> on<00:19:32.640> writing<00:19:32.960> the<00:19:33.120> code 00:19:33.510 --> 00:19:33.520 align:start position:0% so we just focus on writing the code 00:19:33.520 --> 00:19:35.350 align:start position:0% so we just focus on writing the code once<00:19:34.000> in<00:19:34.160> tequila<00:19:34.640> language 00:19:35.350 --> 00:19:35.360 align:start position:0% once in tequila language 00:19:35.360 --> 00:19:37.430 align:start position:0% once in tequila language and<00:19:35.520> then<00:19:35.679> we<00:19:35.840> just<00:19:36.160> choose<00:19:36.480> whatever<00:19:36.880> vacant 00:19:37.430 --> 00:19:37.440 align:start position:0% and then we just choose whatever vacant 00:19:37.440 --> 00:19:39.510 align:start position:0% and then we just choose whatever vacant we<00:19:37.600> prefer<00:19:38.000> the<00:19:38.160> one<00:19:38.320> that<00:19:38.559> is<00:19:38.799> more<00:19:38.960> suitable 00:19:39.510 --> 00:19:39.520 align:start position:0% we prefer the one that is more suitable 00:19:39.520 --> 00:19:40.390 align:start position:0% we prefer the one that is more suitable for<00:19:39.760> us 00:19:40.390 --> 00:19:40.400 align:start position:0% for us 00:19:40.400 --> 00:19:42.789 align:start position:0% for us and<00:19:40.880> not<00:19:41.120> only<00:19:41.360> that<00:19:41.520> but<00:19:41.679> we<00:19:41.840> also<00:19:42.160> can<00:19:42.480> add 00:19:42.789 --> 00:19:42.799 align:start position:0% and not only that but we also can add 00:19:42.799 --> 00:19:44.870 align:start position:0% and not only that but we also can add more<00:19:43.039> features<00:19:43.440> to<00:19:43.600> that<00:19:43.760> like<00:19:44.000> noise<00:19:44.320> models 00:19:44.870 --> 00:19:44.880 align:start position:0% more features to that like noise models 00:19:44.880 --> 00:19:47.029 align:start position:0% more features to that like noise models error<00:19:45.200> mitigation<00:19:45.840> etc<00:19:46.400> and<00:19:46.480> more<00:19:46.720> than<00:19:46.880> we 00:19:47.029 --> 00:19:47.039 align:start position:0% error mitigation etc and more than we 00:19:47.039 --> 00:19:48.230 align:start position:0% error mitigation etc and more than we are<00:19:47.120> working<00:19:47.520> on 00:19:48.230 --> 00:19:48.240 align:start position:0% are working on 00:19:48.240 --> 00:19:50.150 align:start position:0% are working on and<00:19:48.559> that's<00:19:48.720> the<00:19:48.880> idea<00:19:49.120> of<00:19:49.280> tequila<00:19:49.840> and<00:19:50.080> you 00:19:50.150 --> 00:19:50.160 align:start position:0% and that's the idea of tequila and you 00:19:50.160 --> 00:19:52.230 align:start position:0% and that's the idea of tequila and you can<00:19:50.400> check<00:19:50.559> the<00:19:50.720> code<00:19:50.960> is<00:19:51.120> available<00:19:51.840> and 00:19:52.230 --> 00:19:52.240 align:start position:0% can check the code is available and 00:19:52.240 --> 00:19:54.710 align:start position:0% can check the code is available and in<00:19:52.480> our<00:19:52.880> group<00:19:53.120> repository<00:19:54.080> and<00:19:54.480> we<00:19:54.640> are 00:19:54.710 --> 00:19:54.720 align:start position:0% in our group repository and we are 00:19:54.720 --> 00:19:55.669 align:start position:0% in our group repository and we are working<00:19:55.120> in<00:19:55.200> the 00:19:55.669 --> 00:19:55.679 align:start position:0% working in the 00:19:55.679 --> 00:19:57.270 align:start position:0% working in the in<00:19:55.840> the<00:19:55.919> documentation<00:19:56.640> that<00:19:56.799> will<00:19:56.960> be 00:19:57.270 --> 00:19:57.280 align:start position:0% in the documentation that will be 00:19:57.280 --> 00:19:58.789 align:start position:0% in the documentation that will be available<00:19:57.840> very<00:19:58.080> soon 00:19:58.789 --> 00:19:58.799 align:start position:0% available very soon 00:19:58.799 --> 00:20:00.950 align:start position:0% available very soon and<00:19:59.039> also<00:19:59.360> on<00:19:59.440> the<00:19:59.600> release<00:20:00.000> paper<00:20:00.400> but 00:20:00.950 --> 00:20:00.960 align:start position:0% and also on the release paper but 00:20:00.960 --> 00:20:02.630 align:start position:0% and also on the release paper but everything<00:20:01.440> is<00:20:01.600> written<00:20:02.000> in<00:20:02.080> the<00:20:02.400> in<00:20:02.559> the 00:20:02.630 --> 00:20:02.640 align:start position:0% everything is written in the in the 00:20:02.640 --> 00:20:03.510 align:start position:0% everything is written in the in the github<00:20:03.039> repo 00:20:03.510 --> 00:20:03.520 align:start position:0% github repo 00:20:03.520 --> 00:20:05.590 align:start position:0% github repo and<00:20:03.679> in<00:20:03.760> the<00:20:04.080> tutorial<00:20:04.720> section<00:20:05.200> is<00:20:05.280> super 00:20:05.590 --> 00:20:05.600 align:start position:0% and in the tutorial section is super 00:20:05.600 --> 00:20:07.669 align:start position:0% and in the tutorial section is super useful<00:20:06.000> to<00:20:06.159> understand<00:20:06.480> how<00:20:06.720> this<00:20:06.960> works 00:20:07.669 --> 00:20:07.679 align:start position:0% useful to understand how this works 00:20:07.679 --> 00:20:09.830 align:start position:0% useful to understand how this works but<00:20:07.919> anyway<00:20:08.240> i<00:20:08.400> will<00:20:08.640> present<00:20:09.120> how<00:20:09.280> this<00:20:09.520> works 00:20:09.830 --> 00:20:09.840 align:start position:0% but anyway i will present how this works 00:20:09.840 --> 00:20:13.830 align:start position:0% but anyway i will present how this works in<00:20:10.080> in<00:20:10.240> more<00:20:10.400> detail<00:20:10.880> and<00:20:11.039> some<00:20:11.280> examples 00:20:13.830 --> 00:20:13.840 align:start position:0% 00:20:13.840 --> 00:20:15.510 align:start position:0% so<00:20:14.080> first<00:20:14.320> of<00:20:14.480> all<00:20:14.640> as<00:20:14.720> you<00:20:14.880> know<00:20:15.120> we<00:20:15.280> are<00:20:15.440> in 00:20:15.510 --> 00:20:15.520 align:start position:0% so first of all as you know we are in 00:20:15.520 --> 00:20:17.270 align:start position:0% so first of all as you know we are in the<00:20:15.760> noise<00:20:16.000> intermediate<00:20:16.559> scale<00:20:16.960> quantum 00:20:17.270 --> 00:20:17.280 align:start position:0% the noise intermediate scale quantum 00:20:17.280 --> 00:20:18.070 align:start position:0% the noise intermediate scale quantum computation 00:20:18.070 --> 00:20:18.080 align:start position:0% computation 00:20:18.080 --> 00:20:21.510 align:start position:0% computation which<00:20:18.400> means<00:20:18.799> that<00:20:19.600> we<00:20:20.559> mix<00:20:20.880> together 00:20:21.510 --> 00:20:21.520 align:start position:0% which means that we mix together 00:20:21.520 --> 00:20:23.750 align:start position:0% which means that we mix together a<00:20:21.760> classical<00:20:22.320> algorithm<00:20:22.880> a<00:20:23.039> classical 00:20:23.750 --> 00:20:23.760 align:start position:0% a classical algorithm a classical 00:20:23.760 --> 00:20:25.830 align:start position:0% a classical algorithm a classical software<00:20:24.240> tool<00:20:24.559> with<00:20:24.799> a<00:20:24.880> quantum<00:20:25.360> hardware 00:20:25.830 --> 00:20:25.840 align:start position:0% software tool with a quantum hardware 00:20:25.840 --> 00:20:26.710 align:start position:0% software tool with a quantum hardware tool 00:20:26.710 --> 00:20:26.720 align:start position:0% tool 00:20:26.720 --> 00:20:28.710 align:start position:0% tool and<00:20:27.440> we<00:20:27.600> are<00:20:27.760> in<00:20:27.840> this<00:20:28.080> era<00:20:28.320> because<00:20:28.559> the 00:20:28.710 --> 00:20:28.720 align:start position:0% and we are in this era because the 00:20:28.720 --> 00:20:30.549 align:start position:0% and we are in this era because the number<00:20:28.960> of<00:20:29.120> qubits<00:20:29.520> that<00:20:29.679> we<00:20:29.840> have<00:20:30.159> is<00:20:30.320> not 00:20:30.549 --> 00:20:30.559 align:start position:0% number of qubits that we have is not 00:20:30.559 --> 00:20:32.630 align:start position:0% number of qubits that we have is not enough<00:20:30.960> to<00:20:31.120> perform<00:20:31.520> error<00:20:31.840> correction 00:20:32.630 --> 00:20:32.640 align:start position:0% enough to perform error correction 00:20:32.640 --> 00:20:35.270 align:start position:0% enough to perform error correction so<00:20:32.880> our<00:20:33.039> qubits<00:20:33.440> are<00:20:33.600> noisy<00:20:34.480> and<00:20:34.640> we<00:20:34.880> only<00:20:35.039> have 00:20:35.270 --> 00:20:35.280 align:start position:0% so our qubits are noisy and we only have 00:20:35.280 --> 00:20:36.630 align:start position:0% so our qubits are noisy and we only have a<00:20:35.360> few<00:20:35.520> of<00:20:35.679> them<00:20:35.840> we<00:20:36.000> have 00:20:36.630 --> 00:20:36.640 align:start position:0% a few of them we have 00:20:36.640 --> 00:20:40.070 align:start position:0% a few of them we have and<00:20:36.880> now<00:20:37.200> currently<00:20:37.760> 70<00:20:38.240> 50<00:20:38.640> qubits<00:20:39.600> working 00:20:40.070 --> 00:20:40.080 align:start position:0% and now currently 70 50 qubits working 00:20:40.080 --> 00:20:40.390 align:start position:0% and now currently 70 50 qubits working in 00:20:40.390 --> 00:20:40.400 align:start position:0% in 00:20:40.400 --> 00:20:43.029 align:start position:0% in 100<00:20:41.360> probably<00:20:41.919> in<00:20:42.000> the<00:20:42.159> next<00:20:42.400> years<00:20:42.720> we<00:20:42.880> will 00:20:43.029 --> 00:20:43.039 align:start position:0% 100 probably in the next years we will 00:20:43.039 --> 00:20:43.510 align:start position:0% 100 probably in the next years we will have 00:20:43.510 --> 00:20:43.520 align:start position:0% have 00:20:43.520 --> 00:20:46.549 align:start position:0% have more<00:20:43.679> than<00:20:43.840> 100<00:20:44.880> but<00:20:45.200> still<00:20:45.679> is<00:20:45.840> not<00:20:46.400> one 00:20:46.549 --> 00:20:46.559 align:start position:0% more than 100 but still is not one 00:20:46.559 --> 00:20:48.230 align:start position:0% more than 100 but still is not one million<00:20:46.960> cubits<00:20:47.360> that<00:20:47.520> are<00:20:47.600> the 00:20:48.230 --> 00:20:48.240 align:start position:0% million cubits that are the 00:20:48.240 --> 00:20:49.830 align:start position:0% million cubits that are the the<00:20:48.400> ones<00:20:48.640> that<00:20:48.799> we<00:20:48.960> will<00:20:49.120> need<00:20:49.360> for<00:20:49.520> error 00:20:49.830 --> 00:20:49.840 align:start position:0% the ones that we will need for error 00:20:49.840 --> 00:20:52.470 align:start position:0% the ones that we will need for error correcting<00:20:50.480> uh<00:20:51.200> quantum<00:20:51.600> algorithms 00:20:52.470 --> 00:20:52.480 align:start position:0% correcting uh quantum algorithms 00:20:52.480 --> 00:20:54.470 align:start position:0% correcting uh quantum algorithms so<00:20:52.640> in<00:20:52.720> the<00:20:52.880> end<00:20:53.039> is<00:20:53.520> we<00:20:53.679> have<00:20:53.919> a<00:20:54.080> bunch<00:20:54.320> of 00:20:54.470 --> 00:20:54.480 align:start position:0% so in the end is we have a bunch of 00:20:54.480 --> 00:20:56.390 align:start position:0% so in the end is we have a bunch of things<00:20:54.880> and<00:20:55.039> we<00:20:55.200> will<00:20:55.440> try<00:20:55.679> to<00:20:55.840> put<00:20:56.080> everything 00:20:56.390 --> 00:20:56.400 align:start position:0% things and we will try to put everything 00:20:56.400 --> 00:20:57.350 align:start position:0% things and we will try to put everything together<00:20:56.960> and 00:20:57.350 --> 00:20:57.360 align:start position:0% together and 00:20:57.360 --> 00:20:59.510 align:start position:0% together and produce<00:20:58.000> something<00:20:58.320> that<00:20:58.559> is<00:20:58.720> useful<00:20:59.120> for<00:20:59.280> us 00:20:59.510 --> 00:20:59.520 align:start position:0% produce something that is useful for us 00:20:59.520 --> 00:21:01.350 align:start position:0% produce something that is useful for us something<00:20:59.840> that<00:21:00.000> we<00:21:00.159> call<00:21:00.400> quantum<00:21:00.799> advantage 00:21:01.350 --> 00:21:01.360 align:start position:0% something that we call quantum advantage 00:21:01.360 --> 00:21:03.029 align:start position:0% something that we call quantum advantage something<00:21:01.679> that<00:21:01.919> outperforms<00:21:02.640> classical 00:21:03.029 --> 00:21:03.039 align:start position:0% something that outperforms classical 00:21:03.039 --> 00:21:04.230 align:start position:0% something that outperforms classical computation 00:21:04.230 --> 00:21:04.240 align:start position:0% computation 00:21:04.240 --> 00:21:05.430 align:start position:0% computation so<00:21:04.400> that<00:21:04.559> means<00:21:04.720> that<00:21:04.880> we<00:21:04.960> have<00:21:05.120> different 00:21:05.430 --> 00:21:05.440 align:start position:0% so that means that we have different 00:21:05.440 --> 00:21:07.430 align:start position:0% so that means that we have different qubit<00:21:05.760> architectures<00:21:06.559> that<00:21:06.799> means<00:21:07.039> that<00:21:07.280> the 00:21:07.430 --> 00:21:07.440 align:start position:0% qubit architectures that means that the 00:21:07.440 --> 00:21:09.590 align:start position:0% qubit architectures that means that the topology<00:21:08.159> of<00:21:08.240> the<00:21:08.400> chips<00:21:08.720> is<00:21:08.880> different<00:21:09.360> so 00:21:09.590 --> 00:21:09.600 align:start position:0% topology of the chips is different so 00:21:09.600 --> 00:21:10.230 align:start position:0% topology of the chips is different so not<00:21:09.840> always 00:21:10.230 --> 00:21:10.240 align:start position:0% not always 00:21:10.240 --> 00:21:12.789 align:start position:0% not always not<00:21:10.480> all<00:21:10.559> qubits<00:21:10.960> are<00:21:11.120> connected<00:21:11.679> and<00:21:12.400> and<00:21:12.640> the 00:21:12.789 --> 00:21:12.799 align:start position:0% not all qubits are connected and and the 00:21:12.799 --> 00:21:14.149 align:start position:0% not all qubits are connected and and the topology<00:21:13.440> changes 00:21:14.149 --> 00:21:14.159 align:start position:0% topology changes 00:21:14.159 --> 00:21:16.070 align:start position:0% topology changes drastically<00:21:14.799> from<00:21:14.960> one<00:21:15.200> chip<00:21:15.440> to<00:21:15.520> the<00:21:15.840> to 00:21:16.070 --> 00:21:16.080 align:start position:0% drastically from one chip to the to 00:21:16.080 --> 00:21:18.549 align:start position:0% drastically from one chip to the to another<00:21:16.720> we<00:21:16.880> have<00:21:17.120> few<00:21:17.360> qubits<00:21:17.760> we<00:21:17.919> have<00:21:18.159> noise 00:21:18.549 --> 00:21:18.559 align:start position:0% another we have few qubits we have noise 00:21:18.559 --> 00:21:19.350 align:start position:0% another we have few qubits we have noise we<00:21:18.720> have<00:21:18.880> the 00:21:19.350 --> 00:21:19.360 align:start position:0% we have the 00:21:19.360 --> 00:21:21.830 align:start position:0% we have the the<00:21:19.520> coherence<00:21:20.000> we<00:21:20.159> have<00:21:20.720> any<00:21:20.960> other<00:21:21.520> other 00:21:21.830 --> 00:21:21.840 align:start position:0% the coherence we have any other other 00:21:21.840 --> 00:21:22.789 align:start position:0% the coherence we have any other other sources<00:21:22.320> of<00:21:22.480> error 00:21:22.789 --> 00:21:22.799 align:start position:0% sources of error 00:21:22.799 --> 00:21:25.830 align:start position:0% sources of error like<00:21:23.039> crosstalk<00:21:23.600> etc<00:21:24.559> and<00:21:24.960> on<00:21:25.120> top<00:21:25.280> of<00:21:25.440> that<00:21:25.679> we 00:21:25.830 --> 00:21:25.840 align:start position:0% like crosstalk etc and on top of that we 00:21:25.840 --> 00:21:27.990 align:start position:0% like crosstalk etc and on top of that we have<00:21:26.000> classical<00:21:26.480> optimizers<00:21:27.120> that<00:21:27.440> help<00:21:27.679> us 00:21:27.990 --> 00:21:28.000 align:start position:0% have classical optimizers that help us 00:21:28.000 --> 00:21:30.630 align:start position:0% have classical optimizers that help us with<00:21:28.240> the<00:21:28.640> with<00:21:28.880> the<00:21:28.960> variational<00:21:29.600> algorithms 00:21:30.630 --> 00:21:30.640 align:start position:0% with the with the variational algorithms 00:21:30.640 --> 00:21:32.549 align:start position:0% with the with the variational algorithms and<00:21:30.880> are<00:21:31.039> very<00:21:31.280> helpful<00:21:31.840> and<00:21:32.080> they<00:21:32.400> are 00:21:32.549 --> 00:21:32.559 align:start position:0% and are very helpful and they are 00:21:32.559 --> 00:21:34.149 align:start position:0% and are very helpful and they are working<00:21:32.880> towards<00:21:33.200> quantum<00:21:33.600> advantage 00:21:34.149 --> 00:21:34.159 align:start position:0% working towards quantum advantage 00:21:34.159 --> 00:21:34.950 align:start position:0% working towards quantum advantage probably<00:21:34.559> in<00:21:34.640> the 00:21:34.950 --> 00:21:34.960 align:start position:0% probably in the 00:21:34.960 --> 00:21:37.590 align:start position:0% probably in the near<00:21:35.280> term<00:21:36.080> so<00:21:36.400> in<00:21:36.559> the<00:21:36.720> end<00:21:36.799> that's<00:21:37.039> the<00:21:37.440> the 00:21:37.590 --> 00:21:37.600 align:start position:0% near term so in the end that's the the 00:21:37.600 --> 00:21:38.630 align:start position:0% near term so in the end that's the the big<00:21:37.840> picture<00:21:38.159> of<00:21:38.320> it 00:21:38.630 --> 00:21:38.640 align:start position:0% big picture of it 00:21:38.640 --> 00:21:41.270 align:start position:0% big picture of it and<00:21:39.120> and<00:21:39.760> we<00:21:39.919> want<00:21:40.159> to<00:21:40.400> generate<00:21:40.960> some 00:21:41.270 --> 00:21:41.280 align:start position:0% and and we want to generate some 00:21:41.280 --> 00:21:43.190 align:start position:0% and and we want to generate some language<00:21:41.679> that<00:21:41.840> will<00:21:42.080> help<00:21:42.400> us<00:21:42.559> to 00:21:43.190 --> 00:21:43.200 align:start position:0% language that will help us to 00:21:43.200 --> 00:21:45.750 align:start position:0% language that will help us to wrap<00:21:43.760> everything<00:21:44.240> all<00:21:44.400> together<00:21:45.120> to<00:21:45.280> produce 00:21:45.750 --> 00:21:45.760 align:start position:0% wrap everything all together to produce 00:21:45.760 --> 00:21:47.190 align:start position:0% wrap everything all together to produce this<00:21:46.000> something<00:21:46.400> useful<00:21:46.720> which<00:21:46.960> is<00:21:47.039> the 00:21:47.190 --> 00:21:47.200 align:start position:0% this something useful which is the 00:21:47.200 --> 00:21:49.029 align:start position:0% this something useful which is the quantum<00:21:47.600> advantage<00:21:48.159> experiment 00:21:49.029 --> 00:21:49.039 align:start position:0% quantum advantage experiment 00:21:49.039 --> 00:21:52.630 align:start position:0% quantum advantage experiment or<00:21:50.240> experiment<00:21:50.799> or<00:21:51.039> algorithm 00:21:52.630 --> 00:21:52.640 align:start position:0% or experiment or algorithm 00:21:52.640 --> 00:21:54.789 align:start position:0% or experiment or algorithm so<00:21:52.960> the<00:21:53.200> question<00:21:53.600> is<00:21:53.840> what<00:21:54.000> can<00:21:54.240> we<00:21:54.400> do<00:21:54.559> with<00:21:54.720> a 00:21:54.789 --> 00:21:54.799 align:start position:0% so the question is what can we do with a 00:21:54.799 --> 00:21:56.870 align:start position:0% so the question is what can we do with a few<00:21:55.039> qubits<00:21:55.520> and<00:21:55.679> how<00:21:55.840> can<00:21:56.080> we<00:21:56.240> deal<00:21:56.480> with<00:21:56.640> the 00:21:56.870 --> 00:21:56.880 align:start position:0% few qubits and how can we deal with the 00:21:56.880 --> 00:21:58.470 align:start position:0% few qubits and how can we deal with the noise<00:21:57.120> so<00:21:57.280> what<00:21:57.520> can<00:21:57.679> we<00:21:57.840> do<00:21:58.000> with 00:21:58.470 --> 00:21:58.480 align:start position:0% noise so what can we do with 00:21:58.480 --> 00:22:00.230 align:start position:0% noise so what can we do with with<00:21:58.640> a<00:21:58.720> few<00:21:58.960> cubits<00:21:59.360> that's<00:21:59.520> why<00:21:59.760> i<00:21:59.840> use<00:22:00.080> the 00:22:00.230 --> 00:22:00.240 align:start position:0% with a few cubits that's why i use the 00:22:00.240 --> 00:22:02.390 align:start position:0% with a few cubits that's why i use the macgiver<00:22:00.880> picture<00:22:01.280> because<00:22:01.600> it<00:22:01.760> reminds<00:22:02.159> me 00:22:02.390 --> 00:22:02.400 align:start position:0% macgiver picture because it reminds me 00:22:02.400 --> 00:22:04.549 align:start position:0% macgiver picture because it reminds me sometimes<00:22:02.799> to<00:22:03.360> that<00:22:03.600> series<00:22:04.000> i<00:22:04.080> don't<00:22:04.240> know<00:22:04.320> if 00:22:04.549 --> 00:22:04.559 align:start position:0% sometimes to that series i don't know if 00:22:04.559 --> 00:22:05.669 align:start position:0% sometimes to that series i don't know if some<00:22:04.720> of<00:22:04.880> you 00:22:05.669 --> 00:22:05.679 align:start position:0% some of you 00:22:05.679 --> 00:22:07.510 align:start position:0% some of you are<00:22:05.840> familiarized<00:22:06.480> with<00:22:06.640> that<00:22:06.799> or<00:22:06.960> not<00:22:07.120> but<00:22:07.360> i 00:22:07.510 --> 00:22:07.520 align:start position:0% are familiarized with that or not but i 00:22:07.520 --> 00:22:10.149 align:start position:0% are familiarized with that or not but i used<00:22:07.760> to<00:22:07.919> so<00:22:08.240> this<00:22:08.640> show<00:22:08.799> when<00:22:09.039> i<00:22:09.120> was<00:22:09.280> a<00:22:09.360> kid 00:22:10.149 --> 00:22:10.159 align:start position:0% used to so this show when i was a kid 00:22:10.159 --> 00:22:12.710 align:start position:0% used to so this show when i was a kid and<00:22:10.559> the<00:22:10.720> idea<00:22:11.039> of<00:22:11.360> having<00:22:11.679> you<00:22:11.760> know<00:22:12.320> a<00:22:12.480> small 00:22:12.710 --> 00:22:12.720 align:start position:0% and the idea of having you know a small 00:22:12.720 --> 00:22:15.029 align:start position:0% and the idea of having you know a small resources<00:22:13.440> anything<00:22:13.919> works<00:22:14.240> perfectly<00:22:14.720> but 00:22:15.029 --> 00:22:15.039 align:start position:0% resources anything works perfectly but 00:22:15.039 --> 00:22:17.430 align:start position:0% resources anything works perfectly but still<00:22:15.360> you<00:22:15.520> can<00:22:15.679> do<00:22:15.919> something<00:22:16.400> useful<00:22:17.200> so 00:22:17.430 --> 00:22:17.440 align:start position:0% still you can do something useful so 00:22:17.440 --> 00:22:20.310 align:start position:0% still you can do something useful so that's<00:22:17.679> what<00:22:17.840> we<00:22:18.080> are<00:22:18.159> trying<00:22:18.480> to<00:22:18.640> do<00:22:18.880> with<00:22:19.200> uh 00:22:20.310 --> 00:22:20.320 align:start position:0% that's what we are trying to do with uh 00:22:20.320 --> 00:22:22.470 align:start position:0% that's what we are trying to do with uh in<00:22:20.559> quantum<00:22:20.880> computing<00:22:21.520> and<00:22:21.600> nowadays<00:22:22.159> for 00:22:22.470 --> 00:22:22.480 align:start position:0% in quantum computing and nowadays for 00:22:22.480 --> 00:22:24.390 align:start position:0% in quantum computing and nowadays for achieving<00:22:22.880> this<00:22:23.039> quantum<00:22:23.440> advantage 00:22:24.390 --> 00:22:24.400 align:start position:0% achieving this quantum advantage 00:22:24.400 --> 00:22:26.870 align:start position:0% achieving this quantum advantage so<00:22:24.640> for<00:22:24.880> that<00:22:25.520> we<00:22:25.679> have<00:22:25.919> this<00:22:26.080> hybrid<00:22:26.559> quantum 00:22:26.870 --> 00:22:26.880 align:start position:0% so for that we have this hybrid quantum 00:22:26.880 --> 00:22:28.710 align:start position:0% so for that we have this hybrid quantum classical<00:22:27.280> algorithms<00:22:27.919> as<00:22:28.080> i<00:22:28.240> said 00:22:28.710 --> 00:22:28.720 align:start position:0% classical algorithms as i said 00:22:28.720 --> 00:22:30.310 align:start position:0% classical algorithms as i said sometimes<00:22:29.120> also<00:22:29.440> called<00:22:29.600> variational 00:22:30.310 --> 00:22:30.320 align:start position:0% sometimes also called variational 00:22:30.320 --> 00:22:32.789 align:start position:0% sometimes also called variational algorithms<00:22:31.440> uh<00:22:31.760> which<00:22:32.080> are<00:22:32.159> really<00:22:32.400> useful 00:22:32.789 --> 00:22:32.799 align:start position:0% algorithms uh which are really useful 00:22:32.799 --> 00:22:35.029 align:start position:0% algorithms uh which are really useful because<00:22:33.039> they<00:22:33.280> mix<00:22:33.600> the<00:22:33.919> best<00:22:34.240> of<00:22:34.400> both<00:22:34.640> worlds 00:22:35.029 --> 00:22:35.039 align:start position:0% because they mix the best of both worlds 00:22:35.039 --> 00:22:36.070 align:start position:0% because they mix the best of both worlds the<00:22:35.200> quantum 00:22:36.070 --> 00:22:36.080 align:start position:0% the quantum 00:22:36.080 --> 00:22:38.070 align:start position:0% the quantum hardware<00:22:36.559> machine<00:22:37.039> and<00:22:37.200> then<00:22:37.360> the<00:22:37.520> classical 00:22:38.070 --> 00:22:38.080 align:start position:0% hardware machine and then the classical 00:22:38.080 --> 00:22:40.070 align:start position:0% hardware machine and then the classical optimizer<00:22:38.640> and<00:22:38.799> all<00:22:39.039> classical<00:22:39.600> tools<00:22:39.919> that 00:22:40.070 --> 00:22:40.080 align:start position:0% optimizer and all classical tools that 00:22:40.080 --> 00:22:42.190 align:start position:0% optimizer and all classical tools that are<00:22:40.240> in<00:22:40.320> the<00:22:40.559> in<00:22:40.640> this<00:22:40.880> classical<00:22:41.280> optimized 00:22:42.190 --> 00:22:42.200 align:start position:0% are in the in this classical optimized 00:22:42.200 --> 00:22:45.750 align:start position:0% are in the in this classical optimized optimization<00:22:43.200> part<00:22:44.080> and<00:22:44.320> the<00:22:45.039> application<00:22:45.679> of 00:22:45.750 --> 00:22:45.760 align:start position:0% optimization part and the application of 00:22:45.760 --> 00:22:47.669 align:start position:0% optimization part and the application of this<00:22:46.000> noise<00:22:46.240> intermediate<00:22:46.799> scale<00:22:47.200> are<00:22:47.440> from 00:22:47.669 --> 00:22:47.679 align:start position:0% this noise intermediate scale are from 00:22:47.679 --> 00:22:50.149 align:start position:0% this noise intermediate scale are from chemistry<00:22:48.400> to<00:22:48.559> quantum<00:22:48.799> machine<00:22:49.200> learning 00:22:50.149 --> 00:22:50.159 align:start position:0% chemistry to quantum machine learning 00:22:50.159 --> 00:22:52.390 align:start position:0% chemistry to quantum machine learning materials<00:22:50.880> etc<00:22:51.440> and<00:22:51.520> also<00:22:51.760> optimization 00:22:52.390 --> 00:22:52.400 align:start position:0% materials etc and also optimization 00:22:52.400 --> 00:22:53.270 align:start position:0% materials etc and also optimization problems 00:22:53.270 --> 00:22:53.280 align:start position:0% problems 00:22:53.280 --> 00:22:55.669 align:start position:0% problems and<00:22:54.240> in<00:22:54.320> the<00:22:54.480> end<00:22:54.640> the<00:22:54.799> problem<00:22:55.200> with<00:22:55.440> these 00:22:55.669 --> 00:22:55.679 align:start position:0% and in the end the problem with these 00:22:55.679 --> 00:22:58.070 align:start position:0% and in the end the problem with these applications<00:22:56.320> is<00:22:56.480> we<00:22:56.720> also<00:22:57.120> need<00:22:57.360> to<00:22:57.600> compare 00:22:58.070 --> 00:22:58.080 align:start position:0% applications is we also need to compare 00:22:58.080 --> 00:22:59.750 align:start position:0% applications is we also need to compare and<00:22:58.240> benchmark<00:22:58.799> the<00:22:58.960> results<00:22:59.440> with<00:22:59.600> the 00:22:59.750 --> 00:22:59.760 align:start position:0% and benchmark the results with the 00:22:59.760 --> 00:23:01.430 align:start position:0% and benchmark the results with the classical<00:23:00.240> techniques<00:23:00.640> because<00:23:00.960> we<00:23:01.120> cannot 00:23:01.430 --> 00:23:01.440 align:start position:0% classical techniques because we cannot 00:23:01.440 --> 00:23:03.830 align:start position:0% classical techniques because we cannot claim<00:23:01.679> quantum<00:23:02.000> advantage<00:23:02.640> we<00:23:02.799> cannot<00:23:03.360> if<00:23:03.520> we 00:23:03.830 --> 00:23:03.840 align:start position:0% claim quantum advantage we cannot if we 00:23:03.840 --> 00:23:05.590 align:start position:0% claim quantum advantage we cannot if we don't<00:23:04.080> compare<00:23:04.559> with<00:23:04.799> the<00:23:04.880> current<00:23:05.280> state<00:23:05.520> of 00:23:05.590 --> 00:23:05.600 align:start position:0% don't compare with the current state of 00:23:05.600 --> 00:23:06.470 align:start position:0% don't compare with the current state of the<00:23:05.840> art 00:23:06.470 --> 00:23:06.480 align:start position:0% the art 00:23:06.480 --> 00:23:09.190 align:start position:0% the art of<00:23:06.720> the<00:23:07.120> of<00:23:07.280> these<00:23:07.600> of<00:23:07.760> these<00:23:08.000> problems<00:23:08.880> so<00:23:09.120> in 00:23:09.190 --> 00:23:09.200 align:start position:0% of the of these of these problems so in 00:23:09.200 --> 00:23:09.990 align:start position:0% of the of these of these problems so in the<00:23:09.360> end<00:23:09.600> uh 00:23:09.990 --> 00:23:10.000 align:start position:0% the end uh 00:23:10.000 --> 00:23:11.510 align:start position:0% the end uh we<00:23:10.159> have<00:23:10.320> many<00:23:10.559> quantum<00:23:10.880> computers<00:23:11.360> in 00:23:11.510 --> 00:23:11.520 align:start position:0% we have many quantum computers in 00:23:11.520 --> 00:23:13.590 align:start position:0% we have many quantum computers in development<00:23:12.240> and<00:23:12.480> we<00:23:12.640> need<00:23:12.799> to<00:23:12.960> benchmark 00:23:13.590 --> 00:23:13.600 align:start position:0% development and we need to benchmark 00:23:13.600 --> 00:23:14.149 align:start position:0% development and we need to benchmark compare 00:23:14.149 --> 00:23:14.159 align:start position:0% compare 00:23:14.159 --> 00:23:17.190 align:start position:0% compare and<00:23:14.320> test<00:23:14.640> them<00:23:14.960> so<00:23:15.120> we<00:23:15.280> can<00:23:15.600> really<00:23:16.000> say<00:23:16.400> if 00:23:17.190 --> 00:23:17.200 align:start position:0% and test them so we can really say if 00:23:17.200 --> 00:23:19.110 align:start position:0% and test them so we can really say if uh<00:23:17.679> if<00:23:17.919> the<00:23:18.159> we<00:23:18.320> have<00:23:18.480> achieved<00:23:18.720> quantum 00:23:19.110 --> 00:23:19.120 align:start position:0% uh if the we have achieved quantum 00:23:19.120 --> 00:23:21.510 align:start position:0% uh if the we have achieved quantum advantage<00:23:19.600> of<00:23:20.000> if<00:23:20.240> we<00:23:20.400> are<00:23:20.640> working<00:23:21.039> towards 00:23:21.510 --> 00:23:21.520 align:start position:0% advantage of if we are working towards 00:23:21.520 --> 00:23:25.270 align:start position:0% advantage of if we are working towards quantum<00:23:21.840> advantage<00:23:22.400> in<00:23:22.640> a<00:23:22.880> in<00:23:23.039> a<00:23:23.120> clear<00:23:23.440> manner 00:23:25.270 --> 00:23:25.280 align:start position:0% quantum advantage in a in a clear manner 00:23:25.280 --> 00:23:27.430 align:start position:0% quantum advantage in a in a clear manner so<00:23:25.440> these<00:23:25.679> are<00:23:25.919> the<00:23:26.080> software<00:23:26.559> players<00:23:26.960> that 00:23:27.430 --> 00:23:27.440 align:start position:0% so these are the software players that 00:23:27.440 --> 00:23:28.710 align:start position:0% so these are the software players that tequila<00:23:28.000> manages 00:23:28.710 --> 00:23:28.720 align:start position:0% tequila manages 00:23:28.720 --> 00:23:30.630 align:start position:0% tequila manages uh<00:23:29.039> on<00:23:29.200> one<00:23:29.440> side<00:23:29.679> we<00:23:29.840> have<00:23:30.080> the<00:23:30.320> of<00:23:30.559> the 00:23:30.630 --> 00:23:30.640 align:start position:0% uh on one side we have the of the 00:23:30.640 --> 00:23:32.789 align:start position:0% uh on one side we have the of the abstract<00:23:31.039> manipulation<00:23:31.760> of<00:23:31.919> wave<00:23:32.159> functions 00:23:32.789 --> 00:23:32.799 align:start position:0% abstract manipulation of wave functions 00:23:32.799 --> 00:23:34.710 align:start position:0% abstract manipulation of wave functions quantum<00:23:33.039> gate<00:23:33.280> definitions<00:23:34.080> the<00:23:34.400> noise 00:23:34.710 --> 00:23:34.720 align:start position:0% quantum gate definitions the noise 00:23:34.720 --> 00:23:36.149 align:start position:0% quantum gate definitions the noise models<00:23:35.200> etc 00:23:36.149 --> 00:23:36.159 align:start position:0% models etc 00:23:36.159 --> 00:23:37.430 align:start position:0% models etc on<00:23:36.240> the<00:23:36.400> other<00:23:36.640> hand<00:23:36.799> we<00:23:36.960> have<00:23:37.120> all<00:23:37.280> the 00:23:37.430 --> 00:23:37.440 align:start position:0% on the other hand we have all the 00:23:37.440 --> 00:23:39.510 align:start position:0% on the other hand we have all the classical<00:23:37.919> tools<00:23:38.240> that<00:23:38.480> from<00:23:38.720> optimizers 00:23:39.510 --> 00:23:39.520 align:start position:0% classical tools that from optimizers 00:23:39.520 --> 00:23:41.510 align:start position:0% classical tools that from optimizers from<00:23:39.679> gradient<00:23:40.080> methods<00:23:40.559> also<00:23:40.880> computational 00:23:41.510 --> 00:23:41.520 align:start position:0% from gradient methods also computational 00:23:41.520 --> 00:23:42.789 align:start position:0% from gradient methods also computational chemistry<00:23:41.919> methods<00:23:42.320> that<00:23:42.480> are<00:23:42.640> also 00:23:42.789 --> 00:23:42.799 align:start position:0% chemistry methods that are also 00:23:42.799 --> 00:23:43.909 align:start position:0% chemistry methods that are also implemented 00:23:43.909 --> 00:23:43.919 align:start position:0% implemented 00:23:43.919 --> 00:23:46.710 align:start position:0% implemented and<00:23:44.159> then<00:23:45.120> all<00:23:45.520> all<00:23:45.679> these<00:23:45.919> things<00:23:46.240> work<00:23:46.559> on 00:23:46.710 --> 00:23:46.720 align:start position:0% and then all all these things work on 00:23:46.720 --> 00:23:48.149 align:start position:0% and then all all these things work on top<00:23:46.880> of<00:23:47.039> the<00:23:47.120> quantum<00:23:47.520> buckets 00:23:48.149 --> 00:23:48.159 align:start position:0% top of the quantum buckets 00:23:48.159 --> 00:23:50.630 align:start position:0% top of the quantum buckets that<00:23:48.400> can<00:23:48.559> be<00:23:48.720> both<00:23:49.039> real<00:23:49.360> experiments<00:23:50.320> or 00:23:50.630 --> 00:23:50.640 align:start position:0% that can be both real experiments or 00:23:50.640 --> 00:23:54.310 align:start position:0% that can be both real experiments or just<00:23:50.880> quantum<00:23:51.200> simulators 00:23:54.310 --> 00:23:54.320 align:start position:0% 00:23:54.320 --> 00:23:56.789 align:start position:0% so<00:23:54.559> this<00:23:54.880> is<00:23:55.520> i<00:23:55.679> will<00:23:55.919> start<00:23:56.080> with<00:23:56.240> the<00:23:56.320> tequila 00:23:56.789 --> 00:23:56.799 align:start position:0% so this is i will start with the tequila 00:23:56.799 --> 00:23:58.070 align:start position:0% so this is i will start with the tequila piece<00:23:57.120> step<00:23:57.279> by<00:23:57.520> step 00:23:58.070 --> 00:23:58.080 align:start position:0% piece step by step 00:23:58.080 --> 00:24:01.350 align:start position:0% piece step by step and<00:23:58.799> as<00:23:59.039> i<00:23:59.200> said<00:23:59.600> the<00:23:59.760> code<00:24:00.080> is<00:24:00.240> available<00:24:00.960> in 00:24:01.350 --> 00:24:01.360 align:start position:0% and as i said the code is available in 00:24:01.360 --> 00:24:03.669 align:start position:0% and as i said the code is available in in<00:24:01.520> our<00:24:01.840> group<00:24:02.000> repository<00:24:02.720> so<00:24:02.880> you<00:24:03.039> can<00:24:03.200> check 00:24:03.669 --> 00:24:03.679 align:start position:0% in our group repository so you can check 00:24:03.679 --> 00:24:04.549 align:start position:0% in our group repository so you can check all<00:24:03.840> the 00:24:04.549 --> 00:24:04.559 align:start position:0% all the 00:24:04.559 --> 00:24:07.350 align:start position:0% all the all<00:24:04.720> the<00:24:04.880> modules<00:24:05.200> that<00:24:05.360> i<00:24:05.440> will<00:24:05.679> present<00:24:06.080> now 00:24:07.350 --> 00:24:07.360 align:start position:0% all the modules that i will present now 00:24:07.360 --> 00:24:08.070 align:start position:0% all the modules that i will present now and 00:24:08.070 --> 00:24:08.080 align:start position:0% and 00:24:08.080 --> 00:24:11.350 align:start position:0% and this<00:24:08.320> is<00:24:08.400> the<00:24:08.799> the<00:24:08.960> general<00:24:09.360> picture 00:24:11.350 --> 00:24:11.360 align:start position:0% this is the the general picture 00:24:11.360 --> 00:24:13.510 align:start position:0% this is the the general picture so<00:24:11.600> in<00:24:11.760> general<00:24:12.320> any<00:24:12.480> quantum<00:24:12.880> algorithm<00:24:13.360> we 00:24:13.510 --> 00:24:13.520 align:start position:0% so in general any quantum algorithm we 00:24:13.520 --> 00:24:15.430 align:start position:0% so in general any quantum algorithm we will<00:24:13.760> start<00:24:14.000> with<00:24:14.240> a<00:24:14.400> hamiltonian<00:24:15.120> which<00:24:15.279> is 00:24:15.430 --> 00:24:15.440 align:start position:0% will start with a hamiltonian which is 00:24:15.440 --> 00:24:17.669 align:start position:0% will start with a hamiltonian which is an<00:24:15.600> operator<00:24:16.240> and<00:24:16.400> this<00:24:16.640> hamiltonian<00:24:17.279> somehow 00:24:17.669 --> 00:24:17.679 align:start position:0% an operator and this hamiltonian somehow 00:24:17.679 --> 00:24:18.070 align:start position:0% an operator and this hamiltonian somehow will 00:24:18.070 --> 00:24:18.080 align:start position:0% will 00:24:18.080 --> 00:24:20.870 align:start position:0% will codify<00:24:18.640> our<00:24:19.039> problem<00:24:19.840> could<00:24:20.000> be<00:24:20.159> a<00:24:20.240> molecule 00:24:20.870 --> 00:24:20.880 align:start position:0% codify our problem could be a molecule 00:24:20.880 --> 00:24:21.669 align:start position:0% codify our problem could be a molecule could<00:24:21.120> be<00:24:21.360> a 00:24:21.669 --> 00:24:21.679 align:start position:0% could be a 00:24:21.679 --> 00:24:23.510 align:start position:0% could be a an<00:24:21.840> optimization<00:24:22.480> problem<00:24:22.880> could<00:24:23.039> be<00:24:23.200> many 00:24:23.510 --> 00:24:23.520 align:start position:0% an optimization problem could be many 00:24:23.520 --> 00:24:25.029 align:start position:0% an optimization problem could be many things<00:24:23.919> but<00:24:24.159> in<00:24:24.240> the<00:24:24.400> end<00:24:24.559> we<00:24:24.640> need<00:24:24.880> an 00:24:25.029 --> 00:24:25.039 align:start position:0% things but in the end we need an 00:24:25.039 --> 00:24:26.310 align:start position:0% things but in the end we need an operator 00:24:26.310 --> 00:24:26.320 align:start position:0% operator 00:24:26.320 --> 00:24:28.390 align:start position:0% operator and<00:24:26.640> then<00:24:26.799> we<00:24:26.960> have<00:24:27.120> a<00:24:27.200> quantum<00:24:27.600> circuit<00:24:28.159> that 00:24:28.390 --> 00:24:28.400 align:start position:0% and then we have a quantum circuit that 00:24:28.400 --> 00:24:29.590 align:start position:0% and then we have a quantum circuit that will<00:24:28.559> generate<00:24:28.960> this 00:24:29.590 --> 00:24:29.600 align:start position:0% will generate this 00:24:29.600 --> 00:24:31.909 align:start position:0% will generate this an<00:24:29.760> estate<00:24:30.640> that<00:24:30.799> could<00:24:30.960> be<00:24:31.120> parameterized<00:24:31.760> in 00:24:31.909 --> 00:24:31.919 align:start position:0% an estate that could be parameterized in 00:24:31.919 --> 00:24:33.430 align:start position:0% an estate that could be parameterized in general<00:24:32.240> will<00:24:32.320> be<00:24:32.480> parameterized<00:24:33.200> for 00:24:33.430 --> 00:24:33.440 align:start position:0% general will be parameterized for 00:24:33.440 --> 00:24:35.430 align:start position:0% general will be parameterized for variational<00:24:33.919> quantum<00:24:34.320> algorithms 00:24:35.430 --> 00:24:35.440 align:start position:0% variational quantum algorithms 00:24:35.440 --> 00:24:37.909 align:start position:0% variational quantum algorithms so<00:24:35.760> uh<00:24:36.080> what<00:24:36.320> we<00:24:36.799> want<00:24:37.120> is<00:24:37.279> to<00:24:37.440> compute<00:24:37.760> the 00:24:37.909 --> 00:24:37.919 align:start position:0% so uh what we want is to compute the 00:24:37.919 --> 00:24:39.830 align:start position:0% so uh what we want is to compute the expected<00:24:38.400> value<00:24:38.799> of<00:24:38.880> this<00:24:39.120> operator 00:24:39.830 --> 00:24:39.840 align:start position:0% expected value of this operator 00:24:39.840 --> 00:24:42.470 align:start position:0% expected value of this operator uh<00:24:40.400> from<00:24:41.039> the<00:24:41.279> wave<00:24:41.520> function<00:24:41.760> generated<00:24:42.320> by 00:24:42.470 --> 00:24:42.480 align:start position:0% uh from the wave function generated by 00:24:42.480 --> 00:24:43.909 align:start position:0% uh from the wave function generated by this<00:24:42.720> quantum<00:24:43.120> circuit 00:24:43.909 --> 00:24:43.919 align:start position:0% this quantum circuit 00:24:43.919 --> 00:24:45.669 align:start position:0% this quantum circuit and<00:24:44.080> depending<00:24:44.559> on<00:24:44.640> this<00:24:44.880> expected<00:24:45.200> value<00:24:45.520> we 00:24:45.669 --> 00:24:45.679 align:start position:0% and depending on this expected value we 00:24:45.679 --> 00:24:48.149 align:start position:0% and depending on this expected value we will<00:24:46.000> optimize<00:24:46.640> it<00:24:46.880> etc<00:24:47.360> or<00:24:47.520> we<00:24:47.679> would<00:24:47.840> perform 00:24:48.149 --> 00:24:48.159 align:start position:0% will optimize it etc or we would perform 00:24:48.159 --> 00:24:50.310 align:start position:0% will optimize it etc or we would perform some<00:24:48.400> operations<00:24:48.880> on<00:24:48.960> top<00:24:49.200> of<00:24:49.279> that 00:24:50.310 --> 00:24:50.320 align:start position:0% some operations on top of that 00:24:50.320 --> 00:24:52.310 align:start position:0% some operations on top of that in<00:24:50.480> many<00:24:50.799> cases<00:24:51.200> we<00:24:51.360> can<00:24:51.679> generate<00:24:52.080> this 00:24:52.310 --> 00:24:52.320 align:start position:0% in many cases we can generate this 00:24:52.320 --> 00:24:54.230 align:start position:0% in many cases we can generate this quantum<00:24:52.720> circuit<00:24:53.200> using<00:24:53.520> a<00:24:53.600> particular 00:24:54.230 --> 00:24:54.240 align:start position:0% quantum circuit using a particular 00:24:54.240 --> 00:24:54.789 align:start position:0% quantum circuit using a particular answer 00:24:54.789 --> 00:24:54.799 align:start position:0% answer 00:24:54.799 --> 00:24:56.470 align:start position:0% answer that<00:24:55.039> is<00:24:55.120> physically<00:24:55.600> inspired<00:24:56.080> which<00:24:56.240> is<00:24:56.400> the 00:24:56.470 --> 00:24:56.480 align:start position:0% that is physically inspired which is the 00:24:56.480 --> 00:24:58.149 align:start position:0% that is physically inspired which is the case<00:24:56.720> in<00:24:56.799> quantum<00:24:57.200> chemistry<00:24:57.679> with<00:24:57.840> the 00:24:58.149 --> 00:24:58.159 align:start position:0% case in quantum chemistry with the 00:24:58.159 --> 00:25:00.870 align:start position:0% case in quantum chemistry with the unitary<00:24:58.640> couple<00:24:58.960> cluster<00:24:59.440> assets<00:25:00.320> and<00:25:00.640> that 00:25:00.870 --> 00:25:00.880 align:start position:0% unitary couple cluster assets and that 00:25:00.880 --> 00:25:02.630 align:start position:0% unitary couple cluster assets and that will<00:25:01.039> be<00:25:01.200> also<00:25:01.520> useful<00:25:01.840> to<00:25:02.000> have<00:25:02.159> some<00:25:02.400> tool 00:25:02.630 --> 00:25:02.640 align:start position:0% will be also useful to have some tool 00:25:02.640 --> 00:25:04.390 align:start position:0% will be also useful to have some tool that<00:25:02.880> translates<00:25:03.440> our<00:25:03.679> hamiltonian<00:25:04.320> and 00:25:04.390 --> 00:25:04.400 align:start position:0% that translates our hamiltonian and 00:25:04.400 --> 00:25:06.230 align:start position:0% that translates our hamiltonian and generates<00:25:04.880> automatically<00:25:05.600> the<00:25:05.840> proper 00:25:06.230 --> 00:25:06.240 align:start position:0% generates automatically the proper 00:25:06.240 --> 00:25:07.110 align:start position:0% generates automatically the proper answers 00:25:07.110 --> 00:25:07.120 align:start position:0% answers 00:25:07.120 --> 00:25:09.750 align:start position:0% answers so<00:25:07.520> uh<00:25:08.000> we<00:25:08.240> tequila<00:25:08.720> also<00:25:08.960> implements<00:25:09.440> the 00:25:09.750 --> 00:25:09.760 align:start position:0% so uh we tequila also implements the 00:25:09.760 --> 00:25:10.149 align:start position:0% so uh we tequila also implements the indi 00:25:10.149 --> 00:25:10.159 align:start position:0% indi 00:25:10.159 --> 00:25:12.789 align:start position:0% indi this<00:25:10.400> part<00:25:10.880> and<00:25:11.360> in<00:25:11.520> an<00:25:11.760> automatic<00:25:12.320> way<00:25:12.480> so<00:25:12.640> you 00:25:12.789 --> 00:25:12.799 align:start position:0% this part and in an automatic way so you 00:25:12.799 --> 00:25:13.990 align:start position:0% this part and in an automatic way so you don't<00:25:12.960> need<00:25:13.200> to<00:25:13.360> know<00:25:13.600> all<00:25:13.760> the 00:25:13.990 --> 00:25:14.000 align:start position:0% don't need to know all the 00:25:14.000 --> 00:25:17.350 align:start position:0% don't need to know all the subtleties<00:25:14.640> or<00:25:14.960> how<00:25:16.000> how<00:25:16.240> do<00:25:16.400> you<00:25:16.880> how<00:25:17.120> should 00:25:17.350 --> 00:25:17.360 align:start position:0% subtleties or how how do you how should 00:25:17.360 --> 00:25:19.190 align:start position:0% subtleties or how how do you how should you<00:25:17.600> construct<00:25:18.000> these<00:25:18.240> answers 00:25:19.190 --> 00:25:19.200 align:start position:0% you construct these answers 00:25:19.200 --> 00:25:21.190 align:start position:0% you construct these answers and<00:25:19.360> as<00:25:19.520> i<00:25:19.600> said<00:25:19.760> these<00:25:19.919> hamiltonians<00:25:20.799> in<00:25:20.880> many 00:25:21.190 --> 00:25:21.200 align:start position:0% and as i said these hamiltonians in many 00:25:21.200 --> 00:25:22.870 align:start position:0% and as i said these hamiltonians in many cases<00:25:21.600> if<00:25:21.840> we<00:25:22.000> are<00:25:22.159> working<00:25:22.480> in<00:25:22.559> quantum 00:25:22.870 --> 00:25:22.880 align:start position:0% cases if we are working in quantum 00:25:22.880 --> 00:25:23.669 align:start position:0% cases if we are working in quantum chemistry 00:25:23.669 --> 00:25:23.679 align:start position:0% chemistry 00:25:23.679 --> 00:25:25.590 align:start position:0% chemistry will<00:25:23.840> be<00:25:24.000> a<00:25:24.080> molecule<00:25:24.720> and<00:25:24.960> we<00:25:25.120> have<00:25:25.279> many 00:25:25.590 --> 00:25:25.600 align:start position:0% will be a molecule and we have many 00:25:25.600 --> 00:25:26.950 align:start position:0% will be a molecule and we have many tools<00:25:26.080> to 00:25:26.950 --> 00:25:26.960 align:start position:0% tools to 00:25:26.960 --> 00:25:28.870 align:start position:0% tools to translate<00:25:27.360> the<00:25:27.520> molecule<00:25:28.159> into<00:25:28.400> the<00:25:28.559> proper 00:25:28.870 --> 00:25:28.880 align:start position:0% translate the molecule into the proper 00:25:28.880 --> 00:25:30.070 align:start position:0% translate the molecule into the proper hamiltonian<00:25:29.600> by 00:25:30.070 --> 00:25:30.080 align:start position:0% hamiltonian by 00:25:30.080 --> 00:25:31.669 align:start position:0% hamiltonian by performing<00:25:30.559> some<00:25:30.799> transformations<00:25:31.520> that 00:25:31.669 --> 00:25:31.679 align:start position:0% performing some transformations that 00:25:31.679 --> 00:25:33.269 align:start position:0% performing some transformations that jordan<00:25:32.080> bingler<00:25:32.400> for<00:25:32.559> instance 00:25:33.269 --> 00:25:33.279 align:start position:0% jordan bingler for instance 00:25:33.279 --> 00:25:35.029 align:start position:0% jordan bingler for instance and<00:25:33.440> we<00:25:33.600> have<00:25:33.840> already<00:25:34.240> these<00:25:34.480> tools<00:25:34.880> a 00:25:35.029 --> 00:25:35.039 align:start position:0% and we have already these tools a 00:25:35.039 --> 00:25:37.750 align:start position:0% and we have already these tools a program<00:25:35.440> in<00:25:35.600> open<00:25:35.840> fermium<00:25:36.320> ci4<00:25:36.799> and<00:25:36.960> other 00:25:37.750 --> 00:25:37.760 align:start position:0% program in open fermium ci4 and other 00:25:37.760 --> 00:25:39.909 align:start position:0% program in open fermium ci4 and other chemistry<00:25:38.240> backends<00:25:39.120> so<00:25:39.360> this<00:25:39.600> is<00:25:39.679> also 00:25:39.909 --> 00:25:39.919 align:start position:0% chemistry backends so this is also 00:25:39.919 --> 00:25:41.590 align:start position:0% chemistry backends so this is also implemented<00:25:40.400> in<00:25:40.480> tequila<00:25:40.960> so<00:25:41.200> it<00:25:41.360> will<00:25:41.520> be 00:25:41.590 --> 00:25:41.600 align:start position:0% implemented in tequila so it will be 00:25:41.600 --> 00:25:43.269 align:start position:0% implemented in tequila so it will be very<00:25:41.840> easy<00:25:42.159> to<00:25:42.240> call<00:25:42.480> these<00:25:42.720> vaccines<00:25:43.120> to 00:25:43.269 --> 00:25:43.279 align:start position:0% very easy to call these vaccines to 00:25:43.279 --> 00:25:43.909 align:start position:0% very easy to call these vaccines to generate 00:25:43.909 --> 00:25:43.919 align:start position:0% generate 00:25:43.919 --> 00:25:47.029 align:start position:0% generate the<00:25:44.080> proper<00:25:44.400> hamiltonian<00:25:45.919> and<00:25:46.480> once<00:25:46.720> we<00:25:46.799> have 00:25:47.029 --> 00:25:47.039 align:start position:0% the proper hamiltonian and once we have 00:25:47.039 --> 00:25:47.350 align:start position:0% the proper hamiltonian and once we have that 00:25:47.350 --> 00:25:47.360 align:start position:0% that 00:25:47.360 --> 00:25:48.950 align:start position:0% that together<00:25:47.679> with<00:25:47.840> the<00:25:47.919> quantum<00:25:48.320> circuit<00:25:48.799> we 00:25:48.950 --> 00:25:48.960 align:start position:0% together with the quantum circuit we 00:25:48.960 --> 00:25:50.710 align:start position:0% together with the quantum circuit we compute<00:25:49.279> the<00:25:49.360> expected<00:25:49.760> value<00:25:50.159> and<00:25:50.320> that 00:25:50.710 --> 00:25:50.720 align:start position:0% compute the expected value and that 00:25:50.720 --> 00:25:52.950 align:start position:0% compute the expected value and that will<00:25:50.880> be<00:25:51.039> our<00:25:51.279> goal<00:25:52.080> with<00:25:52.240> this<00:25:52.480> expected 00:25:52.950 --> 00:25:52.960 align:start position:0% will be our goal with this expected 00:25:52.960 --> 00:25:54.870 align:start position:0% will be our goal with this expected value<00:25:53.679> we<00:25:53.840> construct<00:25:54.320> the<00:25:54.400> objective 00:25:54.870 --> 00:25:54.880 align:start position:0% value we construct the objective 00:25:54.880 --> 00:25:56.950 align:start position:0% value we construct the objective function<00:25:55.279> which<00:25:55.520> is<00:25:55.600> the<00:25:55.840> core<00:25:56.159> of<00:25:56.320> tequila<00:25:56.799> so 00:25:56.950 --> 00:25:56.960 align:start position:0% function which is the core of tequila so 00:25:56.960 --> 00:25:59.190 align:start position:0% function which is the core of tequila so tequila<00:25:57.440> works<00:25:57.760> with<00:25:58.000> objective<00:25:58.480> functions 00:25:59.190 --> 00:25:59.200 align:start position:0% tequila works with objective functions 00:25:59.200 --> 00:26:01.110 align:start position:0% tequila works with objective functions which<00:25:59.440> means<00:25:59.679> that<00:26:00.159> we<00:26:00.320> can<00:26:00.559> construct<00:26:00.960> an 00:26:01.110 --> 00:26:01.120 align:start position:0% which means that we can construct an 00:26:01.120 --> 00:26:02.390 align:start position:0% which means that we can construct an expected<00:26:01.520> value<00:26:01.919> and<00:26:02.080> then 00:26:02.390 --> 00:26:02.400 align:start position:0% expected value and then 00:26:02.400 --> 00:26:04.549 align:start position:0% expected value and then generate<00:26:02.799> an<00:26:02.960> objective<00:26:03.440> function<00:26:03.760> that<00:26:04.000> is 00:26:04.549 --> 00:26:04.559 align:start position:0% generate an objective function that is 00:26:04.559 --> 00:26:06.630 align:start position:0% generate an objective function that is much<00:26:04.799> more<00:26:04.960> sophisticated<00:26:05.760> than<00:26:06.000> just<00:26:06.320> an 00:26:06.630 --> 00:26:06.640 align:start position:0% much more sophisticated than just an 00:26:06.640 --> 00:26:08.470 align:start position:0% much more sophisticated than just an expectation<00:26:07.200> value<00:26:07.520> of<00:26:07.600> the<00:26:07.679> hamiltonian<00:26:08.320> so 00:26:08.470 --> 00:26:08.480 align:start position:0% expectation value of the hamiltonian so 00:26:08.480 --> 00:26:10.390 align:start position:0% expectation value of the hamiltonian so for<00:26:08.640> instance<00:26:08.960> we<00:26:09.039> can<00:26:09.200> construct<00:26:09.919> any<00:26:10.159> kind 00:26:10.390 --> 00:26:10.400 align:start position:0% for instance we can construct any kind 00:26:10.400 --> 00:26:11.269 align:start position:0% for instance we can construct any kind of<00:26:10.559> function 00:26:11.269 --> 00:26:11.279 align:start position:0% of function 00:26:11.279 --> 00:26:13.430 align:start position:0% of function that<00:26:11.520> is<00:26:11.679> compo<00:26:12.559> composed<00:26:13.120> of<00:26:13.279> these 00:26:13.430 --> 00:26:13.440 align:start position:0% that is compo composed of these 00:26:13.440 --> 00:26:14.789 align:start position:0% that is compo composed of these expectation<00:26:14.000> values 00:26:14.789 --> 00:26:14.799 align:start position:0% expectation values 00:26:14.799 --> 00:26:16.630 align:start position:0% expectation values and<00:26:14.960> this<00:26:15.200> objective<00:26:15.679> function<00:26:16.080> is<00:26:16.159> the<00:26:16.400> one 00:26:16.630 --> 00:26:16.640 align:start position:0% and this objective function is the one 00:26:16.640 --> 00:26:17.909 align:start position:0% and this objective function is the one that<00:26:16.880> will<00:26:17.039> be<00:26:17.200> compiled 00:26:17.909 --> 00:26:17.919 align:start position:0% that will be compiled 00:26:17.919 --> 00:26:19.830 align:start position:0% that will be compiled into<00:26:18.080> the<00:26:18.240> quantum<00:26:18.640> backend<00:26:19.120> that<00:26:19.279> could<00:26:19.520> be 00:26:19.830 --> 00:26:19.840 align:start position:0% into the quantum backend that could be 00:26:19.840 --> 00:26:22.149 align:start position:0% into the quantum backend that could be either<00:26:20.320> simulator<00:26:20.880> a<00:26:20.960> simulator<00:26:21.600> or<00:26:21.760> a<00:26:21.840> real 00:26:22.149 --> 00:26:22.159 align:start position:0% either simulator a simulator or a real 00:26:22.159 --> 00:26:23.190 align:start position:0% either simulator a simulator or a real backend 00:26:23.190 --> 00:26:23.200 align:start position:0% backend 00:26:23.200 --> 00:26:25.909 align:start position:0% backend currently<00:26:23.600> we<00:26:23.840> support<00:26:24.320> cirque<00:26:25.039> hiskid<00:26:25.600> bike 00:26:25.909 --> 00:26:25.919 align:start position:0% currently we support cirque hiskid bike 00:26:25.919 --> 00:26:27.110 align:start position:0% currently we support cirque hiskid bike wheel<00:26:26.240> and<00:26:26.400> hulax 00:26:27.110 --> 00:26:27.120 align:start position:0% wheel and hulax 00:26:27.120 --> 00:26:29.750 align:start position:0% wheel and hulax and<00:26:27.279> we<00:26:27.440> are<00:26:27.600> working<00:26:27.919> in<00:26:28.080> new<00:26:28.320> ones<00:26:28.799> so<00:26:29.279> that's 00:26:29.750 --> 00:26:29.760 align:start position:0% and we are working in new ones so that's 00:26:29.760 --> 00:26:31.669 align:start position:0% and we are working in new ones so that's will<00:26:29.919> be<00:26:30.080> the<00:26:30.240> goal<00:26:30.400> of<00:26:30.480> tequila<00:26:30.960> is<00:26:31.039> to<00:26:31.200> expand 00:26:31.669 --> 00:26:31.679 align:start position:0% will be the goal of tequila is to expand 00:26:31.679 --> 00:26:31.990 align:start position:0% will be the goal of tequila is to expand this 00:26:31.990 --> 00:26:32.000 align:start position:0% this 00:26:32.000 --> 00:26:34.230 align:start position:0% this uh<00:26:32.400> quantum<00:26:32.799> backends<00:26:33.279> as<00:26:33.360> much<00:26:33.600> as<00:26:33.760> possible 00:26:34.230 --> 00:26:34.240 align:start position:0% uh quantum backends as much as possible 00:26:34.240 --> 00:26:35.110 align:start position:0% uh quantum backends as much as possible in<00:26:34.320> the<00:26:34.480> end 00:26:35.110 --> 00:26:35.120 align:start position:0% in the end 00:26:35.120 --> 00:26:37.669 align:start position:0% in the end so<00:26:35.679> we<00:26:35.840> can<00:26:36.080> easily<00:26:36.480> translate<00:26:36.960> our<00:26:37.200> code<00:26:37.440> to 00:26:37.669 --> 00:26:37.679 align:start position:0% so we can easily translate our code to 00:26:37.679 --> 00:26:39.029 align:start position:0% so we can easily translate our code to any<00:26:37.919> possible<00:26:38.400> backend 00:26:39.029 --> 00:26:39.039 align:start position:0% any possible backend 00:26:39.039 --> 00:26:41.510 align:start position:0% any possible backend depending<00:26:39.600> on<00:26:40.000> you<00:26:40.080> know<00:26:40.320> on<00:26:41.039> on<00:26:41.360> the 00:26:41.510 --> 00:26:41.520 align:start position:0% depending on you know on on the 00:26:41.520 --> 00:26:43.590 align:start position:0% depending on you know on on the application<00:26:42.080> of<00:26:42.240> your<00:26:42.400> code 00:26:43.590 --> 00:26:43.600 align:start position:0% application of your code 00:26:43.600 --> 00:26:45.430 align:start position:0% application of your code and<00:26:43.760> here<00:26:44.000> is<00:26:44.159> where<00:26:44.320> we<00:26:44.480> can<00:26:44.799> if<00:26:44.960> we<00:26:45.120> are 00:26:45.430 --> 00:26:45.440 align:start position:0% and here is where we can if we are 00:26:45.440 --> 00:26:46.950 align:start position:0% and here is where we can if we are dealing<00:26:45.679> with<00:26:45.840> simulations 00:26:46.950 --> 00:26:46.960 align:start position:0% dealing with simulations 00:26:46.960 --> 00:26:49.510 align:start position:0% dealing with simulations we<00:26:47.120> can<00:26:47.520> also<00:26:48.000> implement<00:26:48.640> some<00:26:48.880> options<00:26:49.200> like 00:26:49.510 --> 00:26:49.520 align:start position:0% we can also implement some options like 00:26:49.520 --> 00:26:50.470 align:start position:0% we can also implement some options like noise<00:26:49.840> models 00:26:50.470 --> 00:26:50.480 align:start position:0% noise models 00:26:50.480 --> 00:26:53.190 align:start position:0% noise models and<00:26:51.039> also<00:26:51.360> sampling<00:26:51.840> so<00:26:52.000> we<00:26:52.159> can<00:26:52.480> decide<00:26:52.960> if<00:26:53.120> we 00:26:53.190 --> 00:26:53.200 align:start position:0% and also sampling so we can decide if we 00:26:53.200 --> 00:26:55.110 align:start position:0% and also sampling so we can decide if we want<00:26:53.440> to<00:26:53.520> obtain<00:26:53.840> the<00:26:54.000> results<00:26:54.400> by<00:26:54.640> sampling 00:26:55.110 --> 00:26:55.120 align:start position:0% want to obtain the results by sampling 00:26:55.120 --> 00:26:57.029 align:start position:0% want to obtain the results by sampling or<00:26:55.360> just<00:26:55.600> by<00:26:55.760> simulating<00:26:56.320> the<00:26:56.559> exact<00:26:56.799> wave 00:26:57.029 --> 00:26:57.039 align:start position:0% or just by simulating the exact wave 00:26:57.039 --> 00:26:57.750 align:start position:0% or just by simulating the exact wave function 00:26:57.750 --> 00:26:57.760 align:start position:0% function 00:26:57.760 --> 00:26:59.510 align:start position:0% function using<00:26:58.080> a<00:26:58.159> simulator<00:26:58.640> like<00:26:58.880> q<00:26:59.039> lakhs<00:26:59.360> for 00:26:59.510 --> 00:26:59.520 align:start position:0% using a simulator like q lakhs for 00:26:59.520 --> 00:27:01.190 align:start position:0% using a simulator like q lakhs for instance<00:26:59.840> that<00:27:00.080> works<00:27:00.400> with 00:27:01.190 --> 00:27:01.200 align:start position:0% instance that works with 00:27:01.200 --> 00:27:04.149 align:start position:0% instance that works with with<00:27:01.360> the<00:27:01.520> wave<00:27:01.760> functions<00:27:03.440> so<00:27:03.600> then<00:27:03.840> with 00:27:04.149 --> 00:27:04.159 align:start position:0% with the wave functions so then with 00:27:04.159 --> 00:27:07.430 align:start position:0% with the wave functions so then with this<00:27:04.840> backend<00:27:05.919> we<00:27:06.080> will<00:27:06.240> go<00:27:06.400> to<00:27:06.559> the<00:27:06.720> optimizer 00:27:07.430 --> 00:27:07.440 align:start position:0% this backend we will go to the optimizer 00:27:07.440 --> 00:27:07.909 align:start position:0% this backend we will go to the optimizer and 00:27:07.909 --> 00:27:07.919 align:start position:0% and 00:27:07.919 --> 00:27:09.750 align:start position:0% and the<00:27:08.159> result<00:27:08.480> of<00:27:08.559> the<00:27:08.640> quantum<00:27:09.200> of<00:27:09.279> the<00:27:09.440> quantum 00:27:09.750 --> 00:27:09.760 align:start position:0% the result of the quantum of the quantum 00:27:09.760 --> 00:27:12.230 align:start position:0% the result of the quantum of the quantum backend<00:27:10.240> uh<00:27:10.799> will<00:27:10.960> be 00:27:12.230 --> 00:27:12.240 align:start position:0% backend uh will be 00:27:12.240 --> 00:27:14.870 align:start position:0% backend uh will be translated<00:27:12.880> in<00:27:12.960> this<00:27:13.440> classical<00:27:13.919> optimizer 00:27:14.870 --> 00:27:14.880 align:start position:0% translated in this classical optimizer 00:27:14.880 --> 00:27:15.909 align:start position:0% translated in this classical optimizer and<00:27:15.120> here<00:27:15.360> is<00:27:15.440> where<00:27:15.600> we 00:27:15.909 --> 00:27:15.919 align:start position:0% and here is where we 00:27:15.919 --> 00:27:17.830 align:start position:0% and here is where we have<00:27:16.159> to<00:27:16.240> decide<00:27:16.720> the<00:27:16.880> method<00:27:17.279> that<00:27:17.440> we<00:27:17.600> want 00:27:17.830 --> 00:27:17.840 align:start position:0% have to decide the method that we want 00:27:17.840 --> 00:27:20.230 align:start position:0% have to decide the method that we want to<00:27:18.000> use<00:27:18.320> for<00:27:18.640> for<00:27:18.799> minimization<00:27:19.679> the<00:27:19.840> method 00:27:20.230 --> 00:27:20.240 align:start position:0% to use for for minimization the method 00:27:20.240 --> 00:27:21.510 align:start position:0% to use for for minimization the method options<00:27:20.640> the<00:27:20.799> gradient 00:27:21.510 --> 00:27:21.520 align:start position:0% options the gradient 00:27:21.520 --> 00:27:24.070 align:start position:0% options the gradient the<00:27:21.679> initial<00:27:22.080> values<00:27:22.559> etc<00:27:23.440> and<00:27:23.600> here<00:27:23.840> we 00:27:24.070 --> 00:27:24.080 align:start position:0% the initial values etc and here we 00:27:24.080 --> 00:27:25.029 align:start position:0% the initial values etc and here we currently<00:27:24.480> support 00:27:25.029 --> 00:27:25.039 align:start position:0% currently support 00:27:25.039 --> 00:27:27.269 align:start position:0% currently support uh<00:27:25.440> some<00:27:26.159> by<00:27:26.320> easing<00:27:26.640> optimization 00:27:27.269 --> 00:27:27.279 align:start position:0% uh some by easing optimization 00:27:27.279 --> 00:27:30.070 align:start position:0% uh some by easing optimization optimizers<00:27:28.000> but<00:27:28.240> also<00:27:28.480> analytical<00:27:29.039> gradients 00:27:30.070 --> 00:27:30.080 align:start position:0% optimizers but also analytical gradients 00:27:30.080 --> 00:27:32.950 align:start position:0% optimizers but also analytical gradients and<00:27:30.559> and<00:27:30.720> of<00:27:30.880> course<00:27:31.120> sci-fi<00:27:31.679> and<00:27:31.840> well-known 00:27:32.950 --> 00:27:32.960 align:start position:0% and and of course sci-fi and well-known 00:27:32.960 --> 00:27:34.789 align:start position:0% and and of course sci-fi and well-known minimization<00:27:33.600> algorithms 00:27:34.789 --> 00:27:34.799 align:start position:0% minimization algorithms 00:27:34.799 --> 00:27:37.510 align:start position:0% minimization algorithms and<00:27:34.960> this<00:27:35.200> optimizer<00:27:35.760> which<00:27:36.000> just<00:27:36.880> proposed<00:27:37.440> a 00:27:37.510 --> 00:27:37.520 align:start position:0% and this optimizer which just proposed a 00:27:37.520 --> 00:27:38.950 align:start position:0% and this optimizer which just proposed a new<00:27:37.760> set<00:27:38.080> of 00:27:38.950 --> 00:27:38.960 align:start position:0% new set of 00:27:38.960 --> 00:27:41.269 align:start position:0% new set of variables<00:27:39.520> to<00:27:39.679> our<00:27:39.919> quantum<00:27:40.240> circuit<00:27:40.720> and<00:27:40.880> we 00:27:41.269 --> 00:27:41.279 align:start position:0% variables to our quantum circuit and we 00:27:41.279 --> 00:27:41.990 align:start position:0% variables to our quantum circuit and we close<00:27:41.679> the 00:27:41.990 --> 00:27:42.000 align:start position:0% close the 00:27:42.000 --> 00:27:43.750 align:start position:0% close the the<00:27:42.159> well-known<00:27:42.640> loop<00:27:42.960> of<00:27:43.279> variational 00:27:43.750 --> 00:27:43.760 align:start position:0% the well-known loop of variational 00:27:43.760 --> 00:27:45.430 align:start position:0% the well-known loop of variational quantum<00:27:44.159> algorithms 00:27:45.430 --> 00:27:45.440 align:start position:0% quantum algorithms 00:27:45.440 --> 00:27:48.549 align:start position:0% quantum algorithms primarily<00:27:46.080> we<00:27:46.240> can<00:27:46.480> also 00:27:48.549 --> 00:27:48.559 align:start position:0% primarily we can also 00:27:48.559 --> 00:27:50.630 align:start position:0% primarily we can also simulate<00:27:48.960> wave<00:27:49.200> functions<00:27:49.679> draw<00:27:49.919> the<00:27:50.159> circuit 00:27:50.630 --> 00:27:50.640 align:start position:0% simulate wave functions draw the circuit 00:27:50.640 --> 00:27:52.630 align:start position:0% simulate wave functions draw the circuit the<00:27:50.799> fine<00:27:51.120> gates<00:27:51.440> from<00:27:51.600> armenian<00:27:52.080> operators 00:27:52.630 --> 00:27:52.640 align:start position:0% the fine gates from armenian operators 00:27:52.640 --> 00:27:53.510 align:start position:0% the fine gates from armenian operators so<00:27:52.799> it<00:27:52.880> shouldn't<00:27:53.200> be 00:27:53.510 --> 00:27:53.520 align:start position:0% so it shouldn't be 00:27:53.520 --> 00:27:55.909 align:start position:0% so it shouldn't be uh<00:27:54.159> control<00:27:54.480> not<00:27:54.720> gates<00:27:55.039> or<00:27:55.120> rotational<00:27:55.679> case 00:27:55.909 --> 00:27:55.919 align:start position:0% uh control not gates or rotational case 00:27:55.919 --> 00:27:57.750 align:start position:0% uh control not gates or rotational case like<00:27:56.080> well<00:27:56.320> no<00:27:56.480> gates<00:27:56.799> wheels<00:27:57.200> we<00:27:57.279> can<00:27:57.520> also 00:27:57.750 --> 00:27:57.760 align:start position:0% like well no gates wheels we can also 00:27:57.760 --> 00:27:58.310 align:start position:0% like well no gates wheels we can also generate 00:27:58.310 --> 00:27:58.320 align:start position:0% generate 00:27:58.320 --> 00:28:00.310 align:start position:0% generate any<00:27:58.480> kind<00:27:58.720> of<00:27:58.880> gate<00:27:59.360> that<00:27:59.520> can<00:27:59.679> be<00:27:59.840> represented 00:28:00.310 --> 00:28:00.320 align:start position:0% any kind of gate that can be represented 00:28:00.320 --> 00:28:02.230 align:start position:0% any kind of gate that can be represented with<00:28:00.559> an<00:28:00.720> armenian<00:28:01.120> operator<00:28:01.760> this<00:28:01.919> is<00:28:02.000> also 00:28:02.230 --> 00:28:02.240 align:start position:0% with an armenian operator this is also 00:28:02.240 --> 00:28:03.909 align:start position:0% with an armenian operator this is also supported<00:28:02.720> in<00:28:02.880> tequila 00:28:03.909 --> 00:28:03.919 align:start position:0% supported in tequila 00:28:03.919 --> 00:28:06.630 align:start position:0% supported in tequila so<00:28:04.080> let<00:28:04.320> me<00:28:04.960> move<00:28:05.279> step<00:28:05.440> by<00:28:05.679> step<00:28:06.000> or<00:28:06.240> all<00:28:06.320> these 00:28:06.630 --> 00:28:06.640 align:start position:0% so let me move step by step or all these 00:28:06.640 --> 00:28:08.630 align:start position:0% so let me move step by step or all these parts<00:28:06.960> of<00:28:07.039> this<00:28:07.279> tequila 00:28:08.630 --> 00:28:08.640 align:start position:0% parts of this tequila 00:28:08.640 --> 00:28:11.269 align:start position:0% parts of this tequila in<00:28:08.799> more<00:28:08.960> detail<00:28:09.919> so<00:28:10.159> first<00:28:10.399> of<00:28:10.559> all<00:28:10.720> the<00:28:10.960> as<00:28:11.200> i 00:28:11.269 --> 00:28:11.279 align:start position:0% in more detail so first of all the as i 00:28:11.279 --> 00:28:12.870 align:start position:0% in more detail so first of all the as i said<00:28:11.520> the<00:28:11.760> current<00:28:12.080> quantum<00:28:12.480> backend 00:28:12.870 --> 00:28:12.880 align:start position:0% said the current quantum backend 00:28:12.880 --> 00:28:13.590 align:start position:0% said the current quantum backend supported 00:28:13.590 --> 00:28:13.600 align:start position:0% supported 00:28:13.600 --> 00:28:16.149 align:start position:0% supported are<00:28:13.919> culax<00:28:14.480> kiskeet<00:28:15.039> cirque<00:28:15.440> bike<00:28:15.679> wheel<00:28:16.000> and 00:28:16.149 --> 00:28:16.159 align:start position:0% are culax kiskeet cirque bike wheel and 00:28:16.159 --> 00:28:17.750 align:start position:0% are culax kiskeet cirque bike wheel and also<00:28:16.399> a<00:28:16.559> symbolic<00:28:17.039> one 00:28:17.750 --> 00:28:17.760 align:start position:0% also a symbolic one 00:28:17.760 --> 00:28:21.190 align:start position:0% also a symbolic one and<00:28:18.640> you<00:28:18.799> can<00:28:19.039> check<00:28:19.919> the<00:28:20.080> available<00:28:20.720> ones<00:28:20.960> by 00:28:21.190 --> 00:28:21.200 align:start position:0% and you can check the available ones by 00:28:21.200 --> 00:28:22.310 align:start position:0% and you can check the available ones by just<00:28:21.520> typing 00:28:22.310 --> 00:28:22.320 align:start position:0% just typing 00:28:22.320 --> 00:28:24.710 align:start position:0% just typing tequila<00:28:22.880> show<00:28:23.120> available<00:28:23.600> simulators<00:28:24.320> and<00:28:24.559> as 00:28:24.710 --> 00:28:24.720 align:start position:0% tequila show available simulators and as 00:28:24.720 --> 00:28:25.590 align:start position:0% tequila show available simulators and as you<00:28:24.880> see 00:28:25.590 --> 00:28:25.600 align:start position:0% you see 00:28:25.600 --> 00:28:28.630 align:start position:0% you see qlex<00:28:26.320> and<00:28:27.520> all<00:28:27.760> of<00:28:27.840> them 00:28:28.630 --> 00:28:28.640 align:start position:0% qlex and all of them 00:28:28.640 --> 00:28:30.389 align:start position:0% qlex and all of them support<00:28:29.039> the<00:28:29.200> wave<00:28:29.360> function<00:28:29.679> simulation 00:28:30.389 --> 00:28:30.399 align:start position:0% support the wave function simulation 00:28:30.399 --> 00:28:31.990 align:start position:0% support the wave function simulation some<00:28:30.559> of<00:28:30.640> them<00:28:30.880> support<00:28:31.279> sampling 00:28:31.990 --> 00:28:32.000 align:start position:0% some of them support sampling 00:28:32.000 --> 00:28:35.430 align:start position:0% some of them support sampling some<00:28:32.240> of<00:28:32.320> them<00:28:32.480> super<00:28:32.880> noise<00:28:33.679> etc<00:28:34.320> so<00:28:34.960> in<00:28:35.120> top 00:28:35.430 --> 00:28:35.440 align:start position:0% some of them super noise etc so in top 00:28:35.440 --> 00:28:37.590 align:start position:0% some of them super noise etc so in top um<00:28:35.840> besides<00:28:36.399> these<00:28:36.720> quantum<00:28:37.039> backends<00:28:37.440> we 00:28:37.590 --> 00:28:37.600 align:start position:0% um besides these quantum backends we 00:28:37.600 --> 00:28:38.630 align:start position:0% um besides these quantum backends we also<00:28:37.919> have 00:28:38.630 --> 00:28:38.640 align:start position:0% also have 00:28:38.640 --> 00:28:41.590 align:start position:0% also have two<00:28:39.120> chemistry<00:28:39.600> backends<00:28:40.000> which<00:28:40.320> are<00:28:40.559> um<00:28:41.279> open 00:28:41.590 --> 00:28:41.600 align:start position:0% two chemistry backends which are um open 00:28:41.600 --> 00:28:43.510 align:start position:0% two chemistry backends which are um open fermion<00:28:42.080> upside<00:28:42.480> four 00:28:43.510 --> 00:28:43.520 align:start position:0% fermion upside four 00:28:43.520 --> 00:28:45.430 align:start position:0% fermion upside four that<00:28:43.840> also<00:28:44.080> will<00:28:44.240> be<00:28:44.399> useful<00:28:44.799> for<00:28:45.039> generating 00:28:45.430 --> 00:28:45.440 align:start position:0% that also will be useful for generating 00:28:45.440 --> 00:28:48.070 align:start position:0% that also will be useful for generating the<00:28:45.679> hamiltonians<00:28:46.559> of<00:28:47.039> our<00:28:47.360> problems<00:28:47.840> if<00:28:47.919> they 00:28:48.070 --> 00:28:48.080 align:start position:0% the hamiltonians of our problems if they 00:28:48.080 --> 00:28:50.549 align:start position:0% the hamiltonians of our problems if they are<00:28:48.240> chemistry<00:28:48.799> problems 00:28:50.549 --> 00:28:50.559 align:start position:0% are chemistry problems 00:28:50.559 --> 00:28:52.630 align:start position:0% are chemistry problems the<00:28:50.880> passive<00:28:51.279> quantum<00:28:51.600> gates<00:28:51.840> that<00:28:52.000> we<00:28:52.159> have 00:28:52.630 --> 00:28:52.640 align:start position:0% the passive quantum gates that we have 00:28:52.640 --> 00:28:54.549 align:start position:0% the passive quantum gates that we have sorry<00:28:53.520> uh<00:28:53.760> i<00:28:53.919> was<00:28:54.000> wondering 00:28:54.549 --> 00:28:54.559 align:start position:0% sorry uh i was wondering 00:28:54.559 --> 00:28:56.950 align:start position:0% sorry uh i was wondering could<00:28:54.720> you<00:28:54.880> elaborate<00:28:55.360> on<00:28:55.440> the<00:28:55.600> symbolic<00:28:56.720> back 00:28:56.950 --> 00:28:56.960 align:start position:0% could you elaborate on the symbolic back 00:28:56.960 --> 00:28:59.590 align:start position:0% could you elaborate on the symbolic back end<00:28:57.440> that<00:28:57.679> sounds<00:28:57.919> interesting 00:28:59.590 --> 00:28:59.600 align:start position:0% end that sounds interesting 00:28:59.600 --> 00:29:01.430 align:start position:0% end that sounds interesting i'm<00:28:59.760> not<00:28:59.919> familiarized<00:29:00.559> in<00:29:00.640> particular<00:29:01.200> with 00:29:01.430 --> 00:29:01.440 align:start position:0% i'm not familiarized in particular with 00:29:01.440 --> 00:29:03.269 align:start position:0% i'm not familiarized in particular with this<00:29:01.679> symbolic<00:29:02.159> back<00:29:02.399> end<00:29:02.640> so<00:29:02.799> it's<00:29:02.880> just<00:29:03.039> not 00:29:03.269 --> 00:29:03.279 align:start position:0% this symbolic back end so it's just not 00:29:03.279 --> 00:29:04.389 align:start position:0% this symbolic back end so it's just not that<00:29:03.520> is 00:29:04.389 --> 00:29:04.399 align:start position:0% that is 00:29:04.399 --> 00:29:07.269 align:start position:0% that is implemented<00:29:04.960> in<00:29:05.039> tequila<00:29:06.159> but<00:29:06.799> especially 00:29:07.269 --> 00:29:07.279 align:start position:0% implemented in tequila but especially 00:29:07.279 --> 00:29:09.430 align:start position:0% implemented in tequila but especially for<00:29:07.440> wave<00:29:07.679> functions<00:29:08.000> will<00:29:08.159> be<00:29:08.320> very<00:29:08.640> useful 00:29:09.430 --> 00:29:09.440 align:start position:0% for wave functions will be very useful 00:29:09.440 --> 00:29:11.669 align:start position:0% for wave functions will be very useful so<00:29:09.679> it's<00:29:10.240> the<00:29:10.399> only<00:29:10.640> thing<00:29:10.799> that<00:29:10.960> i<00:29:11.120> can<00:29:11.360> say<00:29:11.600> at 00:29:11.669 --> 00:29:11.679 align:start position:0% so it's the only thing that i can say at 00:29:11.679 --> 00:29:13.269 align:start position:0% so it's the only thing that i can say at the<00:29:11.760> moment<00:29:12.159> i'm<00:29:12.240> not<00:29:12.399> familiar<00:29:12.880> with<00:29:13.120> this 00:29:13.269 --> 00:29:13.279 align:start position:0% the moment i'm not familiar with this 00:29:13.279 --> 00:29:14.870 align:start position:0% the moment i'm not familiar with this particular<00:29:14.080> back-end 00:29:14.870 --> 00:29:14.880 align:start position:0% particular back-end 00:29:14.880 --> 00:29:18.549 align:start position:0% particular back-end but<00:29:15.039> maybe<00:29:15.440> jacob<00:29:16.080> after<00:29:16.320> we<00:29:17.120> we<00:29:17.760> finished<00:29:18.080> the 00:29:18.549 --> 00:29:18.559 align:start position:0% but maybe jacob after we we finished the 00:29:18.559 --> 00:29:20.870 align:start position:0% but maybe jacob after we we finished the the<00:29:18.720> presentation<00:29:19.360> jacob<00:29:19.760> which<00:29:19.919> is<00:29:20.000> the<00:29:20.720> the 00:29:20.870 --> 00:29:20.880 align:start position:0% the presentation jacob which is the the 00:29:20.880 --> 00:29:22.549 align:start position:0% the presentation jacob which is the the principal<00:29:21.440> um 00:29:22.549 --> 00:29:22.559 align:start position:0% principal um 00:29:22.559 --> 00:29:24.310 align:start position:0% principal um researcher<00:29:23.120> involved<00:29:23.440> in<00:29:23.520> this<00:29:23.679> project<00:29:24.080> can 00:29:24.310 --> 00:29:24.320 align:start position:0% researcher involved in this project can 00:29:24.320 --> 00:29:26.470 align:start position:0% researcher involved in this project can elaborate<00:29:24.960> a<00:29:25.039> little<00:29:25.279> bit<00:29:25.440> more 00:29:26.470 --> 00:29:26.480 align:start position:0% elaborate a little bit more 00:29:26.480 --> 00:29:30.389 align:start position:0% elaborate a little bit more great<00:29:27.679> sorry<00:29:29.200> thank<00:29:29.360> you 00:29:30.389 --> 00:29:30.399 align:start position:0% great sorry thank you 00:29:30.399 --> 00:29:32.070 align:start position:0% great sorry thank you so<00:29:30.640> as<00:29:30.720> i<00:29:30.799> said<00:29:30.960> the<00:29:31.120> basic<00:29:31.440> quantum<00:29:31.760> gates 00:29:32.070 --> 00:29:32.080 align:start position:0% so as i said the basic quantum gates 00:29:32.080 --> 00:29:34.630 align:start position:0% so as i said the basic quantum gates that<00:29:32.240> are<00:29:32.960> now<00:29:33.200> implemented<00:29:33.840> are<00:29:34.080> rotational 00:29:34.630 --> 00:29:34.640 align:start position:0% that are now implemented are rotational 00:29:34.640 --> 00:29:35.430 align:start position:0% that are now implemented are rotational gates 00:29:35.430 --> 00:29:35.440 align:start position:0% gates 00:29:35.440 --> 00:29:38.149 align:start position:0% gates as<00:29:35.679> you<00:29:35.760> well<00:29:35.919> know<00:29:36.159> the<00:29:36.320> rotational<00:29:36.960> y<00:29:37.520> x<00:29:37.760> etc 00:29:38.149 --> 00:29:38.159 align:start position:0% as you well know the rotational y x etc 00:29:38.159 --> 00:29:39.029 align:start position:0% as you well know the rotational y x etc etc 00:29:39.029 --> 00:29:39.039 align:start position:0% etc 00:29:39.039 --> 00:29:40.950 align:start position:0% etc and<00:29:39.200> then<00:29:39.360> we<00:29:39.520> also<00:29:39.760> have<00:29:39.919> the<00:29:40.080> face<00:29:40.399> gates 00:29:40.950 --> 00:29:40.960 align:start position:0% and then we also have the face gates 00:29:40.960 --> 00:29:42.630 align:start position:0% and then we also have the face gates paulie<00:29:41.600> and<00:29:41.760> hadamard<00:29:42.399> and 00:29:42.630 --> 00:29:42.640 align:start position:0% paulie and hadamard and 00:29:42.640 --> 00:29:47.510 align:start position:0% paulie and hadamard and swap<00:29:42.960> gate<00:29:43.760> and<00:29:45.520> many<00:29:45.760> of<00:29:45.919> these<00:29:46.159> gates 00:29:47.510 --> 00:29:47.520 align:start position:0% swap gate and many of these gates 00:29:47.520 --> 00:29:49.350 align:start position:0% swap gate and many of these gates accepts<00:29:47.919> the<00:29:48.080> control<00:29:48.559> and<00:29:48.640> target<00:29:49.120> which 00:29:49.350 --> 00:29:49.360 align:start position:0% accepts the control and target which 00:29:49.360 --> 00:29:50.789 align:start position:0% accepts the control and target which means<00:29:49.600> that<00:29:49.760> we<00:29:49.919> can<00:29:50.080> just<00:29:50.399> call<00:29:50.559> the 00:29:50.789 --> 00:29:50.799 align:start position:0% means that we can just call the 00:29:50.799 --> 00:29:51.510 align:start position:0% means that we can just call the rotational 00:29:51.510 --> 00:29:51.520 align:start position:0% rotational 00:29:51.520 --> 00:29:53.830 align:start position:0% rotational x-gate<00:29:52.000> for<00:29:52.159> instance<00:29:52.880> and<00:29:53.039> can<00:29:53.200> be<00:29:53.440> a<00:29:53.520> single 00:29:53.830 --> 00:29:53.840 align:start position:0% x-gate for instance and can be a single 00:29:53.840 --> 00:29:56.149 align:start position:0% x-gate for instance and can be a single cubic<00:29:54.159> gate<00:29:54.480> or<00:29:54.720> can<00:29:54.960> be<00:29:55.120> a<00:29:55.279> control<00:29:55.840> uh 00:29:56.149 --> 00:29:56.159 align:start position:0% cubic gate or can be a control uh 00:29:56.159 --> 00:29:59.430 align:start position:0% cubic gate or can be a control uh qubit<00:29:56.480> gate<00:29:56.880> by<00:29:57.440> any<00:29:57.679> controls<00:29:58.799> we<00:29:58.960> can<00:29:59.200> just 00:29:59.430 --> 00:29:59.440 align:start position:0% qubit gate by any controls we can just 00:29:59.440 --> 00:30:01.830 align:start position:0% qubit gate by any controls we can just select<00:29:59.840> as<00:30:00.080> many<00:30:00.320> controls<00:30:00.720> as<00:30:00.880> we<00:30:01.120> prefer 00:30:01.830 --> 00:30:01.840 align:start position:0% select as many controls as we prefer 00:30:01.840 --> 00:30:03.350 align:start position:0% select as many controls as we prefer but<00:30:02.080> we<00:30:02.240> should<00:30:02.399> take<00:30:02.559> into<00:30:02.720> account<00:30:03.039> that<00:30:03.200> if 00:30:03.350 --> 00:30:03.360 align:start position:0% but we should take into account that if 00:30:03.360 --> 00:30:05.590 align:start position:0% but we should take into account that if we<00:30:03.440> want<00:30:03.600> to<00:30:03.760> run<00:30:04.000> this<00:30:04.320> in<00:30:04.480> a<00:30:04.640> real<00:30:05.039> backend 00:30:05.590 --> 00:30:05.600 align:start position:0% we want to run this in a real backend 00:30:05.600 --> 00:30:07.750 align:start position:0% we want to run this in a real backend probably<00:30:06.000> this<00:30:06.240> gate<00:30:06.480> will<00:30:06.640> not<00:30:06.799> be<00:30:06.960> supported 00:30:07.750 --> 00:30:07.760 align:start position:0% probably this gate will not be supported 00:30:07.760 --> 00:30:09.830 align:start position:0% probably this gate will not be supported so<00:30:08.000> this<00:30:08.240> is<00:30:08.399> useful<00:30:08.799> especially<00:30:09.279> for<00:30:09.520> quantum 00:30:09.830 --> 00:30:09.840 align:start position:0% so this is useful especially for quantum 00:30:09.840 --> 00:30:10.630 align:start position:0% so this is useful especially for quantum simulator 00:30:10.630 --> 00:30:10.640 align:start position:0% simulator 00:30:10.640 --> 00:30:13.269 align:start position:0% simulator simulation<00:30:11.840> and<00:30:12.159> some<00:30:12.320> gates<00:30:12.640> also<00:30:12.880> accept 00:30:13.269 --> 00:30:13.279 align:start position:0% simulation and some gates also accept 00:30:13.279 --> 00:30:13.990 align:start position:0% simulation and some gates also accept the<00:30:13.440> power 00:30:13.990 --> 00:30:14.000 align:start position:0% the power 00:30:14.000 --> 00:30:16.710 align:start position:0% the power which<00:30:14.240> means<00:30:14.480> that<00:30:14.640> we<00:30:14.799> can<00:30:15.039> uh<00:30:15.840> just<00:30:16.080> call<00:30:16.399> the 00:30:16.710 --> 00:30:16.720 align:start position:0% which means that we can uh just call the 00:30:16.720 --> 00:30:19.110 align:start position:0% which means that we can uh just call the x-gate<00:30:17.200> for<00:30:17.360> instance<00:30:17.600> the<00:30:17.679> publix<00:30:18.240> gate<00:30:18.559> and 00:30:19.110 --> 00:30:19.120 align:start position:0% x-gate for instance the publix gate and 00:30:19.120 --> 00:30:22.149 align:start position:0% x-gate for instance the publix gate and ask<00:30:19.440> for<00:30:19.679> uh<00:30:20.559> an<00:30:21.120> and<00:30:21.279> use<00:30:21.520> the<00:30:21.679> power 00:30:22.149 --> 00:30:22.159 align:start position:0% ask for uh an and use the power 00:30:22.159 --> 00:30:24.070 align:start position:0% ask for uh an and use the power uh<00:30:22.559> and<00:30:22.640> compute<00:30:22.960> the<00:30:23.120> power<00:30:23.440> gate<00:30:23.679> of<00:30:23.840> that 00:30:24.070 --> 00:30:24.080 align:start position:0% uh and compute the power gate of that 00:30:24.080 --> 00:30:26.070 align:start position:0% uh and compute the power gate of that gate<00:30:24.880> and 00:30:26.070 --> 00:30:26.080 align:start position:0% gate and 00:30:26.080 --> 00:30:28.070 align:start position:0% gate and we<00:30:26.320> also<00:30:26.559> have<00:30:26.799> the<00:30:26.960> phase<00:30:27.279> gates<00:30:27.600> in<00:30:27.679> general 00:30:28.070 --> 00:30:28.080 align:start position:0% we also have the phase gates in general 00:30:28.080 --> 00:30:30.389 align:start position:0% we also have the phase gates in general any<00:30:28.320> possible<00:30:28.799> phase<00:30:29.039> but<00:30:29.279> in<00:30:29.360> particular 00:30:30.389 --> 00:30:30.399 align:start position:0% any possible phase but in particular 00:30:30.399 --> 00:30:33.190 align:start position:0% any possible phase but in particular s<00:30:30.640> and<00:30:30.720> t<00:30:30.880> gates<00:30:31.279> are<00:30:31.440> already<00:30:31.840> defined<00:30:32.880> and<00:30:33.120> of 00:30:33.190 --> 00:30:33.200 align:start position:0% s and t gates are already defined and of 00:30:33.200 --> 00:30:34.470 align:start position:0% s and t gates are already defined and of course<00:30:33.440> halamar<00:30:34.080> and 00:30:34.470 --> 00:30:34.480 align:start position:0% course halamar and 00:30:34.480 --> 00:30:37.350 align:start position:0% course halamar and swap<00:30:34.840> gates<00:30:36.399> we<00:30:36.640> also<00:30:36.880> have<00:30:37.200> more 00:30:37.350 --> 00:30:37.360 align:start position:0% swap gates we also have more 00:30:37.360 --> 00:30:39.190 align:start position:0% swap gates we also have more sophisticated<00:30:38.080> gates<00:30:38.399> so<00:30:38.559> for<00:30:38.720> instance<00:30:39.039> we 00:30:39.190 --> 00:30:39.200 align:start position:0% sophisticated gates so for instance we 00:30:39.200 --> 00:30:39.909 align:start position:0% sophisticated gates so for instance we can 00:30:39.909 --> 00:30:39.919 align:start position:0% can 00:30:39.919 --> 00:30:42.310 align:start position:0% can generate<00:30:40.559> any<00:30:40.799> possible<00:30:41.279> gate<00:30:41.520> as<00:30:41.679> i<00:30:41.840> said<00:30:42.159> if 00:30:42.310 --> 00:30:42.320 align:start position:0% generate any possible gate as i said if 00:30:42.320 --> 00:30:43.110 align:start position:0% generate any possible gate as i said if we<00:30:42.480> have 00:30:43.110 --> 00:30:43.120 align:start position:0% we have 00:30:43.120 --> 00:30:45.350 align:start position:0% we have their<00:30:43.360> median<00:30:43.840> their<00:30:44.159> median<00:30:44.480> operator<00:30:45.200> so 00:30:45.350 --> 00:30:45.360 align:start position:0% their median their median operator so 00:30:45.360 --> 00:30:47.430 align:start position:0% their median their median operator so this<00:30:45.520> is<00:30:45.600> the<00:30:45.760> exponential<00:30:46.320> power<00:30:46.799> string 00:30:47.430 --> 00:30:47.440 align:start position:0% this is the exponential power string 00:30:47.440 --> 00:30:50.149 align:start position:0% this is the exponential power string so<00:30:47.600> we<00:30:47.760> can<00:30:47.919> just<00:30:48.159> call<00:30:48.320> that<00:30:48.559> gate<00:30:48.880> and<00:30:49.200> give<00:30:49.520> a 00:30:50.149 --> 00:30:50.159 align:start position:0% so we can just call that gate and give a 00:30:50.159 --> 00:30:51.110 align:start position:0% so we can just call that gate and give a public<00:30:50.640> string 00:30:51.110 --> 00:30:51.120 align:start position:0% public string 00:30:51.120 --> 00:30:52.470 align:start position:0% public string and<00:30:51.440> tequila<00:30:51.919> will<00:30:52.080> generate<00:30:52.399> the 00:30:52.470 --> 00:30:52.480 align:start position:0% and tequila will generate the 00:30:52.480 --> 00:30:54.710 align:start position:0% and tequila will generate the corresponding<00:30:53.200> gate<00:30:53.919> and<00:30:54.080> we<00:30:54.240> can<00:30:54.480> also 00:30:54.710 --> 00:30:54.720 align:start position:0% corresponding gate and we can also 00:30:54.720 --> 00:30:56.470 align:start position:0% corresponding gate and we can also throttle<00:30:55.039> rise<00:30:55.200> our<00:30:55.440> gates<00:30:55.760> so<00:30:56.000> in<00:30:56.159> case<00:30:56.399> that 00:30:56.470 --> 00:30:56.480 align:start position:0% throttle rise our gates so in case that 00:30:56.480 --> 00:30:57.350 align:start position:0% throttle rise our gates so in case that we<00:30:56.640> want<00:30:56.880> to<00:30:57.039> run 00:30:57.350 --> 00:30:57.360 align:start position:0% we want to run 00:30:57.360 --> 00:30:59.350 align:start position:0% we want to run some<00:30:57.519> throttle<00:30:57.919> decomposition<00:30:58.720> we<00:30:58.880> can<00:30:59.120> also 00:30:59.350 --> 00:30:59.360 align:start position:0% some throttle decomposition we can also 00:30:59.360 --> 00:31:01.110 align:start position:0% some throttle decomposition we can also use<00:30:59.600> that<00:30:59.840> in<00:30:59.919> tequila<00:31:00.480> and<00:31:00.640> we<00:31:00.799> have<00:31:00.960> to 00:31:01.110 --> 00:31:01.120 align:start position:0% use that in tequila and we have to 00:31:01.120 --> 00:31:03.190 align:start position:0% use that in tequila and we have to provide<00:31:01.600> the<00:31:01.760> generators<00:31:02.480> the<00:31:02.640> angles<00:31:03.120> and 00:31:03.190 --> 00:31:03.200 align:start position:0% provide the generators the angles and 00:31:03.200 --> 00:31:05.029 align:start position:0% provide the generators the angles and the<00:31:03.360> throttle<00:31:03.760> steps<00:31:04.080> of<00:31:04.159> course 00:31:05.029 --> 00:31:05.039 align:start position:0% the throttle steps of course 00:31:05.039 --> 00:31:07.669 align:start position:0% the throttle steps of course and<00:31:05.279> all<00:31:05.440> these<00:31:05.679> gates<00:31:06.159> uh<00:31:06.559> as<00:31:06.960> i<00:31:07.039> said<00:31:07.279> accept 00:31:07.669 --> 00:31:07.679 align:start position:0% and all these gates uh as i said accept 00:31:07.679 --> 00:31:09.190 align:start position:0% and all these gates uh as i said accept control<00:31:08.000> and<00:31:08.080> target<00:31:08.480> which<00:31:08.720> means<00:31:08.880> that<00:31:09.039> we 00:31:09.190 --> 00:31:09.200 align:start position:0% control and target which means that we 00:31:09.200 --> 00:31:10.389 align:start position:0% control and target which means that we can<00:31:09.360> rotarize<00:31:09.919> uh 00:31:10.389 --> 00:31:10.399 align:start position:0% can rotarize uh 00:31:10.399 --> 00:31:11.990 align:start position:0% can rotarize uh for<00:31:10.559> instance<00:31:10.880> structuralize<00:31:11.440> a<00:31:11.519> gate<00:31:11.840> and 00:31:11.990 --> 00:31:12.000 align:start position:0% for instance structuralize a gate and 00:31:12.000 --> 00:31:14.310 align:start position:0% for instance structuralize a gate and then<00:31:12.720> ask<00:31:13.039> for<00:31:13.200> the<00:31:13.360> control<00:31:13.760> um 00:31:14.310 --> 00:31:14.320 align:start position:0% then ask for the control um 00:31:14.320 --> 00:31:16.549 align:start position:0% then ask for the control um to<00:31:14.559> perform<00:31:14.960> this<00:31:15.200> gate<00:31:15.440> with<00:31:16.159> as<00:31:16.320> many 00:31:16.549 --> 00:31:16.559 align:start position:0% to perform this gate with as many 00:31:16.559 --> 00:31:20.870 align:start position:0% to perform this gate with as many control<00:31:16.880> qubits<00:31:17.279> as<00:31:17.360> we<00:31:17.519> would<00:31:17.760> prefer 00:31:20.870 --> 00:31:20.880 align:start position:0% 00:31:20.880 --> 00:31:23.430 align:start position:0% so<00:31:21.039> then<00:31:21.760> we<00:31:21.919> have<00:31:22.080> the<00:31:22.320> objectives<00:31:22.960> which<00:31:23.200> is 00:31:23.430 --> 00:31:23.440 align:start position:0% so then we have the objectives which is 00:31:23.440 --> 00:31:25.350 align:start position:0% so then we have the objectives which is as<00:31:23.600> i<00:31:23.760> said<00:31:23.919> the<00:31:24.000> tequila<00:31:24.559> chord<00:31:24.880> so<00:31:25.120> this 00:31:25.350 --> 00:31:25.360 align:start position:0% as i said the tequila chord so this 00:31:25.360 --> 00:31:26.950 align:start position:0% as i said the tequila chord so this class<00:31:25.679> represents<00:31:26.159> the<00:31:26.320> mathematical 00:31:26.950 --> 00:31:26.960 align:start position:0% class represents the mathematical 00:31:26.960 --> 00:31:27.830 align:start position:0% class represents the mathematical manipulation<00:31:27.600> of 00:31:27.830 --> 00:31:27.840 align:start position:0% manipulation of 00:31:27.840 --> 00:31:30.230 align:start position:0% manipulation of all<00:31:27.919> the<00:31:28.000> expectation<00:31:28.559> values<00:31:29.519> and<00:31:29.840> these<00:31:30.080> are 00:31:30.230 --> 00:31:30.240 align:start position:0% all the expectation values and these are 00:31:30.240 --> 00:31:31.909 align:start position:0% all the expectation values and these are some<00:31:30.480> examples<00:31:30.880> of<00:31:30.960> how<00:31:31.200> can<00:31:31.360> we<00:31:31.519> construct 00:31:31.909 --> 00:31:31.919 align:start position:0% some examples of how can we construct 00:31:31.919 --> 00:31:33.509 align:start position:0% some examples of how can we construct the<00:31:32.080> objectives<00:31:32.559> so<00:31:32.720> we<00:31:32.880> can<00:31:33.039> have<00:31:33.279> an 00:31:33.509 --> 00:31:33.519 align:start position:0% the objectives so we can have an 00:31:33.519 --> 00:31:35.750 align:start position:0% the objectives so we can have an objective<00:31:34.000> that<00:31:34.240> is<00:31:34.480> just<00:31:34.799> the<00:31:35.039> sum<00:31:35.360> of<00:31:35.519> two 00:31:35.750 --> 00:31:35.760 align:start position:0% objective that is just the sum of two 00:31:35.760 --> 00:31:37.430 align:start position:0% objective that is just the sum of two expectation<00:31:36.320> values<00:31:36.720> like<00:31:36.880> e0 00:31:37.430 --> 00:31:37.440 align:start position:0% expectation values like e0 00:31:37.440 --> 00:31:40.070 align:start position:0% expectation values like e0 and<00:31:37.600> e1<00:31:38.480> or<00:31:38.640> we<00:31:38.799> can<00:31:38.960> have<00:31:39.120> an<00:31:39.279> objective<00:31:39.760> that 00:31:40.070 --> 00:31:40.080 align:start position:0% and e1 or we can have an objective that 00:31:40.080 --> 00:31:40.630 align:start position:0% and e1 or we can have an objective that is 00:31:40.630 --> 00:31:40.640 align:start position:0% is 00:31:40.640 --> 00:31:42.789 align:start position:0% is some<00:31:40.880> power<00:31:41.279> of<00:31:41.360> some<00:31:41.519> expectation<00:31:42.080> value<00:31:42.559> and 00:31:42.789 --> 00:31:42.799 align:start position:0% some power of some expectation value and 00:31:42.799 --> 00:31:44.950 align:start position:0% some power of some expectation value and we<00:31:42.960> can<00:31:43.200> even<00:31:43.519> multiply<00:31:44.240> and<00:31:44.399> manipulate 00:31:44.950 --> 00:31:44.960 align:start position:0% we can even multiply and manipulate 00:31:44.960 --> 00:31:46.470 align:start position:0% we can even multiply and manipulate these<00:31:45.200> of<00:31:45.360> different<00:31:45.760> objectives<00:31:46.320> all 00:31:46.470 --> 00:31:46.480 align:start position:0% these of different objectives all 00:31:46.480 --> 00:31:48.470 align:start position:0% these of different objectives all together<00:31:46.960> to<00:31:47.120> generate<00:31:47.519> another<00:31:47.919> one 00:31:48.470 --> 00:31:48.480 align:start position:0% together to generate another one 00:31:48.480 --> 00:31:49.909 align:start position:0% together to generate another one so<00:31:48.640> in<00:31:48.720> the<00:31:48.880> end<00:31:49.039> these<00:31:49.279> objectives<00:31:49.760> are 00:31:49.909 --> 00:31:49.919 align:start position:0% so in the end these objectives are 00:31:49.919 --> 00:31:51.750 align:start position:0% so in the end these objectives are constructed<00:31:50.480> by<00:31:50.720> the<00:31:51.120> by<00:31:51.279> computing<00:31:51.679> the 00:31:51.750 --> 00:31:51.760 align:start position:0% constructed by the by computing the 00:31:51.760 --> 00:31:52.789 align:start position:0% constructed by the by computing the expectation<00:31:52.320> value 00:31:52.789 --> 00:31:52.799 align:start position:0% expectation value 00:31:52.799 --> 00:31:55.269 align:start position:0% expectation value and<00:31:53.039> then<00:31:53.760> and<00:31:53.919> they<00:31:54.159> are<00:31:54.320> compiled<00:31:54.880> into<00:31:55.120> the 00:31:55.269 --> 00:31:55.279 align:start position:0% and then and they are compiled into the 00:31:55.279 --> 00:31:56.389 align:start position:0% and then and they are compiled into the quantum<00:31:55.679> backend 00:31:56.389 --> 00:31:56.399 align:start position:0% quantum backend 00:31:56.399 --> 00:31:58.630 align:start position:0% quantum backend so<00:31:56.559> then<00:31:56.799> i<00:31:56.880> will<00:31:57.039> present<00:31:57.519> more<00:31:58.399> some 00:31:58.630 --> 00:31:58.640 align:start position:0% so then i will present more some 00:31:58.640 --> 00:31:59.990 align:start position:0% so then i will present more some examples<00:31:59.039> of<00:31:59.120> these<00:31:59.360> objectives 00:31:59.990 --> 00:32:00.000 align:start position:0% examples of these objectives 00:32:00.000 --> 00:32:03.110 align:start position:0% examples of these objectives uh<00:32:00.399> in<00:32:01.039> in<00:32:01.120> this<00:32:01.360> talk<00:32:01.840> uh<00:32:02.240> in<00:32:02.399> particular<00:32:02.960> for 00:32:03.110 --> 00:32:03.120 align:start position:0% uh in in this talk uh in particular for 00:32:03.120 --> 00:32:04.710 align:start position:0% uh in in this talk uh in particular for instance<00:32:03.440> for<00:32:03.600> quantum<00:32:03.919> machine<00:32:04.240> learning 00:32:04.710 --> 00:32:04.720 align:start position:0% instance for quantum machine learning 00:32:04.720 --> 00:32:09.110 align:start position:0% instance for quantum machine learning applications<00:32:07.120> then<00:32:07.279> we<00:32:07.440> have<00:32:07.679> the<00:32:07.919> optimizers 00:32:09.110 --> 00:32:09.120 align:start position:0% applications then we have the optimizers 00:32:09.120 --> 00:32:12.070 align:start position:0% applications then we have the optimizers the<00:32:09.360> function<00:32:09.760> is<00:32:10.399> tequila<00:32:10.799> minimize<00:32:11.840> and 00:32:12.070 --> 00:32:12.080 align:start position:0% the function is tequila minimize and 00:32:12.080 --> 00:32:12.549 align:start position:0% the function is tequila minimize and there<00:32:12.320> are 00:32:12.549 --> 00:32:12.559 align:start position:0% there are 00:32:12.559 --> 00:32:14.310 align:start position:0% there are many<00:32:12.880> arguments<00:32:13.360> that<00:32:13.519> are<00:32:13.679> accepted<00:32:14.159> the 00:32:14.310 --> 00:32:14.320 align:start position:0% many arguments that are accepted the 00:32:14.320 --> 00:32:15.990 align:start position:0% many arguments that are accepted the mandatory<00:32:14.880> ones<00:32:15.279> are<00:32:15.440> of<00:32:15.519> course<00:32:15.840> the 00:32:15.990 --> 00:32:16.000 align:start position:0% mandatory ones are of course the 00:32:16.000 --> 00:32:16.630 align:start position:0% mandatory ones are of course the objective 00:32:16.630 --> 00:32:16.640 align:start position:0% objective 00:32:16.640 --> 00:32:18.549 align:start position:0% objective so<00:32:16.880> what<00:32:17.360> what's<00:32:17.679> the<00:32:17.840> quantity<00:32:18.240> that<00:32:18.399> you 00:32:18.549 --> 00:32:18.559 align:start position:0% so what what's the quantity that you 00:32:18.559 --> 00:32:20.630 align:start position:0% so what what's the quantity that you want<00:32:18.720> to<00:32:18.880> minimize<00:32:19.360> or<00:32:19.519> to<00:32:19.679> optimize 00:32:20.630 --> 00:32:20.640 align:start position:0% want to minimize or to optimize 00:32:20.640 --> 00:32:22.230 align:start position:0% want to minimize or to optimize and<00:32:20.799> the<00:32:20.960> other<00:32:21.200> one<00:32:21.360> will<00:32:21.519> be<00:32:21.600> the<00:32:21.760> method<00:32:22.080> to 00:32:22.230 --> 00:32:22.240 align:start position:0% and the other one will be the method to 00:32:22.240 --> 00:32:24.710 align:start position:0% and the other one will be the method to use<00:32:22.640> uh<00:32:22.960> so<00:32:23.279> for<00:32:23.519> instance<00:32:23.840> grading<00:32:24.159> descent 00:32:24.710 --> 00:32:24.720 align:start position:0% use uh so for instance grading descent 00:32:24.720 --> 00:32:26.830 align:start position:0% use uh so for instance grading descent or<00:32:25.320> lv 00:32:26.830 --> 00:32:26.840 align:start position:0% or lv 00:32:26.840 --> 00:32:29.750 align:start position:0% or lv lpg<00:32:28.320> sorry<00:32:28.640> i<00:32:28.880> always<00:32:29.120> forgot<00:32:29.440> how<00:32:29.600> to 00:32:29.750 --> 00:32:29.760 align:start position:0% lpg sorry i always forgot how to 00:32:29.760 --> 00:32:30.630 align:start position:0% lpg sorry i always forgot how to pronounce<00:32:30.159> that 00:32:30.630 --> 00:32:30.640 align:start position:0% pronounce that 00:32:30.640 --> 00:32:34.389 align:start position:0% pronounce that anyway<00:32:31.360> any<00:32:31.760> adam<00:32:32.320> optimizer<00:32:33.039> etc 00:32:34.389 --> 00:32:34.399 align:start position:0% anyway any adam optimizer etc 00:32:34.399 --> 00:32:36.950 align:start position:0% anyway any adam optimizer etc and<00:32:34.880> then<00:32:35.200> for<00:32:35.440> quantum<00:32:35.760> simulations<00:32:36.399> we<00:32:36.559> have 00:32:36.950 --> 00:32:36.960 align:start position:0% and then for quantum simulations we have 00:32:36.960 --> 00:32:38.630 align:start position:0% and then for quantum simulations we have uh<00:32:37.279> other<00:32:37.600> possible 00:32:38.630 --> 00:32:38.640 align:start position:0% uh other possible 00:32:38.640 --> 00:32:40.870 align:start position:0% uh other possible arguments<00:32:39.200> for<00:32:39.360> instance<00:32:39.600> the<00:32:39.760> back<00:32:40.000> end<00:32:40.320> if 00:32:40.870 --> 00:32:40.880 align:start position:0% arguments for instance the back end if 00:32:40.880 --> 00:32:42.310 align:start position:0% arguments for instance the back end if we<00:32:41.039> want<00:32:41.200> a<00:32:41.279> quantum<00:32:41.600> simulator 00:32:42.310 --> 00:32:42.320 align:start position:0% we want a quantum simulator 00:32:42.320 --> 00:32:44.310 align:start position:0% we want a quantum simulator or<00:32:42.480> we<00:32:42.640> want<00:32:42.799> a<00:32:42.960> real<00:32:43.200> backend<00:32:43.679> we<00:32:43.840> can<00:32:44.080> just 00:32:44.310 --> 00:32:44.320 align:start position:0% or we want a real backend we can just 00:32:44.320 --> 00:32:45.750 align:start position:0% or we want a real backend we can just call<00:32:44.559> that<00:32:44.799> like<00:32:45.120> kiskeet 00:32:45.750 --> 00:32:45.760 align:start position:0% call that like kiskeet 00:32:45.760 --> 00:32:49.190 align:start position:0% call that like kiskeet circ<00:32:46.399> or<00:32:46.640> qlax<00:32:47.120> etc<00:32:48.080> we<00:32:48.240> can<00:32:48.480> decide<00:32:48.960> if<00:32:49.039> we 00:32:49.190 --> 00:32:49.200 align:start position:0% circ or qlax etc we can decide if we 00:32:49.200 --> 00:32:51.750 align:start position:0% circ or qlax etc we can decide if we want<00:32:49.360> to<00:32:49.519> sample<00:32:49.919> or<00:32:50.080> not<00:32:50.320> if<00:32:50.480> we<00:32:50.640> don't<00:32:50.960> sample 00:32:51.750 --> 00:32:51.760 align:start position:0% want to sample or not if we don't sample 00:32:51.760 --> 00:32:54.870 align:start position:0% want to sample or not if we don't sample tequila<00:32:52.159> will<00:32:52.399> automatically 00:32:54.870 --> 00:32:54.880 align:start position:0% tequila will automatically 00:32:54.880 --> 00:32:57.590 align:start position:0% tequila will automatically simulate<00:32:55.360> the<00:32:55.519> subway<00:32:56.000> function<00:32:56.960> we<00:32:57.120> can<00:32:57.360> also 00:32:57.590 --> 00:32:57.600 align:start position:0% simulate the subway function we can also 00:32:57.600 --> 00:32:59.750 align:start position:0% simulate the subway function we can also call<00:32:57.840> the<00:32:58.000> device<00:32:58.480> so<00:32:58.640> if<00:32:58.799> we<00:32:58.880> want<00:32:59.120> to<00:32:59.279> run<00:32:59.519> our 00:32:59.750 --> 00:32:59.760 align:start position:0% call the device so if we want to run our 00:32:59.760 --> 00:33:00.870 align:start position:0% call the device so if we want to run our circuit<00:33:00.159> in<00:33:00.320> a 00:33:00.870 --> 00:33:00.880 align:start position:0% circuit in a 00:33:00.880 --> 00:33:03.750 align:start position:0% circuit in a specific<00:33:01.440> real<00:33:01.919> device<00:33:02.240> like<00:33:02.480> ibm<00:33:02.960> quantum 00:33:03.750 --> 00:33:03.760 align:start position:0% specific real device like ibm quantum 00:33:03.760 --> 00:33:04.389 align:start position:0% specific real device like ibm quantum tokyo 00:33:04.389 --> 00:33:04.399 align:start position:0% tokyo 00:33:04.399 --> 00:33:07.509 align:start position:0% tokyo or<00:33:04.720> any<00:33:05.039> other<00:33:05.519> then<00:33:05.760> we<00:33:05.919> can<00:33:06.240> also<00:33:06.720> call<00:33:07.039> that 00:33:07.509 --> 00:33:07.519 align:start position:0% or any other then we can also call that 00:33:07.519 --> 00:33:10.470 align:start position:0% or any other then we can also call that and<00:33:07.919> we<00:33:08.159> also<00:33:08.399> can<00:33:08.960> call<00:33:09.519> any<00:33:09.760> noise<00:33:10.080> model<00:33:10.399> we 00:33:10.470 --> 00:33:10.480 align:start position:0% and we also can call any noise model we 00:33:10.480 --> 00:33:11.269 align:start position:0% and we also can call any noise model we can<00:33:10.640> construct 00:33:11.269 --> 00:33:11.279 align:start position:0% can construct 00:33:11.279 --> 00:33:13.269 align:start position:0% can construct our<00:33:11.519> noise<00:33:11.840> model<00:33:12.240> independently<00:33:12.960> and<00:33:13.039> then 00:33:13.269 --> 00:33:13.279 align:start position:0% our noise model independently and then 00:33:13.279 --> 00:33:15.509 align:start position:0% our noise model independently and then call<00:33:13.519> that<00:33:13.760> function<00:33:14.240> and<00:33:14.320> so<00:33:14.480> i<00:33:14.559> will<00:33:14.880> present 00:33:15.509 --> 00:33:15.519 align:start position:0% call that function and so i will present 00:33:15.519 --> 00:33:18.230 align:start position:0% call that function and so i will present after<00:33:15.840> this<00:33:16.080> slide<00:33:17.039> and<00:33:17.279> additional<00:33:17.760> keywords 00:33:18.230 --> 00:33:18.240 align:start position:0% after this slide and additional keywords 00:33:18.240 --> 00:33:18.950 align:start position:0% after this slide and additional keywords of<00:33:18.320> course<00:33:18.640> are 00:33:18.950 --> 00:33:18.960 align:start position:0% of course are 00:33:18.960 --> 00:33:21.990 align:start position:0% of course are method<00:33:19.360> options<00:33:19.919> variables<00:33:20.720> initial<00:33:21.200> values 00:33:21.990 --> 00:33:22.000 align:start position:0% method options variables initial values 00:33:22.000 --> 00:33:24.789 align:start position:0% method options variables initial values gradient<00:33:22.880> silent<00:33:23.279> the<00:33:23.440> outputs<00:33:23.840> or<00:33:24.000> not<00:33:24.240> so 00:33:24.789 --> 00:33:24.799 align:start position:0% gradient silent the outputs or not so 00:33:24.799 --> 00:33:25.750 align:start position:0% gradient silent the outputs or not so this<00:33:25.039> is<00:33:25.200> something<00:33:25.519> that 00:33:25.750 --> 00:33:25.760 align:start position:0% this is something that 00:33:25.760 --> 00:33:28.149 align:start position:0% this is something that is<00:33:26.000> easy<00:33:26.320> to<00:33:26.399> understand<00:33:26.880> if<00:33:27.039> we<00:33:27.519> you<00:33:27.679> start<00:33:28.000> to 00:33:28.149 --> 00:33:28.159 align:start position:0% is easy to understand if we you start to 00:33:28.159 --> 00:33:30.710 align:start position:0% is easy to understand if we you start to play<00:33:28.320> with<00:33:28.559> it<00:33:28.720> but<00:33:28.960> as<00:33:29.120> you<00:33:29.200> can<00:33:29.440> imagine<00:33:29.919> uh 00:33:30.710 --> 00:33:30.720 align:start position:0% play with it but as you can imagine uh 00:33:30.720 --> 00:33:33.350 align:start position:0% play with it but as you can imagine uh it's<00:33:31.279> everything<00:33:31.679> that<00:33:31.919> is<00:33:32.080> needed<00:33:32.480> for<00:33:32.799> and 00:33:33.350 --> 00:33:33.360 align:start position:0% it's everything that is needed for and 00:33:33.360 --> 00:33:34.789 align:start position:0% it's everything that is needed for and for<00:33:33.600> minimizing<00:33:34.320> any 00:33:34.789 --> 00:33:34.799 align:start position:0% for minimizing any 00:33:34.799 --> 00:33:38.710 align:start position:0% for minimizing any any<00:33:35.919> any<00:33:36.240> function<00:33:37.760> these<00:33:38.000> are<00:33:38.240> the<00:33:38.399> current 00:33:38.710 --> 00:33:38.720 align:start position:0% any any function these are the current 00:33:38.720 --> 00:33:41.029 align:start position:0% any any function these are the current optimizers<00:33:39.360> supported<00:33:39.919> in<00:33:40.159> in<00:33:40.240> tequila<00:33:40.799> as<00:33:40.960> i 00:33:41.029 --> 00:33:41.039 align:start position:0% optimizers supported in in tequila as i 00:33:41.039 --> 00:33:41.509 align:start position:0% optimizers supported in in tequila as i said 00:33:41.509 --> 00:33:41.519 align:start position:0% said 00:33:41.519 --> 00:33:43.830 align:start position:0% said sci-fi<00:33:42.080> optimizer<00:33:42.720> also<00:33:43.039> many<00:33:43.360> gradient 00:33:43.830 --> 00:33:43.840 align:start position:0% sci-fi optimizer also many gradient 00:33:43.840 --> 00:33:45.029 align:start position:0% sci-fi optimizer also many gradient descent<00:33:44.399> and<00:33:44.640> base 00:33:45.029 --> 00:33:45.039 align:start position:0% descent and base 00:33:45.039 --> 00:33:47.750 align:start position:0% descent and base optimizers<00:33:46.240> and<00:33:46.559> also<00:33:46.880> some<00:33:47.120> by<00:33:47.360> asian 00:33:47.750 --> 00:33:47.760 align:start position:0% optimizers and also some by asian 00:33:47.760 --> 00:33:48.789 align:start position:0% optimizers and also some by asian optimism<00:33:48.240> optimized 00:33:48.789 --> 00:33:48.799 align:start position:0% optimism optimized 00:33:48.799 --> 00:33:53.590 align:start position:0% optimism optimized liponics<00:33:49.519> or<00:33:49.760> gpio<00:33:50.840> optimization 00:33:53.590 --> 00:33:53.600 align:start position:0% liponics or gpio optimization 00:33:53.600 --> 00:33:55.590 align:start position:0% liponics or gpio optimization then<00:33:53.760> in<00:33:53.919> gradient<00:33:54.240> methods<00:33:54.799> we<00:33:54.960> can<00:33:55.200> decide 00:33:55.590 --> 00:33:55.600 align:start position:0% then in gradient methods we can decide 00:33:55.600 --> 00:33:56.950 align:start position:0% then in gradient methods we can decide which<00:33:55.840> kind<00:33:56.000> of<00:33:56.080> gradient<00:33:56.480> we<00:33:56.640> want<00:33:56.799> to 00:33:56.950 --> 00:33:56.960 align:start position:0% which kind of gradient we want to 00:33:56.960 --> 00:33:57.509 align:start position:0% which kind of gradient we want to compute 00:33:57.509 --> 00:33:57.519 align:start position:0% compute 00:33:57.519 --> 00:33:59.269 align:start position:0% compute so<00:33:57.679> we<00:33:57.840> have<00:33:58.080> an<00:33:58.159> analytical<00:33:58.720> gradients<00:33:59.120> which 00:33:59.269 --> 00:33:59.279 align:start position:0% so we have an analytical gradients which 00:33:59.279 --> 00:34:01.110 align:start position:0% so we have an analytical gradients which are<00:33:59.440> the<00:33:59.600> default<00:34:00.399> and<00:34:00.559> that<00:34:00.799> use 00:34:01.110 --> 00:34:01.120 align:start position:0% are the default and that use 00:34:01.120 --> 00:34:03.269 align:start position:0% are the default and that use jacks<00:34:01.760> and<00:34:02.399> and<00:34:02.480> then<00:34:02.640> we<00:34:02.880> also<00:34:03.039> have 00:34:03.269 --> 00:34:03.279 align:start position:0% jacks and and then we also have 00:34:03.279 --> 00:34:05.269 align:start position:0% jacks and and then we also have numerical<00:34:03.760> gradients<00:34:04.240> of<00:34:04.320> course 00:34:05.269 --> 00:34:05.279 align:start position:0% numerical gradients of course 00:34:05.279 --> 00:34:07.269 align:start position:0% numerical gradients of course with<00:34:05.519> by<00:34:05.760> calling<00:34:06.159> method<00:34:06.559> to<00:34:06.720> point<00:34:07.039> and<00:34:07.120> then 00:34:07.269 --> 00:34:07.279 align:start position:0% with by calling method to point and then 00:34:07.279 --> 00:34:09.510 align:start position:0% with by calling method to point and then the<00:34:07.440> step<00:34:07.760> size<00:34:08.000> that<00:34:08.159> we<00:34:08.240> would<00:34:08.480> prefer 00:34:09.510 --> 00:34:09.520 align:start position:0% the step size that we would prefer 00:34:09.520 --> 00:34:12.149 align:start position:0% the step size that we would prefer and<00:34:09.679> then<00:34:10.000> but<00:34:10.960> we<00:34:11.119> can<00:34:11.280> also<00:34:11.599> custom 00:34:12.149 --> 00:34:12.159 align:start position:0% and then but we can also custom 00:34:12.159 --> 00:34:13.669 align:start position:0% and then but we can also custom gradients<00:34:12.639> and<00:34:12.720> we<00:34:12.879> can<00:34:13.040> just<00:34:13.280> generate 00:34:13.669 --> 00:34:13.679 align:start position:0% gradients and we can just generate 00:34:13.679 --> 00:34:14.950 align:start position:0% gradients and we can just generate whatever<00:34:14.240> function 00:34:14.950 --> 00:34:14.960 align:start position:0% whatever function 00:34:14.960 --> 00:34:17.109 align:start position:0% whatever function is<00:34:15.280> uh<00:34:15.679> it's<00:34:15.839> better<00:34:16.079> for<00:34:16.320> us<00:34:16.480> to<00:34:16.560> compute<00:34:16.879> that 00:34:17.109 --> 00:34:17.119 align:start position:0% is uh it's better for us to compute that 00:34:17.119 --> 00:34:17.990 align:start position:0% is uh it's better for us to compute that gradients<00:34:17.679> and 00:34:17.990 --> 00:34:18.000 align:start position:0% gradients and 00:34:18.000 --> 00:34:20.869 align:start position:0% gradients and call<00:34:18.240> this<00:34:18.639> and<00:34:18.879> call<00:34:19.119> this<00:34:19.359> function<00:34:20.159> using 00:34:20.869 --> 00:34:20.879 align:start position:0% call this and call this function using 00:34:20.879 --> 00:34:22.149 align:start position:0% call this and call this function using this<00:34:21.119> syntax 00:34:22.149 --> 00:34:22.159 align:start position:0% this syntax 00:34:22.159 --> 00:34:23.990 align:start position:0% this syntax or<00:34:22.399> we<00:34:22.560> can<00:34:22.800> also<00:34:23.200> implement<00:34:23.599> a<00:34:23.679> quantum 00:34:23.990 --> 00:34:24.000 align:start position:0% or we can also implement a quantum 00:34:24.000 --> 00:34:26.069 align:start position:0% or we can also implement a quantum natural<00:34:24.480> gradient<00:34:24.800> which<00:34:25.040> is<00:34:25.200> a<00:34:25.359> result<00:34:25.760> a 00:34:26.069 --> 00:34:26.079 align:start position:0% natural gradient which is a result a 00:34:26.079 --> 00:34:27.349 align:start position:0% natural gradient which is a result a quite<00:34:26.320> recent<00:34:26.639> result<00:34:27.040> from 00:34:27.349 --> 00:34:27.359 align:start position:0% quite recent result from 00:34:27.359 --> 00:34:30.790 align:start position:0% quite recent result from stock<00:34:27.599> zero<00:34:28.560> and<00:34:28.960> by<00:34:29.119> calling<00:34:29.520> qng 00:34:30.790 --> 00:34:30.800 align:start position:0% stock zero and by calling qng 00:34:30.800 --> 00:34:32.629 align:start position:0% stock zero and by calling qng so<00:34:31.040> in<00:34:31.119> the<00:34:31.280> end<00:34:31.440> the<00:34:31.520> idea<00:34:31.839> of<00:34:31.919> tequila<00:34:32.480> is 00:34:32.629 --> 00:34:32.639 align:start position:0% so in the end the idea of tequila is 00:34:32.639 --> 00:34:35.109 align:start position:0% so in the end the idea of tequila is that<00:34:33.280> providing<00:34:33.839> as<00:34:34.000> much<00:34:34.240> flexibility<00:34:34.960> as 00:34:35.109 --> 00:34:35.119 align:start position:0% that providing as much flexibility as 00:34:35.119 --> 00:34:36.310 align:start position:0% that providing as much flexibility as possible<00:34:35.599> so<00:34:35.919> if 00:34:36.310 --> 00:34:36.320 align:start position:0% possible so if 00:34:36.320 --> 00:34:39.349 align:start position:0% possible so if something<00:34:36.720> is<00:34:36.960> not<00:34:37.359> a<00:34:38.480> program<00:34:38.879> in<00:34:38.960> the 00:34:39.349 --> 00:34:39.359 align:start position:0% something is not a program in the 00:34:39.359 --> 00:34:41.109 align:start position:0% something is not a program in the in<00:34:39.440> the<00:34:39.599> library<00:34:40.159> you<00:34:40.240> can<00:34:40.399> just<00:34:40.720> run<00:34:40.960> by 00:34:41.109 --> 00:34:41.119 align:start position:0% in the library you can just run by 00:34:41.119 --> 00:34:42.790 align:start position:0% in the library you can just run by yourself<00:34:41.760> and<00:34:41.919> use<00:34:42.240> it 00:34:42.790 --> 00:34:42.800 align:start position:0% yourself and use it 00:34:42.800 --> 00:34:47.510 align:start position:0% yourself and use it very<00:34:43.119> easily<00:34:43.520> in<00:34:43.679> a<00:34:43.919> simple<00:34:44.320> line 00:34:47.510 --> 00:34:47.520 align:start position:0% 00:34:47.520 --> 00:34:49.829 align:start position:0% uh<00:34:47.679> we<00:34:47.919> also<00:34:48.399> have<00:34:48.639> recently<00:34:49.040> implemented<00:34:49.679> the 00:34:49.829 --> 00:34:49.839 align:start position:0% uh we also have recently implemented the 00:34:49.839 --> 00:34:52.069 align:start position:0% uh we also have recently implemented the directing<00:34:50.320> version<00:34:50.639> of<00:34:50.879> iterative<00:34:51.440> subspace 00:34:52.069 --> 00:34:52.079 align:start position:0% directing version of iterative subspace 00:34:52.079 --> 00:34:52.710 align:start position:0% directing version of iterative subspace that<00:34:52.320> this 00:34:52.710 --> 00:34:52.720 align:start position:0% that this 00:34:52.720 --> 00:34:55.829 align:start position:0% that this uh<00:34:53.359> algorithm<00:34:54.159> would<00:34:55.280> which 00:34:55.829 --> 00:34:55.839 align:start position:0% uh algorithm would which 00:34:55.839 --> 00:34:57.990 align:start position:0% uh algorithm would which help<00:34:56.159> us<00:34:56.399> to<00:34:56.960> convert<00:34:57.440> into<00:34:57.599> machine 00:34:57.990 --> 00:34:58.000 align:start position:0% help us to convert into machine 00:34:58.000 --> 00:35:00.390 align:start position:0% help us to convert into machine precision<00:34:58.560> and<00:34:58.720> this<00:34:58.960> is<00:34:59.040> very<00:34:59.280> important<00:34:59.760> for 00:35:00.390 --> 00:35:00.400 align:start position:0% precision and this is very important for 00:35:00.400 --> 00:35:03.510 align:start position:0% precision and this is very important for chemistry<00:35:01.040> simulations<00:35:02.320> and<00:35:03.119> this 00:35:03.510 --> 00:35:03.520 align:start position:0% chemistry simulations and this 00:35:03.520 --> 00:35:06.630 align:start position:0% chemistry simulations and this this<00:35:03.920> works<00:35:04.320> um<00:35:05.520> once<00:35:05.839> we<00:35:06.000> are<00:35:06.160> close<00:35:06.400> to<00:35:06.560> the 00:35:06.630 --> 00:35:06.640 align:start position:0% this works um once we are close to the 00:35:06.640 --> 00:35:07.270 align:start position:0% this works um once we are close to the solution 00:35:07.270 --> 00:35:07.280 align:start position:0% solution 00:35:07.280 --> 00:35:09.030 align:start position:0% solution and<00:35:07.520> just<00:35:07.760> kicks<00:35:08.079> in<00:35:08.240> when<00:35:08.400> the<00:35:08.560> maximal 00:35:09.030 --> 00:35:09.040 align:start position:0% and just kicks in when the maximal 00:35:09.040 --> 00:35:10.630 align:start position:0% and just kicks in when the maximal gradient<00:35:09.440> achieve<00:35:09.760> the<00:35:09.839> tolerance 00:35:10.630 --> 00:35:10.640 align:start position:0% gradient achieve the tolerance 00:35:10.640 --> 00:35:12.470 align:start position:0% gradient achieve the tolerance so<00:35:10.800> these<00:35:11.040> are<00:35:11.200> for<00:35:11.359> instance<00:35:11.599> some<00:35:11.760> benchmark 00:35:12.470 --> 00:35:12.480 align:start position:0% so these are for instance some benchmark 00:35:12.480 --> 00:35:14.470 align:start position:0% so these are for instance some benchmark simulations<00:35:13.119> uh<00:35:13.359> that<00:35:13.599> compares<00:35:14.000> the 00:35:14.470 --> 00:35:14.480 align:start position:0% simulations uh that compares the 00:35:14.480 --> 00:35:17.910 align:start position:0% simulations uh that compares the some<00:35:14.960> the<00:35:15.119> different<00:35:16.800> optimizers 00:35:17.910 --> 00:35:17.920 align:start position:0% some the different optimizers 00:35:17.920 --> 00:35:19.589 align:start position:0% some the different optimizers and<00:35:18.079> then<00:35:18.320> the<00:35:18.800> in<00:35:18.960> particular<00:35:19.440> the 00:35:19.589 --> 00:35:19.599 align:start position:0% and then the in particular the 00:35:19.599 --> 00:35:21.430 align:start position:0% and then the in particular the stochastic<00:35:20.000> grain<00:35:20.320> descent<00:35:20.720> with<00:35:20.960> this 00:35:21.430 --> 00:35:21.440 align:start position:0% stochastic grain descent with this 00:35:21.440 --> 00:35:24.550 align:start position:0% stochastic grain descent with this this<00:35:22.160> uh<00:35:22.480> optimization<00:35:23.440> so<00:35:23.599> this<00:35:24.240> this<00:35:24.400> will 00:35:24.550 --> 00:35:24.560 align:start position:0% this uh optimization so this this will 00:35:24.560 --> 00:35:26.710 align:start position:0% this uh optimization so this this will be<00:35:24.720> useful<00:35:25.119> especially<00:35:25.599> for<00:35:25.760> chemistry<00:35:26.400> as<00:35:26.560> i 00:35:26.710 --> 00:35:26.720 align:start position:0% be useful especially for chemistry as i 00:35:26.720 --> 00:35:28.069 align:start position:0% be useful especially for chemistry as i said<00:35:26.960> when<00:35:27.280> you<00:35:27.440> need 00:35:28.069 --> 00:35:28.079 align:start position:0% said when you need 00:35:28.079 --> 00:35:32.069 align:start position:0% said when you need to<00:35:28.240> press<00:35:29.440> huge<00:35:29.760> accuracy<00:35:30.560> in<00:35:30.880> in<00:35:31.040> your<00:35:31.280> result 00:35:32.069 --> 00:35:32.079 align:start position:0% to press huge accuracy in in your result 00:35:32.079 --> 00:35:35.190 align:start position:0% to press huge accuracy in in your result this<00:35:32.320> is<00:35:32.400> also<00:35:32.720> implemented<00:35:33.280> we<00:35:33.440> just<00:35:33.680> have<00:35:33.920> to 00:35:35.190 --> 00:35:35.200 align:start position:0% this is also implemented we just have to 00:35:35.200 --> 00:35:39.510 align:start position:0% this is also implemented we just have to specify<00:35:35.680> the<00:35:35.839> tolerance<00:35:36.480> and<00:35:36.640> and<00:35:36.800> that's<00:35:37.119> it 00:35:39.510 --> 00:35:39.520 align:start position:0% 00:35:39.520 --> 00:35:41.349 align:start position:0% and<00:35:39.680> then<00:35:40.000> as<00:35:40.160> i<00:35:40.240> said<00:35:40.400> we<00:35:40.560> have<00:35:40.640> the<00:35:40.800> numerical 00:35:41.349 --> 00:35:41.359 align:start position:0% and then as i said we have the numerical 00:35:41.359 --> 00:35:43.270 align:start position:0% and then as i said we have the numerical and<00:35:41.520> customized<00:35:42.320> gradients<00:35:42.800> that<00:35:42.960> we<00:35:43.119> can 00:35:43.270 --> 00:35:43.280 align:start position:0% and customized gradients that we can 00:35:43.280 --> 00:35:44.069 align:start position:0% and customized gradients that we can just<00:35:43.520> construct 00:35:44.069 --> 00:35:44.079 align:start position:0% just construct 00:35:44.079 --> 00:35:47.270 align:start position:0% just construct and<00:35:44.240> we<00:35:44.480> use<00:35:45.680> with<00:35:46.400> the<00:35:46.560> gradient-based 00:35:47.270 --> 00:35:47.280 align:start position:0% and we use with the gradient-based 00:35:47.280 --> 00:35:50.390 align:start position:0% and we use with the gradient-based optimizers<00:35:48.480> and<00:35:49.200> in<00:35:49.280> the<00:35:49.520> end<00:35:49.760> the<00:35:49.920> idea<00:35:50.240> is 00:35:50.390 --> 00:35:50.400 align:start position:0% optimizers and in the end the idea is 00:35:50.400 --> 00:35:50.870 align:start position:0% optimizers and in the end the idea is that 00:35:50.870 --> 00:35:50.880 align:start position:0% that 00:35:50.880 --> 00:35:54.470 align:start position:0% that we<00:35:51.119> want<00:35:51.359> to<00:35:52.079> implement<00:35:53.200> the<00:35:53.520> gradients<00:35:54.240> as 00:35:54.470 --> 00:35:54.480 align:start position:0% we want to implement the gradients as 00:35:54.480 --> 00:35:57.190 align:start position:0% we want to implement the gradients as significantly<00:35:55.119> cheaper 00:35:57.190 --> 00:35:57.200 align:start position:0% significantly cheaper 00:35:57.200 --> 00:36:00.230 align:start position:0% significantly cheaper with<00:35:57.359> the<00:35:57.440> expectation<00:35:58.000> values<00:35:58.560> etc<00:35:59.359> so<00:35:59.760> as<00:36:00.079> i 00:36:00.230 --> 00:36:00.240 align:start position:0% with the expectation values etc so as i 00:36:00.240 --> 00:36:00.630 align:start position:0% with the expectation values etc so as i said 00:36:00.630 --> 00:36:00.640 align:start position:0% said 00:36:00.640 --> 00:36:02.870 align:start position:0% said the<00:36:01.119> goal<00:36:01.440> of<00:36:01.599> tequila<00:36:02.079> is<00:36:02.240> always<00:36:02.640> to 00:36:02.870 --> 00:36:02.880 align:start position:0% the goal of tequila is always to 00:36:02.880 --> 00:36:04.230 align:start position:0% the goal of tequila is always to simplify<00:36:03.440> the<00:36:03.599> effort 00:36:04.230 --> 00:36:04.240 align:start position:0% simplify the effort 00:36:04.240 --> 00:36:06.150 align:start position:0% simplify the effort of<00:36:04.480> programming<00:36:05.040> so<00:36:05.280> everything<00:36:05.680> is<00:36:05.839> already 00:36:06.150 --> 00:36:06.160 align:start position:0% of programming so everything is already 00:36:06.160 --> 00:36:08.150 align:start position:0% of programming so everything is already programmed<00:36:06.560> but<00:36:06.880> in<00:36:07.040> case<00:36:07.280> it's<00:36:07.599> not 00:36:08.150 --> 00:36:08.160 align:start position:0% programmed but in case it's not 00:36:08.160 --> 00:36:09.910 align:start position:0% programmed but in case it's not you<00:36:08.320> can<00:36:08.560> still<00:36:08.880> use<00:36:09.040> the<00:36:09.200> language<00:36:09.599> so<00:36:09.760> you 00:36:09.910 --> 00:36:09.920 align:start position:0% you can still use the language so you 00:36:09.920 --> 00:36:11.670 align:start position:0% you can still use the language so you can<00:36:10.079> just<00:36:10.320> program<00:36:10.800> it<00:36:10.880> by<00:36:11.040> yourself 00:36:11.670 --> 00:36:11.680 align:start position:0% can just program it by yourself 00:36:11.680 --> 00:36:14.390 align:start position:0% can just program it by yourself and<00:36:12.000> call<00:36:12.240> the<00:36:12.560> your<00:36:12.800> method<00:36:13.839> in<00:36:14.000> a<00:36:14.079> single 00:36:14.390 --> 00:36:14.400 align:start position:0% and call the your method in a single 00:36:14.400 --> 00:36:17.030 align:start position:0% and call the your method in a single line 00:36:17.030 --> 00:36:17.040 align:start position:0% 00:36:17.040 --> 00:36:19.030 align:start position:0% and<00:36:17.200> then<00:36:17.520> just<00:36:18.000> to<00:36:18.160> close<00:36:18.800> with<00:36:18.960> the 00:36:19.030 --> 00:36:19.040 align:start position:0% and then just to close with the 00:36:19.040 --> 00:36:20.390 align:start position:0% and then just to close with the optimization<00:36:19.599> part<00:36:19.839> we<00:36:20.000> also 00:36:20.390 --> 00:36:20.400 align:start position:0% optimization part we also 00:36:20.400 --> 00:36:22.310 align:start position:0% optimization part we also have<00:36:20.560> implemented<00:36:21.040> by<00:36:21.200> using<00:36:21.599> optimization 00:36:22.310 --> 00:36:22.320 align:start position:0% have implemented by using optimization 00:36:22.320 --> 00:36:23.990 align:start position:0% have implemented by using optimization in<00:36:22.400> particular<00:36:22.960> phoenix<00:36:23.599> and<00:36:23.760> j 00:36:23.990 --> 00:36:24.000 align:start position:0% in particular phoenix and j 00:36:24.000 --> 00:36:27.030 align:start position:0% in particular phoenix and j biopt<00:36:25.040> and<00:36:25.599> you<00:36:25.760> can<00:36:26.000> check<00:36:26.240> the 00:36:27.030 --> 00:36:27.040 align:start position:0% biopt and you can check the 00:36:27.040 --> 00:36:28.870 align:start position:0% biopt and you can check the the<00:36:27.119> documentation<00:36:27.839> of<00:36:28.000> these<00:36:28.400> of<00:36:28.560> these 00:36:28.870 --> 00:36:28.880 align:start position:0% the documentation of these of these 00:36:28.880 --> 00:36:30.069 align:start position:0% the documentation of these of these methods<00:36:29.280> in<00:36:29.440> their 00:36:30.069 --> 00:36:30.079 align:start position:0% methods in their 00:36:30.079 --> 00:36:33.349 align:start position:0% methods in their respective<00:36:31.520> repositories<00:36:32.720> but 00:36:33.349 --> 00:36:33.359 align:start position:0% respective repositories but 00:36:33.359 --> 00:36:35.829 align:start position:0% respective repositories but as<00:36:33.520> i<00:36:33.599> said<00:36:33.839> we<00:36:34.000> want<00:36:34.240> to<00:36:34.640> even<00:36:35.200> apply<00:36:35.599> even 00:36:35.829 --> 00:36:35.839 align:start position:0% as i said we want to even apply even 00:36:35.839 --> 00:36:37.910 align:start position:0% as i said we want to even apply even more<00:36:36.160> so<00:36:36.320> if<00:36:36.480> you<00:36:36.560> have<00:36:36.800> any<00:36:36.960> suggestions<00:36:37.680> of 00:36:37.910 --> 00:36:37.920 align:start position:0% more so if you have any suggestions of 00:36:37.920 --> 00:36:41.190 align:start position:0% more so if you have any suggestions of other<00:36:38.480> optimization<00:36:39.040> techniques<00:36:39.599> or<00:36:39.839> other 00:36:41.190 --> 00:36:41.200 align:start position:0% other optimization techniques or other 00:36:41.200 --> 00:36:43.750 align:start position:0% other optimization techniques or other gradient<00:36:42.240> based<00:36:42.560> techniques<00:36:43.119> please<00:36:43.359> let<00:36:43.599> us 00:36:43.750 --> 00:36:43.760 align:start position:0% gradient based techniques please let us 00:36:43.760 --> 00:36:44.710 align:start position:0% gradient based techniques please let us know<00:36:44.079> and<00:36:44.240> we<00:36:44.400> are 00:36:44.710 --> 00:36:44.720 align:start position:0% know and we are 00:36:44.720 --> 00:36:46.470 align:start position:0% know and we are we<00:36:44.880> will<00:36:45.040> be<00:36:45.119> more<00:36:45.280> than<00:36:45.440> happy<00:36:45.760> to<00:36:46.079> implement 00:36:46.470 --> 00:36:46.480 align:start position:0% we will be more than happy to implement 00:36:46.480 --> 00:36:49.270 align:start position:0% we will be more than happy to implement that<00:36:46.720> in<00:36:46.800> the<00:36:46.880> future 00:36:49.270 --> 00:36:49.280 align:start position:0% that in the future 00:36:49.280 --> 00:36:50.950 align:start position:0% that in the future and<00:36:49.359> then<00:36:49.599> finally<00:36:50.000> we<00:36:50.160> have<00:36:50.400> the<00:36:50.640> noise 00:36:50.950 --> 00:36:50.960 align:start position:0% and then finally we have the noise 00:36:50.960 --> 00:36:53.270 align:start position:0% and then finally we have the noise models<00:36:51.520> and<00:36:52.000> the<00:36:52.160> problem<00:36:52.400> with<00:36:52.560> noise<00:36:52.880> models 00:36:53.270 --> 00:36:53.280 align:start position:0% models and the problem with noise models 00:36:53.280 --> 00:36:54.069 align:start position:0% models and the problem with noise models is<00:36:53.359> that<00:36:53.680> every 00:36:54.069 --> 00:36:54.079 align:start position:0% is that every 00:36:54.079 --> 00:36:56.550 align:start position:0% is that every backend<00:36:54.720> and<00:36:55.280> deals<00:36:55.599> with<00:36:55.839> it<00:36:55.920> in<00:36:56.079> a<00:36:56.160> different 00:36:56.550 --> 00:36:56.560 align:start position:0% backend and deals with it in a different 00:36:56.560 --> 00:36:57.349 align:start position:0% backend and deals with it in a different way 00:36:57.349 --> 00:36:57.359 align:start position:0% way 00:36:57.359 --> 00:37:00.310 align:start position:0% way so<00:36:57.599> we<00:36:57.760> needed<00:36:58.079> to<00:36:58.240> find<00:36:58.560> a<00:36:58.640> way<00:36:58.960> to<00:36:59.920> to<00:37:00.079> use 00:37:00.310 --> 00:37:00.320 align:start position:0% so we needed to find a way to to use 00:37:00.320 --> 00:37:02.710 align:start position:0% so we needed to find a way to to use that<00:37:00.560> in<00:37:00.720> tequila<00:37:01.200> in<00:37:01.359> a<00:37:01.520> unified<00:37:02.160> form 00:37:02.710 --> 00:37:02.720 align:start position:0% that in tequila in a unified form 00:37:02.720 --> 00:37:05.829 align:start position:0% that in tequila in a unified form so<00:37:03.200> uh<00:37:03.760> the<00:37:03.920> same<00:37:04.160> code<00:37:04.480> and<00:37:04.640> the<00:37:04.800> same<00:37:05.599> noise 00:37:05.829 --> 00:37:05.839 align:start position:0% so uh the same code and the same noise 00:37:05.839 --> 00:37:08.069 align:start position:0% so uh the same code and the same noise model<00:37:06.160> can<00:37:06.400> be<00:37:06.560> applied<00:37:06.960> to<00:37:07.119> any<00:37:07.359> other 00:37:08.069 --> 00:37:08.079 align:start position:0% model can be applied to any other 00:37:08.079 --> 00:37:11.190 align:start position:0% model can be applied to any other backends<00:37:08.800> easily<00:37:09.839> so<00:37:10.000> these<00:37:10.240> are<00:37:10.480> the 00:37:11.190 --> 00:37:11.200 align:start position:0% backends easily so these are the 00:37:11.200 --> 00:37:13.349 align:start position:0% backends easily so these are the these<00:37:11.440> are<00:37:11.599> the<00:37:12.079> general<00:37:12.480> features<00:37:12.800> that<00:37:13.040> we 00:37:13.349 --> 00:37:13.359 align:start position:0% these are the general features that we 00:37:13.359 --> 00:37:14.870 align:start position:0% these are the general features that we take<00:37:13.599> the<00:37:13.760> assumptions<00:37:14.240> that<00:37:14.320> we<00:37:14.480> take<00:37:14.720> into 00:37:14.870 --> 00:37:14.880 align:start position:0% take the assumptions that we take into 00:37:14.880 --> 00:37:16.710 align:start position:0% take the assumptions that we take into account<00:37:15.280> so<00:37:15.520> if<00:37:15.680> noise<00:37:16.000> is<00:37:16.240> present 00:37:16.710 --> 00:37:16.720 align:start position:0% account so if noise is present 00:37:16.720 --> 00:37:19.270 align:start position:0% account so if noise is present any<00:37:16.960> gate<00:37:17.200> may<00:37:17.359> be<00:37:17.520> affected<00:37:17.920> by<00:37:18.160> noise<00:37:19.119> the 00:37:19.270 --> 00:37:19.280 align:start position:0% any gate may be affected by noise the 00:37:19.280 --> 00:37:21.190 align:start position:0% any gate may be affected by noise the second<00:37:19.680> one<00:37:19.920> is<00:37:20.079> that<00:37:20.320> noise<00:37:20.640> effects 00:37:21.190 --> 00:37:21.200 align:start position:0% second one is that noise effects 00:37:21.200 --> 00:37:23.349 align:start position:0% second one is that noise effects and<00:37:21.359> qubit<00:37:21.680> gaze<00:37:22.000> independent<00:37:22.640> of<00:37:22.800> the<00:37:22.960> noise 00:37:23.349 --> 00:37:23.359 align:start position:0% and qubit gaze independent of the noise 00:37:23.359 --> 00:37:24.550 align:start position:0% and qubit gaze independent of the noise on<00:37:23.520> mqb<00:37:24.000> gates 00:37:24.550 --> 00:37:24.560 align:start position:0% on mqb gates 00:37:24.560 --> 00:37:27.349 align:start position:0% on mqb gates which<00:37:24.800> means<00:37:25.040> that<00:37:25.359> two<00:37:25.520> qubit<00:37:25.839> gates<00:37:27.040> noise 00:37:27.349 --> 00:37:27.359 align:start position:0% which means that two qubit gates noise 00:37:27.359 --> 00:37:29.270 align:start position:0% which means that two qubit gates noise is<00:37:27.599> independent<00:37:28.160> of<00:37:28.320> the<00:37:28.480> noise<00:37:28.800> on<00:37:29.119> three 00:37:29.270 --> 00:37:29.280 align:start position:0% is independent of the noise on three 00:37:29.280 --> 00:37:31.190 align:start position:0% is independent of the noise on three qubit<00:37:29.599> gates<00:37:29.920> for<00:37:30.079> instance 00:37:31.190 --> 00:37:31.200 align:start position:0% qubit gates for instance 00:37:31.200 --> 00:37:33.190 align:start position:0% qubit gates for instance then<00:37:31.440> noise<00:37:31.760> probabilities<00:37:32.480> are<00:37:32.640> independent 00:37:33.190 --> 00:37:33.200 align:start position:0% then noise probabilities are independent 00:37:33.200 --> 00:37:34.630 align:start position:0% then noise probabilities are independent on<00:37:33.280> the<00:37:33.440> position<00:37:33.839> of<00:37:33.920> the<00:37:34.000> circuit<00:37:34.400> so<00:37:34.560> it 00:37:34.630 --> 00:37:34.640 align:start position:0% on the position of the circuit so it 00:37:34.640 --> 00:37:36.310 align:start position:0% on the position of the circuit so it doesn't<00:37:34.960> matter<00:37:35.280> if<00:37:35.440> the<00:37:35.599> gate<00:37:35.920> is<00:37:36.079> at<00:37:36.240> the 00:37:36.310 --> 00:37:36.320 align:start position:0% doesn't matter if the gate is at the 00:37:36.320 --> 00:37:38.550 align:start position:0% doesn't matter if the gate is at the beginning<00:37:36.880> or<00:37:37.040> it's<00:37:37.280> at<00:37:37.359> the<00:37:37.520> end<00:37:37.760> the<00:37:38.000> noise 00:37:38.550 --> 00:37:38.560 align:start position:0% beginning or it's at the end the noise 00:37:38.560 --> 00:37:40.470 align:start position:0% beginning or it's at the end the noise model<00:37:38.880> will<00:37:38.960> be<00:37:39.119> applied<00:37:39.680> exactly<00:37:40.079> the<00:37:40.240> same 00:37:40.470 --> 00:37:40.480 align:start position:0% model will be applied exactly the same 00:37:40.480 --> 00:37:41.910 align:start position:0% model will be applied exactly the same in<00:37:40.640> these<00:37:40.800> two<00:37:40.960> gates 00:37:41.910 --> 00:37:41.920 align:start position:0% in these two gates 00:37:41.920 --> 00:37:43.589 align:start position:0% in these two gates and<00:37:42.079> then<00:37:42.240> the<00:37:42.400> number<00:37:42.640> of<00:37:42.720> qubits<00:37:43.200> involved 00:37:43.589 --> 00:37:43.599 align:start position:0% and then the number of qubits involved 00:37:43.599 --> 00:37:45.589 align:start position:0% and then the number of qubits involved in<00:37:43.760> the<00:37:43.920> gate 00:37:45.589 --> 00:37:45.599 align:start position:0% in the gate 00:37:45.599 --> 00:37:48.710 align:start position:0% in the gate dictates<00:37:46.240> what<00:37:46.480> noise<00:37:47.680> may<00:37:47.920> occur<00:37:48.400> so 00:37:48.710 --> 00:37:48.720 align:start position:0% dictates what noise may occur so 00:37:48.720 --> 00:37:50.870 align:start position:0% dictates what noise may occur so c<00:37:48.880> not<00:37:49.119> gates<00:37:49.440> is<00:37:49.599> not<00:37:49.839> nicer<00:37:50.320> than<00:37:50.480> a<00:37:50.560> control 00:37:50.870 --> 00:37:50.880 align:start position:0% c not gates is not nicer than a control 00:37:50.880 --> 00:37:52.710 align:start position:0% c not gates is not nicer than a control z<00:37:51.119> gates<00:37:51.440> the<00:37:51.599> noise<00:37:51.920> is<00:37:52.079> exactly<00:37:52.400> the<00:37:52.480> same 00:37:52.710 --> 00:37:52.720 align:start position:0% z gates the noise is exactly the same 00:37:52.720 --> 00:37:54.390 align:start position:0% z gates the noise is exactly the same because<00:37:52.960> the<00:37:53.119> only<00:37:53.280> thing<00:37:53.440> that<00:37:53.599> matters<00:37:54.000> is 00:37:54.390 --> 00:37:54.400 align:start position:0% because the only thing that matters is 00:37:54.400 --> 00:37:59.990 align:start position:0% because the only thing that matters is that<00:37:54.640> it's<00:37:54.800> a<00:37:54.960> two<00:37:55.119> cubic<00:37:55.599> gate<00:37:56.000> noise<00:37:56.400> model 00:37:59.990 --> 00:38:00.000 align:start position:0% 00:38:00.000 --> 00:38:02.069 align:start position:0% and<00:38:00.400> then<00:38:00.720> these<00:38:00.960> are<00:38:01.119> the<00:38:01.359> some<00:38:01.599> of<00:38:01.760> the 00:38:02.069 --> 00:38:02.079 align:start position:0% and then these are the some of the 00:38:02.079 --> 00:38:04.069 align:start position:0% and then these are the some of the supporting<00:38:02.640> simulated<00:38:03.200> backgrounds<00:38:03.680> of<00:38:03.920> of 00:38:04.069 --> 00:38:04.079 align:start position:0% supporting simulated backgrounds of of 00:38:04.079 --> 00:38:06.230 align:start position:0% supporting simulated backgrounds of of these<00:38:04.320> noise<00:38:04.560> models<00:38:04.960> with<00:38:05.200> flips<00:38:05.599> face<00:38:05.839> flips 00:38:06.230 --> 00:38:06.240 align:start position:0% these noise models with flips face flips 00:38:06.240 --> 00:38:07.190 align:start position:0% these noise models with flips face flips amplitude<00:38:06.720> dams 00:38:07.190 --> 00:38:07.200 align:start position:0% amplitude dams 00:38:07.200 --> 00:38:09.589 align:start position:0% amplitude dams face<00:38:07.440> damps<00:38:07.920> and<00:38:08.480> symmetrical<00:38:09.040> polarizing 00:38:09.589 --> 00:38:09.599 align:start position:0% face damps and symmetrical polarizing 00:38:09.599 --> 00:38:11.270 align:start position:0% face damps and symmetrical polarizing phase<00:38:09.920> amplitude<00:38:10.320> damps<00:38:10.640> so<00:38:10.800> these<00:38:11.040> are<00:38:11.119> the 00:38:11.270 --> 00:38:11.280 align:start position:0% phase amplitude damps so these are the 00:38:11.280 --> 00:38:12.790 align:start position:0% phase amplitude damps so these are the very<00:38:11.599> common<00:38:11.920> ones 00:38:12.790 --> 00:38:12.800 align:start position:0% very common ones 00:38:12.800 --> 00:38:15.510 align:start position:0% very common ones and<00:38:13.520> you<00:38:13.839> you<00:38:14.000> can<00:38:14.240> just<00:38:14.560> create<00:38:14.880> your<00:38:15.119> noise 00:38:15.510 --> 00:38:15.520 align:start position:0% and you you can just create your noise 00:38:15.520 --> 00:38:16.470 align:start position:0% and you you can just create your noise model<00:38:15.920> by 00:38:16.470 --> 00:38:16.480 align:start position:0% model by 00:38:16.480 --> 00:38:19.349 align:start position:0% model by combining<00:38:17.040> all<00:38:17.200> of<00:38:17.359> them<00:38:18.000> and<00:38:18.720> generate<00:38:19.119> your 00:38:19.349 --> 00:38:19.359 align:start position:0% combining all of them and generate your 00:38:19.359 --> 00:38:21.030 align:start position:0% combining all of them and generate your own<00:38:19.520> noise<00:38:19.760> model<00:38:20.079> and<00:38:20.240> just<00:38:20.400> by<00:38:20.640> calling 00:38:21.030 --> 00:38:21.040 align:start position:0% own noise model and just by calling 00:38:21.040 --> 00:38:23.510 align:start position:0% own noise model and just by calling noise<00:38:21.440> equal<00:38:21.839> your<00:38:22.079> noise<00:38:22.400> model<00:38:22.800> uh<00:38:23.040> tequila 00:38:23.510 --> 00:38:23.520 align:start position:0% noise equal your noise model uh tequila 00:38:23.520 --> 00:38:24.390 align:start position:0% noise equal your noise model uh tequila will<00:38:23.680> implement<00:38:24.079> that 00:38:24.390 --> 00:38:24.400 align:start position:0% will implement that 00:38:24.400 --> 00:38:27.190 align:start position:0% will implement that that<00:38:24.640> model<00:38:25.520> so<00:38:26.320> something<00:38:26.640> that<00:38:26.880> to<00:38:27.040> take 00:38:27.190 --> 00:38:27.200 align:start position:0% that model so something that to take 00:38:27.200 --> 00:38:28.790 align:start position:0% that model so something that to take into<00:38:27.440> account<00:38:27.760> noise<00:38:28.000> is<00:38:28.160> only<00:38:28.320> supported 00:38:28.790 --> 00:38:28.800 align:start position:0% into account noise is only supported 00:38:28.800 --> 00:38:29.670 align:start position:0% into account noise is only supported when<00:38:29.040> sampling 00:38:29.670 --> 00:38:29.680 align:start position:0% when sampling 00:38:29.680 --> 00:38:32.710 align:start position:0% when sampling obviously<00:38:30.240> so<00:38:30.640> you<00:38:30.800> can<00:38:31.119> you<00:38:31.359> need<00:38:31.599> to<00:38:32.000> specify 00:38:32.710 --> 00:38:32.720 align:start position:0% obviously so you can you need to specify 00:38:32.720 --> 00:38:34.310 align:start position:0% obviously so you can you need to specify in<00:38:32.800> your<00:38:33.119> minimization<00:38:33.839> or<00:38:34.079> in<00:38:34.160> your 00:38:34.310 --> 00:38:34.320 align:start position:0% in your minimization or in your 00:38:34.320 --> 00:38:36.230 align:start position:0% in your minimization or in your simulation<00:38:35.040> the<00:38:35.200> samples<00:38:35.760> of<00:38:35.920> your 00:38:36.230 --> 00:38:36.240 align:start position:0% simulation the samples of your 00:38:36.240 --> 00:38:38.790 align:start position:0% simulation the samples of your of<00:38:36.400> your<00:38:36.560> simulation<00:38:37.680> and<00:38:38.000> also<00:38:38.320> tequila 00:38:38.790 --> 00:38:38.800 align:start position:0% of your simulation and also tequila 00:38:38.800 --> 00:38:41.829 align:start position:0% of your simulation and also tequila supports<00:38:39.359> and<00:38:39.680> device<00:38:40.240> noise<00:38:40.560> simulation<00:38:41.280> so 00:38:41.829 --> 00:38:41.839 align:start position:0% supports and device noise simulation so 00:38:41.839 --> 00:38:43.910 align:start position:0% supports and device noise simulation so in<00:38:42.000> case<00:38:42.320> that<00:38:42.560> somebody<00:38:42.960> can<00:38:43.359> propose<00:38:43.839> a 00:38:43.910 --> 00:38:43.920 align:start position:0% in case that somebody can propose a 00:38:43.920 --> 00:38:45.430 align:start position:0% in case that somebody can propose a particular<00:38:44.560> noise<00:38:44.800> model 00:38:45.430 --> 00:38:45.440 align:start position:0% particular noise model 00:38:45.440 --> 00:38:47.430 align:start position:0% particular noise model that<00:38:45.760> is<00:38:45.920> suitable<00:38:46.480> for<00:38:46.640> this<00:38:46.880> particular 00:38:47.430 --> 00:38:47.440 align:start position:0% that is suitable for this particular 00:38:47.440 --> 00:38:49.349 align:start position:0% that is suitable for this particular chip<00:38:48.160> you<00:38:48.320> can<00:38:48.560> call<00:38:48.800> it<00:38:48.960> by 00:38:49.349 --> 00:38:49.359 align:start position:0% chip you can call it by 00:38:49.359 --> 00:38:55.349 align:start position:0% chip you can call it by by<00:38:49.599> just<00:38:50.640> spelling<00:38:51.040> the<00:38:51.200> name<00:38:51.440> of<00:38:51.839> that<00:38:52.000> device 00:38:55.349 --> 00:38:55.359 align:start position:0% 00:38:55.359 --> 00:38:57.510 align:start position:0% so<00:38:55.520> with<00:38:55.760> this<00:38:56.000> i<00:38:56.160> conclude<00:38:56.640> all<00:38:56.800> these 00:38:57.510 --> 00:38:57.520 align:start position:0% so with this i conclude all these 00:38:57.520 --> 00:39:00.150 align:start position:0% so with this i conclude all these general<00:38:57.920> features<00:38:58.480> of<00:38:58.800> of<00:38:58.960> tequila<00:38:59.839> and<00:39:00.079> i 00:39:00.150 --> 00:39:00.160 align:start position:0% general features of of tequila and i 00:39:00.160 --> 00:39:00.470 align:start position:0% general features of of tequila and i will 00:39:00.470 --> 00:39:00.480 align:start position:0% will 00:39:00.480 --> 00:39:03.670 align:start position:0% will start<00:39:00.720> with<00:39:00.960> more<00:39:02.160> examples<00:39:02.800> and<00:39:03.040> particular 00:39:03.670 --> 00:39:03.680 align:start position:0% start with more examples and particular 00:39:03.680 --> 00:39:06.150 align:start position:0% start with more examples and particular usage<00:39:04.240> of<00:39:04.640> tequila<00:39:05.119> starting<00:39:05.520> with<00:39:05.680> the 00:39:06.150 --> 00:39:06.160 align:start position:0% usage of tequila starting with the 00:39:06.160 --> 00:39:08.390 align:start position:0% usage of tequila starting with the most<00:39:06.400> basic<00:39:06.800> ones<00:39:07.359> which<00:39:07.599> is<00:39:07.839> creating<00:39:08.320> a 00:39:08.390 --> 00:39:08.400 align:start position:0% most basic ones which is creating a 00:39:08.400 --> 00:39:10.310 align:start position:0% most basic ones which is creating a quantum<00:39:08.800> circuit 00:39:10.310 --> 00:39:10.320 align:start position:0% quantum circuit 00:39:10.320 --> 00:39:11.910 align:start position:0% quantum circuit so<00:39:10.640> for<00:39:10.800> instance<00:39:11.119> if<00:39:11.200> we<00:39:11.280> want<00:39:11.440> to<00:39:11.599> create<00:39:11.839> a 00:39:11.910 --> 00:39:11.920 align:start position:0% so for instance if we want to create a 00:39:11.920 --> 00:39:13.829 align:start position:0% so for instance if we want to create a quantum<00:39:12.240> circuit<00:39:12.640> with<00:39:12.800> a<00:39:12.880> hammer<00:39:13.359> gate<00:39:13.599> and<00:39:13.760> a 00:39:13.829 --> 00:39:13.839 align:start position:0% quantum circuit with a hammer gate and a 00:39:13.839 --> 00:39:15.430 align:start position:0% quantum circuit with a hammer gate and a control<00:39:14.160> not<00:39:14.400> gate<00:39:14.640> which<00:39:14.800> is<00:39:14.960> called<00:39:15.280> the 00:39:15.430 --> 00:39:15.440 align:start position:0% control not gate which is called the 00:39:15.440 --> 00:39:17.030 align:start position:0% control not gate which is called the kill<00:39:15.680> against<00:39:16.079> hadamard<00:39:16.720> and 00:39:17.030 --> 00:39:17.040 align:start position:0% kill against hadamard and 00:39:17.040 --> 00:39:19.190 align:start position:0% kill against hadamard and specified<00:39:17.599> the<00:39:17.680> target<00:39:18.160> we<00:39:18.320> can<00:39:18.560> grab<00:39:18.960> the 00:39:19.190 --> 00:39:19.200 align:start position:0% specified the target we can grab the 00:39:19.200 --> 00:39:20.310 align:start position:0% specified the target we can grab the target<00:39:19.680> equal 00:39:20.310 --> 00:39:20.320 align:start position:0% target equal 00:39:20.320 --> 00:39:23.109 align:start position:0% target equal whatever<00:39:20.800> cubit<00:39:21.200> or<00:39:21.359> we<00:39:21.520> can<00:39:21.680> just<00:39:22.400> put<00:39:22.640> the 00:39:23.109 --> 00:39:23.119 align:start position:0% whatever cubit or we can just put the 00:39:23.119 --> 00:39:24.390 align:start position:0% whatever cubit or we can just put the then<00:39:23.440> the<00:39:23.599> qubit 00:39:24.390 --> 00:39:24.400 align:start position:0% then the qubit 00:39:24.400 --> 00:39:26.630 align:start position:0% then the qubit number<00:39:24.960> inside<00:39:25.280> of<00:39:25.440> it<00:39:25.599> and<00:39:25.839> by<00:39:26.079> default<00:39:26.480> it 00:39:26.630 --> 00:39:26.640 align:start position:0% number inside of it and by default it 00:39:26.640 --> 00:39:28.069 align:start position:0% number inside of it and by default it will<00:39:26.960> tequila<00:39:27.359> will<00:39:27.599> understand 00:39:28.069 --> 00:39:28.079 align:start position:0% will tequila will understand 00:39:28.079 --> 00:39:31.030 align:start position:0% will tequila will understand that<00:39:28.240> that's<00:39:28.480> the<00:39:28.640> target<00:39:30.320> and<00:39:30.400> then<00:39:30.640> once<00:39:30.880> we 00:39:31.030 --> 00:39:31.040 align:start position:0% that that's the target and then once we 00:39:31.040 --> 00:39:32.710 align:start position:0% that that's the target and then once we have<00:39:31.200> our<00:39:31.440> circuit<00:39:31.839> we<00:39:31.920> can<00:39:32.160> decide 00:39:32.710 --> 00:39:32.720 align:start position:0% have our circuit we can decide 00:39:32.720 --> 00:39:35.349 align:start position:0% have our circuit we can decide to<00:39:33.200> print<00:39:33.520> that<00:39:33.680> circuit<00:39:34.240> or<00:39:34.480> we<00:39:34.640> can<00:39:34.880> draw<00:39:35.200> the 00:39:35.349 --> 00:39:35.359 align:start position:0% to print that circuit or we can draw the 00:39:35.359 --> 00:39:35.990 align:start position:0% to print that circuit or we can draw the circuit 00:39:35.990 --> 00:39:36.000 align:start position:0% circuit 00:39:36.000 --> 00:39:38.310 align:start position:0% circuit and<00:39:36.320> not<00:39:36.560> only<00:39:36.720> drawing<00:39:37.280> in<00:39:37.520> this<00:39:37.760> particular 00:39:38.310 --> 00:39:38.320 align:start position:0% and not only drawing in this particular 00:39:38.320 --> 00:39:39.670 align:start position:0% and not only drawing in this particular manner<00:39:38.640> but<00:39:38.800> we<00:39:38.960> can<00:39:39.200> just 00:39:39.670 --> 00:39:39.680 align:start position:0% manner but we can just 00:39:39.680 --> 00:39:43.109 align:start position:0% manner but we can just use<00:39:40.400> particular<00:39:41.040> drawing<00:39:41.520> and 00:39:43.109 --> 00:39:43.119 align:start position:0% use particular drawing and 00:39:43.119 --> 00:39:45.190 align:start position:0% use particular drawing and of<00:39:43.440> of<00:39:43.760> some<00:39:44.000> of<00:39:44.079> the<00:39:44.240> backends<00:39:44.640> for<00:39:44.800> instance 00:39:45.190 --> 00:39:45.200 align:start position:0% of of some of the backends for instance 00:39:45.200 --> 00:39:46.390 align:start position:0% of of some of the backends for instance kiskit 00:39:46.390 --> 00:39:46.400 align:start position:0% kiskit 00:39:46.400 --> 00:39:48.150 align:start position:0% kiskit prefers<00:39:46.800> to<00:39:46.960> draw<00:39:47.280> circuits<00:39:47.680> in<00:39:47.760> a<00:39:47.839> different 00:39:48.150 --> 00:39:48.160 align:start position:0% prefers to draw circuits in a different 00:39:48.160 --> 00:39:50.470 align:start position:0% prefers to draw circuits in a different way<00:39:48.400> so<00:39:48.560> we<00:39:48.720> can<00:39:48.880> also<00:39:49.119> do<00:39:49.280> that<00:39:49.520> if<00:39:49.599> we<00:39:49.760> prefer 00:39:50.470 --> 00:39:50.480 align:start position:0% way so we can also do that if we prefer 00:39:50.480 --> 00:39:52.950 align:start position:0% way so we can also do that if we prefer this<00:39:50.720> other<00:39:50.960> form<00:39:51.599> so<00:39:51.760> in<00:39:51.839> the<00:39:52.000> end<00:39:52.240> since<00:39:52.720> all 00:39:52.950 --> 00:39:52.960 align:start position:0% this other form so in the end since all 00:39:52.960 --> 00:39:54.470 align:start position:0% this other form so in the end since all kisket<00:39:53.440> is<00:39:53.599> implemented<00:39:54.160> in 00:39:54.470 --> 00:39:54.480 align:start position:0% kisket is implemented in 00:39:54.480 --> 00:39:57.109 align:start position:0% kisket is implemented in in<00:39:54.640> tequila<00:39:55.359> we<00:39:55.520> can<00:39:55.680> use<00:39:56.160> any<00:39:56.560> feature<00:39:56.880> that 00:39:57.109 --> 00:39:57.119 align:start position:0% in tequila we can use any feature that 00:39:57.119 --> 00:39:57.829 align:start position:0% in tequila we can use any feature that kisket<00:39:57.520> has 00:39:57.829 --> 00:39:57.839 align:start position:0% kisket has 00:39:57.839 --> 00:40:01.190 align:start position:0% kisket has in<00:39:57.920> tequila<00:40:00.000> another<00:40:00.560> way<00:40:00.800> to 00:40:01.190 --> 00:40:01.200 align:start position:0% in tequila another way to 00:40:01.200 --> 00:40:03.109 align:start position:0% in tequila another way to to<00:40:01.359> construct<00:40:01.760> the<00:40:01.920> circuit<00:40:02.480> uh<00:40:02.720> if<00:40:02.880> we<00:40:02.960> want 00:40:03.109 --> 00:40:03.119 align:start position:0% to construct the circuit uh if we want 00:40:03.119 --> 00:40:04.870 align:start position:0% to construct the circuit uh if we want to<00:40:03.200> implement<00:40:03.599> hadamard<00:40:04.000> gates<00:40:04.319> in<00:40:04.480> more<00:40:04.640> than 00:40:04.870 --> 00:40:04.880 align:start position:0% to implement hadamard gates in more than 00:40:04.880 --> 00:40:07.190 align:start position:0% to implement hadamard gates in more than one<00:40:05.119> qubit<00:40:05.520> we<00:40:05.680> can<00:40:05.839> just<00:40:06.160> specify<00:40:06.720> that<00:40:06.960> in<00:40:07.119> a 00:40:07.190 --> 00:40:07.200 align:start position:0% one qubit we can just specify that in a 00:40:07.200 --> 00:40:08.710 align:start position:0% one qubit we can just specify that in a vector<00:40:07.599> in<00:40:07.760> a<00:40:07.839> list<00:40:08.079> form 00:40:08.710 --> 00:40:08.720 align:start position:0% vector in a list form 00:40:08.720 --> 00:40:10.950 align:start position:0% vector in a list form so<00:40:08.880> it<00:40:08.960> will<00:40:09.119> be<00:40:09.359> easier<00:40:09.760> to<00:40:10.160> or<00:40:10.480> it<00:40:10.640> will<00:40:10.800> be 00:40:10.950 --> 00:40:10.960 align:start position:0% so it will be easier to or it will be 00:40:10.960 --> 00:40:12.390 align:start position:0% so it will be easier to or it will be more<00:40:11.200> compact<00:40:11.760> to 00:40:12.390 --> 00:40:12.400 align:start position:0% more compact to 00:40:12.400 --> 00:40:14.309 align:start position:0% more compact to to<00:40:12.560> construct<00:40:13.040> this<00:40:13.200> circuit<00:40:13.760> so<00:40:13.920> this<00:40:14.160> is 00:40:14.309 --> 00:40:14.319 align:start position:0% to construct this circuit so this is 00:40:14.319 --> 00:40:17.670 align:start position:0% to construct this circuit so this is also<00:40:14.640> supported 00:40:17.670 --> 00:40:17.680 align:start position:0% 00:40:17.680 --> 00:40:19.270 align:start position:0% then<00:40:17.839> we<00:40:18.000> have<00:40:18.160> the<00:40:18.400> quantum<00:40:18.720> circuit<00:40:19.040> gates 00:40:19.270 --> 00:40:19.280 align:start position:0% then we have the quantum circuit gates 00:40:19.280 --> 00:40:21.670 align:start position:0% then we have the quantum circuit gates that<00:40:19.440> i<00:40:19.599> implement<00:40:20.319> i<00:40:20.480> explained<00:40:20.960> before<00:40:21.359> but 00:40:21.670 --> 00:40:21.680 align:start position:0% that i implement i explained before but 00:40:21.680 --> 00:40:23.829 align:start position:0% that i implement i explained before but let's<00:40:21.920> see<00:40:22.480> some<00:40:22.640> particular<00:40:23.200> examples<00:40:23.680> of 00:40:23.829 --> 00:40:23.839 align:start position:0% let's see some particular examples of 00:40:23.839 --> 00:40:26.309 align:start position:0% let's see some particular examples of them<00:40:24.400> so<00:40:24.560> we<00:40:24.720> have<00:40:24.880> predefined<00:40:25.440> gates<00:40:25.839> versus 00:40:26.309 --> 00:40:26.319 align:start position:0% them so we have predefined gates versus 00:40:26.319 --> 00:40:27.750 align:start position:0% them so we have predefined gates versus poly<00:40:26.720> strings<00:40:27.040> and<00:40:27.200> control 00:40:27.750 --> 00:40:27.760 align:start position:0% poly strings and control 00:40:27.760 --> 00:40:31.030 align:start position:0% poly strings and control target<00:40:28.079> definition<00:40:28.880> so<00:40:29.359> we<00:40:29.520> can<00:40:29.839> either<00:40:30.640> call 00:40:31.030 --> 00:40:31.040 align:start position:0% target definition so we can either call 00:40:31.040 --> 00:40:33.109 align:start position:0% target definition so we can either call rotational<00:40:31.520> white<00:40:31.839> gate<00:40:32.079> with<00:40:32.400> angle<00:40:32.720> 1<00:40:33.040> and 00:40:33.109 --> 00:40:33.119 align:start position:0% rotational white gate with angle 1 and 00:40:33.119 --> 00:40:34.069 align:start position:0% rotational white gate with angle 1 and target<00:40:33.520> 0 00:40:34.069 --> 00:40:34.079 align:start position:0% target 0 00:40:34.079 --> 00:40:37.990 align:start position:0% target 0 plus<00:40:34.400> the<00:40:34.880> x<00:40:35.119> gate<00:40:35.920> or<00:40:36.079> we<00:40:36.240> can<00:40:36.480> just<00:40:36.880> um 00:40:37.990 --> 00:40:38.000 align:start position:0% plus the x gate or we can just um 00:40:38.000 --> 00:40:40.630 align:start position:0% plus the x gate or we can just um as<00:40:38.240> for<00:40:38.480> this<00:40:38.640> poly<00:40:39.040> string<00:40:39.359> in<00:40:39.520> this<00:40:39.680> case<00:40:40.240> the 00:40:40.630 --> 00:40:40.640 align:start position:0% as for this poly string in this case the 00:40:40.640 --> 00:40:41.109 align:start position:0% as for this poly string in this case the uh 00:40:41.109 --> 00:40:41.119 align:start position:0% uh 00:40:41.119 --> 00:40:43.589 align:start position:0% uh the<00:40:41.359> poly<00:40:41.839> y<00:40:42.079> gate<00:40:42.640> and<00:40:42.880> it<00:40:42.960> will<00:40:43.119> generate 00:40:43.589 --> 00:40:43.599 align:start position:0% the poly y gate and it will generate 00:40:43.599 --> 00:40:45.109 align:start position:0% the poly y gate and it will generate exactly<00:40:44.000> the<00:40:44.079> same<00:40:44.400> gate<00:40:44.720> so 00:40:45.109 --> 00:40:45.119 align:start position:0% exactly the same gate so 00:40:45.119 --> 00:40:48.309 align:start position:0% exactly the same gate so the<00:40:45.680> the<00:40:46.720> the<00:40:46.880> good<00:40:47.119> thing<00:40:47.280> of<00:40:47.440> having<00:40:47.680> this<00:40:48.000> uh 00:40:48.309 --> 00:40:48.319 align:start position:0% the the the good thing of having this uh 00:40:48.319 --> 00:40:50.710 align:start position:0% the the the good thing of having this uh rp<00:40:48.720> gate<00:40:49.119> is<00:40:49.200> that<00:40:49.359> we<00:40:49.520> can<00:40:49.839> just<00:40:50.079> decide<00:40:50.480> any 00:40:50.710 --> 00:40:50.720 align:start position:0% rp gate is that we can just decide any 00:40:50.720 --> 00:40:52.069 align:start position:0% rp gate is that we can just decide any possible<00:40:51.280> poly<00:40:51.599> string 00:40:52.069 --> 00:40:52.079 align:start position:0% possible poly string 00:40:52.079 --> 00:40:55.109 align:start position:0% possible poly string of<00:40:52.160> course<00:40:52.640> it's<00:40:52.960> only<00:40:53.280> y<00:40:53.599> or<00:40:53.839> x<00:40:54.160> or<00:40:54.319> z<00:40:54.720> or<00:40:54.880> z 00:40:55.109 --> 00:40:55.119 align:start position:0% of course it's only y or x or z or z 00:40:55.119 --> 00:40:56.309 align:start position:0% of course it's only y or x or z or z they<00:40:55.359> are<00:40:55.440> predefined 00:40:56.309 --> 00:40:56.319 align:start position:0% they are predefined 00:40:56.319 --> 00:40:58.950 align:start position:0% they are predefined but<00:40:56.480> if<00:40:56.640> not<00:40:56.880> you<00:40:57.040> can<00:40:57.280> still<00:40:57.520> use<00:40:57.760> them<00:40:58.640> and 00:40:58.950 --> 00:40:58.960 align:start position:0% but if not you can still use them and 00:40:58.960 --> 00:41:00.630 align:start position:0% but if not you can still use them and these<00:40:59.280> two<00:40:59.599> ways 00:41:00.630 --> 00:41:00.640 align:start position:0% these two ways 00:41:00.640 --> 00:41:02.710 align:start position:0% these two ways are<00:41:00.960> exactly<00:41:01.359> the<00:41:01.520> same<00:41:01.760> in<00:41:01.920> delivers<00:41:02.400> exactly 00:41:02.710 --> 00:41:02.720 align:start position:0% are exactly the same in delivers exactly 00:41:02.720 --> 00:41:04.710 align:start position:0% are exactly the same in delivers exactly the<00:41:02.800> same<00:41:03.040> circuit 00:41:04.710 --> 00:41:04.720 align:start position:0% the same circuit 00:41:04.720 --> 00:41:06.710 align:start position:0% the same circuit then<00:41:04.880> we<00:41:05.040> have<00:41:05.200> power<00:41:05.520> gates<00:41:06.000> so<00:41:06.240> for<00:41:06.400> instance 00:41:06.710 --> 00:41:06.720 align:start position:0% then we have power gates so for instance 00:41:06.720 --> 00:41:08.390 align:start position:0% then we have power gates so for instance we<00:41:06.880> can<00:41:07.040> call<00:41:07.440> y-gate<00:41:08.079> and 00:41:08.390 --> 00:41:08.400 align:start position:0% we can call y-gate and 00:41:08.400 --> 00:41:11.430 align:start position:0% we can call y-gate and specify<00:41:08.880> the<00:41:09.040> power<00:41:10.079> and 00:41:11.430 --> 00:41:11.440 align:start position:0% specify the power and 00:41:11.440 --> 00:41:13.510 align:start position:0% specify the power and and<00:41:11.760> we<00:41:11.920> also<00:41:12.160> have<00:41:12.400> public<00:41:12.800> strings<00:41:13.200> versus 00:41:13.510 --> 00:41:13.520 align:start position:0% and we also have public strings versus 00:41:13.520 --> 00:41:14.950 align:start position:0% and we also have public strings versus structuralization<00:41:14.240> in<00:41:14.319> this<00:41:14.560> case 00:41:14.950 --> 00:41:14.960 align:start position:0% structuralization in this case 00:41:14.960 --> 00:41:18.309 align:start position:0% structuralization in this case both<00:41:15.680> gates<00:41:16.000> are<00:41:16.079> the<00:41:16.240> same<00:41:16.960> so<00:41:17.680> as<00:41:17.839> i<00:41:18.000> said<00:41:18.240> you 00:41:18.309 --> 00:41:18.319 align:start position:0% both gates are the same so as i said you 00:41:18.319 --> 00:41:20.870 align:start position:0% both gates are the same so as i said you can<00:41:18.480> just<00:41:18.800> specify<00:41:19.200> your<00:41:19.359> published<00:41:19.839> strings 00:41:20.870 --> 00:41:20.880 align:start position:0% can just specify your published strings 00:41:20.880 --> 00:41:23.349 align:start position:0% can just specify your published strings as<00:41:21.200> in<00:41:21.359> this<00:41:21.520> case<00:41:21.839> x<00:41:22.079> and<00:41:22.160> y<00:41:22.480> or<00:41:22.640> you<00:41:22.800> can<00:41:23.040> also 00:41:23.349 --> 00:41:23.359 align:start position:0% as in this case x and y or you can also 00:41:23.359 --> 00:41:25.190 align:start position:0% as in this case x and y or you can also throttlerize<00:41:24.000> your<00:41:24.160> gate<00:41:24.560> using<00:41:24.800> the 00:41:25.190 --> 00:41:25.200 align:start position:0% throttlerize your gate using the 00:41:25.200 --> 00:41:27.109 align:start position:0% throttlerize your gate using the specifying<00:41:25.680> the<00:41:25.839> generator<00:41:26.480> in<00:41:26.560> this<00:41:26.800> case 00:41:27.109 --> 00:41:27.119 align:start position:0% specifying the generator in this case 00:41:27.119 --> 00:41:31.750 align:start position:0% specifying the generator in this case probably<00:41:27.520> x<00:41:27.760> and<00:41:27.920> y 00:41:31.750 --> 00:41:31.760 align:start position:0% 00:41:31.760 --> 00:41:33.750 align:start position:0% then<00:41:32.000> with<00:41:32.400> wavefunction<00:41:33.040> measurements<00:41:33.599> we 00:41:33.750 --> 00:41:33.760 align:start position:0% then with wavefunction measurements we 00:41:33.760 --> 00:41:35.670 align:start position:0% then with wavefunction measurements we can<00:41:33.920> simulate<00:41:34.319> the<00:41:34.400> wave<00:41:34.640> function<00:41:35.040> by<00:41:35.280> just 00:41:35.670 --> 00:41:35.680 align:start position:0% can simulate the wave function by just 00:41:35.680 --> 00:41:38.069 align:start position:0% can simulate the wave function by just spelling<00:41:36.160> the<00:41:36.319> q<00:41:36.560> simulate<00:41:37.280> and<00:41:38.000> in 00:41:38.069 --> 00:41:38.079 align:start position:0% spelling the q simulate and in 00:41:38.079 --> 00:41:40.150 align:start position:0% spelling the q simulate and in particular<00:41:38.720> we<00:41:38.800> can<00:41:39.040> specify<00:41:39.520> the<00:41:39.599> backend<00:41:40.079> if 00:41:40.150 --> 00:41:40.160 align:start position:0% particular we can specify the backend if 00:41:40.160 --> 00:41:41.829 align:start position:0% particular we can specify the backend if we<00:41:40.319> don't<00:41:40.560> specify<00:41:41.040> the<00:41:41.200> backend 00:41:41.829 --> 00:41:41.839 align:start position:0% we don't specify the backend 00:41:41.839 --> 00:41:44.550 align:start position:0% we don't specify the backend tequila<00:41:42.319> will<00:41:42.800> find<00:41:43.839> the<00:41:44.000> backend<00:41:44.319> that 00:41:44.550 --> 00:41:44.560 align:start position:0% tequila will find the backend that 00:41:44.560 --> 00:41:46.870 align:start position:0% tequila will find the backend that supports<00:41:45.040> a<00:41:45.119> wave<00:41:45.359> function<00:41:45.680> simulation 00:41:46.870 --> 00:41:46.880 align:start position:0% supports a wave function simulation 00:41:46.880 --> 00:41:48.950 align:start position:0% supports a wave function simulation and<00:41:47.200> this<00:41:47.440> is<00:41:47.599> particularly<00:41:48.319> useful<00:41:48.640> in<00:41:48.720> my 00:41:48.950 --> 00:41:48.960 align:start position:0% and this is particularly useful in my 00:41:48.960 --> 00:41:50.950 align:start position:0% and this is particularly useful in my opinion<00:41:49.440> when<00:41:49.599> you<00:41:49.680> want<00:41:49.920> to<00:41:50.160> check<00:41:50.480> if<00:41:50.640> your 00:41:50.950 --> 00:41:50.960 align:start position:0% opinion when you want to check if your 00:41:50.960 --> 00:41:53.670 align:start position:0% opinion when you want to check if your code<00:41:51.200> is<00:41:51.359> working<00:41:51.760> properly<00:41:52.400> or<00:41:52.640> if<00:41:52.800> you<00:41:52.960> don't 00:41:53.670 --> 00:41:53.680 align:start position:0% code is working properly or if you don't 00:41:53.680 --> 00:41:55.670 align:start position:0% code is working properly or if you don't mess<00:41:54.000> up<00:41:54.160> any<00:41:54.640> part<00:41:54.880> of<00:41:54.960> your<00:41:55.200> circuit 00:41:55.670 --> 00:41:55.680 align:start position:0% mess up any part of your circuit 00:41:55.680 --> 00:41:58.390 align:start position:0% mess up any part of your circuit especially<00:41:56.160> with<00:41:56.319> the<00:41:56.400> small<00:41:56.720> simulations 00:41:58.390 --> 00:41:58.400 align:start position:0% especially with the small simulations 00:41:58.400 --> 00:42:00.390 align:start position:0% especially with the small simulations and<00:41:58.640> then<00:41:58.800> we<00:41:58.960> can<00:41:59.200> simulate<00:41:59.680> the<00:41:59.839> circuit<00:42:00.240> but 00:42:00.390 --> 00:42:00.400 align:start position:0% and then we can simulate the circuit but 00:42:00.400 --> 00:42:01.990 align:start position:0% and then we can simulate the circuit but this<00:42:00.640> can<00:42:01.200> this<00:42:01.440> time<00:42:01.680> by 00:42:01.990 --> 00:42:02.000 align:start position:0% this can this time by 00:42:02.000 --> 00:42:04.150 align:start position:0% this can this time by sampling<00:42:02.640> so<00:42:02.800> automatically<00:42:03.440> we<00:42:03.599> will<00:42:03.760> obtain 00:42:04.150 --> 00:42:04.160 align:start position:0% sampling so automatically we will obtain 00:42:04.160 --> 00:42:05.990 align:start position:0% sampling so automatically we will obtain the<00:42:04.400> measurements<00:42:05.119> in<00:42:05.280> this<00:42:05.520> case 00:42:05.990 --> 00:42:06.000 align:start position:0% the measurements in this case 00:42:06.000 --> 00:42:10.309 align:start position:0% the measurements in this case uh<00:42:07.119> we<00:42:07.359> obtain<00:42:07.760> 10<00:42:08.000> times<00:42:08.240> the<00:42:08.400> state<00:42:08.720> 0<00:42:09.040> 0. 00:42:10.309 --> 00:42:10.319 align:start position:0% uh we obtain 10 times the state 0 0. 00:42:10.319 --> 00:42:12.550 align:start position:0% uh we obtain 10 times the state 0 0. we<00:42:10.560> can<00:42:10.720> print<00:42:11.040> the<00:42:11.119> measurements<00:42:11.920> and<00:42:12.319> and 00:42:12.550 --> 00:42:12.560 align:start position:0% we can print the measurements and and 00:42:12.560 --> 00:42:14.309 align:start position:0% we can print the measurements and and specify<00:42:13.119> which<00:42:13.359> measurements<00:42:13.839> we<00:42:14.000> would<00:42:14.079> like 00:42:14.309 --> 00:42:14.319 align:start position:0% specify which measurements we would like 00:42:14.319 --> 00:42:15.990 align:start position:0% specify which measurements we would like to<00:42:14.480> print<00:42:14.720> so<00:42:14.880> if<00:42:15.040> we<00:42:15.119> are<00:42:15.280> only<00:42:15.440> interested 00:42:15.990 --> 00:42:16.000 align:start position:0% to print so if we are only interested 00:42:16.000 --> 00:42:17.589 align:start position:0% to print so if we are only interested in<00:42:16.160> some<00:42:16.319> basis<00:42:16.720> elements<00:42:17.119> we<00:42:17.200> can<00:42:17.359> also 00:42:17.589 --> 00:42:17.599 align:start position:0% in some basis elements we can also 00:42:17.599 --> 00:42:19.190 align:start position:0% in some basis elements we can also specify<00:42:18.160> that 00:42:19.190 --> 00:42:19.200 align:start position:0% specify that 00:42:19.200 --> 00:42:22.150 align:start position:0% specify that or<00:42:19.520> we<00:42:19.680> can<00:42:19.920> just<00:42:20.720> we<00:42:20.880> can<00:42:21.119> simulate<00:42:22.000> the 00:42:22.150 --> 00:42:22.160 align:start position:0% or we can just we can simulate the 00:42:22.160 --> 00:42:23.910 align:start position:0% or we can just we can simulate the measurements<00:42:22.800> using<00:42:23.119> this 00:42:23.910 --> 00:42:23.920 align:start position:0% measurements using this 00:42:23.920 --> 00:42:27.910 align:start position:0% measurements using this other<00:42:24.240> syntax 00:42:27.910 --> 00:42:27.920 align:start position:0% 00:42:27.920 --> 00:42:29.109 align:start position:0% and<00:42:28.079> then<00:42:28.240> we<00:42:28.319> have<00:42:28.480> the<00:42:28.560> parameterized 00:42:29.109 --> 00:42:29.119 align:start position:0% and then we have the parameterized 00:42:29.119 --> 00:42:31.030 align:start position:0% and then we have the parameterized quantum<00:42:29.440> circuits<00:42:30.000> uh<00:42:30.319> we<00:42:30.560> define<00:42:30.960> the 00:42:31.030 --> 00:42:31.040 align:start position:0% quantum circuits uh we define the 00:42:31.040 --> 00:42:32.150 align:start position:0% quantum circuits uh we define the variables<00:42:31.680> first<00:42:31.920> we 00:42:32.150 --> 00:42:32.160 align:start position:0% variables first we 00:42:32.160 --> 00:42:34.150 align:start position:0% variables first we need<00:42:32.319> to<00:42:32.400> define<00:42:32.720> the<00:42:32.800> tequila<00:42:33.280> variable<00:42:34.000> and 00:42:34.150 --> 00:42:34.160 align:start position:0% need to define the tequila variable and 00:42:34.160 --> 00:42:36.230 align:start position:0% need to define the tequila variable and then<00:42:34.319> we<00:42:34.480> introduce<00:42:35.040> that<00:42:35.200> variable<00:42:35.760> into<00:42:36.000> our 00:42:36.230 --> 00:42:36.240 align:start position:0% then we introduce that variable into our 00:42:36.240 --> 00:42:37.270 align:start position:0% then we introduce that variable into our quantum<00:42:36.560> circuit 00:42:37.270 --> 00:42:37.280 align:start position:0% quantum circuit 00:42:37.280 --> 00:42:38.790 align:start position:0% quantum circuit and<00:42:37.440> then<00:42:37.599> we<00:42:37.760> can<00:42:38.079> simulate<00:42:38.400> the<00:42:38.560> wave 00:42:38.790 --> 00:42:38.800 align:start position:0% and then we can simulate the wave 00:42:38.800 --> 00:42:41.030 align:start position:0% and then we can simulate the wave function<00:42:39.119> by<00:42:39.440> specifying<00:42:40.079> the<00:42:40.240> value<00:42:40.560> of<00:42:40.720> that 00:42:41.030 --> 00:42:41.040 align:start position:0% function by specifying the value of that 00:42:41.040 --> 00:42:44.870 align:start position:0% function by specifying the value of that simulation<00:42:41.760> we<00:42:41.920> can<00:42:42.160> also<00:42:42.560> print<00:42:42.800> the<00:42:42.960> circuit 00:42:44.870 --> 00:42:44.880 align:start position:0% simulation we can also print the circuit 00:42:44.880 --> 00:42:47.190 align:start position:0% simulation we can also print the circuit and<00:42:45.040> draw<00:42:45.200> the<00:42:45.359> circuit<00:42:45.839> with<00:42:46.000> this<00:42:46.880> this 00:42:47.190 --> 00:42:47.200 align:start position:0% and draw the circuit with this this 00:42:47.200 --> 00:42:47.910 align:start position:0% and draw the circuit with this this value 00:42:47.910 --> 00:42:47.920 align:start position:0% value 00:42:47.920 --> 00:42:49.990 align:start position:0% value and<00:42:48.160> as<00:42:48.319> i<00:42:48.480> will<00:42:48.800> show<00:42:48.960> you<00:42:49.359> uh<00:42:49.520> that<00:42:49.680> will<00:42:49.839> be 00:42:49.990 --> 00:42:50.000 align:start position:0% and as i will show you uh that will be 00:42:50.000 --> 00:42:51.750 align:start position:0% and as i will show you uh that will be useful<00:42:50.400> when<00:42:50.560> we<00:42:50.720> want<00:42:50.880> to<00:42:51.119> optimize<00:42:51.599> the 00:42:51.750 --> 00:42:51.760 align:start position:0% useful when we want to optimize the 00:42:51.760 --> 00:42:54.710 align:start position:0% useful when we want to optimize the circuit<00:42:52.319> as<00:42:52.480> a<00:42:52.560> function<00:42:52.960> of<00:42:53.119> these<00:42:53.359> values 00:42:54.710 --> 00:42:54.720 align:start position:0% circuit as a function of these values 00:42:54.720 --> 00:42:56.710 align:start position:0% circuit as a function of these values so<00:42:54.960> we<00:42:55.119> can<00:42:55.359> also<00:42:55.599> extract<00:42:56.000> the<00:42:56.079> variables<00:42:56.560> so 00:42:56.710 --> 00:42:56.720 align:start position:0% so we can also extract the variables so 00:42:56.720 --> 00:42:58.790 align:start position:0% so we can also extract the variables so if<00:42:56.800> we<00:42:57.040> are<00:42:57.119> dealing<00:42:57.440> with<00:42:57.920> tons<00:42:58.240> of<00:42:58.319> variables 00:42:58.790 --> 00:42:58.800 align:start position:0% if we are dealing with tons of variables 00:42:58.800 --> 00:43:00.309 align:start position:0% if we are dealing with tons of variables for<00:42:58.960> some<00:42:59.119> reason<00:42:59.440> and<00:42:59.520> we<00:42:59.680> don't<00:42:59.920> remember 00:43:00.309 --> 00:43:00.319 align:start position:0% for some reason and we don't remember 00:43:00.319 --> 00:43:01.510 align:start position:0% for some reason and we don't remember exactly<00:43:00.720> how<00:43:00.960> many 00:43:01.510 --> 00:43:01.520 align:start position:0% exactly how many 00:43:01.520 --> 00:43:04.309 align:start position:0% exactly how many variables<00:43:02.000> we<00:43:02.160> have<00:43:02.480> we<00:43:02.640> can<00:43:03.119> extract<00:43:03.680> this<00:43:03.920> by 00:43:04.309 --> 00:43:04.319 align:start position:0% variables we have we can extract this by 00:43:04.319 --> 00:43:05.670 align:start position:0% variables we have we can extract this by these<00:43:04.560> variables<00:43:05.119> easily 00:43:05.670 --> 00:43:05.680 align:start position:0% these variables easily 00:43:05.680 --> 00:43:08.630 align:start position:0% these variables easily or<00:43:05.920> if<00:43:06.079> we<00:43:06.160> construct<00:43:06.960> our<00:43:07.280> circuit<00:43:07.760> in<00:43:07.839> a<00:43:08.000> loop 00:43:08.630 --> 00:43:08.640 align:start position:0% or if we construct our circuit in a loop 00:43:08.640 --> 00:43:09.349 align:start position:0% or if we construct our circuit in a loop so<00:43:08.880> we 00:43:09.349 --> 00:43:09.359 align:start position:0% so we 00:43:09.359 --> 00:43:10.630 align:start position:0% so we don't<00:43:09.520> remember<00:43:09.920> exactly<00:43:10.240> how<00:43:10.400> many 00:43:10.630 --> 00:43:10.640 align:start position:0% don't remember exactly how many 00:43:10.640 --> 00:43:12.470 align:start position:0% don't remember exactly how many variables<00:43:11.119> it<00:43:11.200> has<00:43:11.440> we<00:43:11.599> can<00:43:11.760> also<00:43:12.000> extract 00:43:12.470 --> 00:43:12.480 align:start position:0% variables it has we can also extract 00:43:12.480 --> 00:43:15.510 align:start position:0% variables it has we can also extract those<00:43:12.720> variables<00:43:13.359> and<00:43:13.920> we<00:43:14.079> can<00:43:14.400> also<00:43:14.640> optimize 00:43:15.510 --> 00:43:15.520 align:start position:0% those variables and we can also optimize 00:43:15.520 --> 00:43:17.109 align:start position:0% those variables and we can also optimize some<00:43:15.760> of<00:43:15.839> these<00:43:16.000> variables<00:43:16.560> and<00:43:16.720> let<00:43:16.960> the 00:43:17.109 --> 00:43:17.119 align:start position:0% some of these variables and let the 00:43:17.119 --> 00:43:19.349 align:start position:0% some of these variables and let the others 00:43:19.349 --> 00:43:19.359 align:start position:0% others 00:43:19.359 --> 00:43:21.190 align:start position:0% others and<00:43:19.520> let<00:43:19.760> the<00:43:19.920> others<00:43:20.480> without<00:43:20.800> touching 00:43:21.190 --> 00:43:21.200 align:start position:0% and let the others without touching 00:43:21.200 --> 00:43:23.030 align:start position:0% and let the others without touching during<00:43:21.520> the<00:43:21.760> minimization<00:43:22.480> process<00:43:22.880> for 00:43:23.030 --> 00:43:23.040 align:start position:0% during the minimization process for 00:43:23.040 --> 00:43:25.349 align:start position:0% during the minimization process for instance<00:43:23.440> if<00:43:23.599> we<00:43:23.760> want<00:43:24.000> to<00:43:24.160> optimize 00:43:25.349 --> 00:43:25.359 align:start position:0% instance if we want to optimize 00:43:25.359 --> 00:43:28.390 align:start position:0% instance if we want to optimize using<00:43:25.680> the<00:43:25.920> layer<00:43:26.640> wise<00:43:26.960> approach<00:43:27.760> so<00:43:27.920> this<00:43:28.160> is 00:43:28.390 --> 00:43:28.400 align:start position:0% using the layer wise approach so this is 00:43:28.400 --> 00:43:31.910 align:start position:0% using the layer wise approach so this is very<00:43:28.640> easily<00:43:29.040> implemented<00:43:29.680> in<00:43:29.760> tequila 00:43:31.910 --> 00:43:31.920 align:start position:0% very easily implemented in tequila 00:43:31.920 --> 00:43:33.910 align:start position:0% very easily implemented in tequila and<00:43:32.079> then<00:43:32.240> we<00:43:32.800> have<00:43:33.040> different<00:43:33.359> ways<00:43:33.599> to 00:43:33.910 --> 00:43:33.920 align:start position:0% and then we have different ways to 00:43:33.920 --> 00:43:35.670 align:start position:0% and then we have different ways to define<00:43:34.240> a<00:43:34.319> hamiltonian<00:43:35.040> so<00:43:35.200> in<00:43:35.280> general<00:43:35.520> the 00:43:35.670 --> 00:43:35.680 align:start position:0% define a hamiltonian so in general the 00:43:35.680 --> 00:43:37.750 align:start position:0% define a hamiltonian so in general the hamiltonian<00:43:36.319> will<00:43:36.480> be<00:43:36.640> defined<00:43:37.119> with<00:43:37.440> poly 00:43:37.750 --> 00:43:37.760 align:start position:0% hamiltonian will be defined with poly 00:43:37.760 --> 00:43:38.630 align:start position:0% hamiltonian will be defined with poly strings 00:43:38.630 --> 00:43:38.640 align:start position:0% strings 00:43:38.640 --> 00:43:41.030 align:start position:0% strings so<00:43:38.880> paulie<00:43:39.280> strings<00:43:39.760> are<00:43:39.920> not<00:43:40.160> the<00:43:40.319> same<00:43:40.560> class 00:43:41.030 --> 00:43:41.040 align:start position:0% so paulie strings are not the same class 00:43:41.040 --> 00:43:42.550 align:start position:0% so paulie strings are not the same class as<00:43:41.359> paulie<00:43:41.760> mattresses 00:43:42.550 --> 00:43:42.560 align:start position:0% as paulie mattresses 00:43:42.560 --> 00:43:45.190 align:start position:0% as paulie mattresses but<00:43:42.880> the<00:43:43.040> idea<00:43:43.440> is<00:43:43.760> is<00:43:43.920> very<00:43:44.160> similar<00:43:44.880> so<00:43:45.040> we 00:43:45.190 --> 00:43:45.200 align:start position:0% but the idea is is very similar so we 00:43:45.200 --> 00:43:46.550 align:start position:0% but the idea is is very similar so we just<00:43:45.440> called<00:43:45.760> paulie<00:43:46.160> x 00:43:46.550 --> 00:43:46.560 align:start position:0% just called paulie x 00:43:46.560 --> 00:43:48.870 align:start position:0% just called paulie x in<00:43:46.640> this<00:43:46.880> case<00:43:47.200> or<00:43:47.280> probably<00:43:47.680> y<00:43:48.000> etc<00:43:48.560> we<00:43:48.720> can 00:43:48.870 --> 00:43:48.880 align:start position:0% in this case or probably y etc we can 00:43:48.880 --> 00:43:49.829 align:start position:0% in this case or probably y etc we can use<00:43:49.200> a<00:43:49.280> list 00:43:49.829 --> 00:43:49.839 align:start position:0% use a list 00:43:49.839 --> 00:43:52.470 align:start position:0% use a list to<00:43:50.000> implement<00:43:50.400> this<00:43:50.720> poly<00:43:51.280> x<00:43:51.599> gate<00:43:52.000> on 00:43:52.470 --> 00:43:52.480 align:start position:0% to implement this poly x gate on 00:43:52.480 --> 00:43:54.309 align:start position:0% to implement this poly x gate on different<00:43:52.800> qubits<00:43:53.280> at<00:43:53.359> the<00:43:53.440> same<00:43:53.680> time 00:43:54.309 --> 00:43:54.319 align:start position:0% different qubits at the same time 00:43:54.319 --> 00:43:56.710 align:start position:0% different qubits at the same time and<00:43:54.480> we<00:43:54.640> can<00:43:54.800> also<00:43:55.119> check<00:43:55.440> if<00:43:56.000> the<00:43:56.079> hamiltonian 00:43:56.710 --> 00:43:56.720 align:start position:0% and we can also check if the hamiltonian 00:43:56.720 --> 00:43:58.230 align:start position:0% and we can also check if the hamiltonian is<00:43:56.880> our<00:43:56.960> median<00:43:57.440> if<00:43:57.680> it's<00:43:57.839> not 00:43:58.230 --> 00:43:58.240 align:start position:0% is our median if it's not 00:43:58.240 --> 00:44:00.069 align:start position:0% is our median if it's not we<00:43:58.400> can<00:43:58.640> extract<00:43:58.960> the<00:43:59.119> medium<00:43:59.520> part<00:43:59.760> on<00:43:59.920> the 00:44:00.069 --> 00:44:00.079 align:start position:0% we can extract the medium part on the 00:44:00.079 --> 00:44:01.510 align:start position:0% we can extract the medium part on the anterior<00:44:00.400> median<00:44:00.800> part 00:44:01.510 --> 00:44:01.520 align:start position:0% anterior median part 00:44:01.520 --> 00:44:04.390 align:start position:0% anterior median part and<00:44:01.839> as<00:44:02.000> i<00:44:02.079> will<00:44:02.319> show<00:44:02.480> you<00:44:02.720> later<00:44:03.359> we<00:44:03.520> can<00:44:03.680> also 00:44:04.390 --> 00:44:04.400 align:start position:0% and as i will show you later we can also 00:44:04.400 --> 00:44:06.829 align:start position:0% and as i will show you later we can also obtain<00:44:04.720> the<00:44:04.800> hamiltonian<00:44:05.440> for<00:44:05.599> a<00:44:05.680> molecule 00:44:06.829 --> 00:44:06.839 align:start position:0% obtain the hamiltonian for a molecule 00:44:06.839 --> 00:44:08.069 align:start position:0% obtain the hamiltonian for a molecule directly 00:44:08.069 --> 00:44:08.079 align:start position:0% directly 00:44:08.079 --> 00:44:09.910 align:start position:0% directly and<00:44:08.319> of<00:44:08.400> course<00:44:08.720> printing<00:44:09.040> that<00:44:09.200> hamiltonian 00:44:09.910 --> 00:44:09.920 align:start position:0% and of course printing that hamiltonian 00:44:09.920 --> 00:44:12.230 align:start position:0% and of course printing that hamiltonian if<00:44:10.079> necessary 00:44:12.230 --> 00:44:12.240 align:start position:0% if necessary 00:44:12.240 --> 00:44:14.150 align:start position:0% if necessary and<00:44:12.400> then<00:44:12.640> how<00:44:12.880> can<00:44:13.119> we<00:44:13.280> create<00:44:13.599> an<00:44:13.760> objective 00:44:14.150 --> 00:44:14.160 align:start position:0% and then how can we create an objective 00:44:14.160 --> 00:44:15.829 align:start position:0% and then how can we create an objective as<00:44:14.319> i<00:44:14.400> said<00:44:14.560> the<00:44:14.720> objective<00:44:15.280> is 00:44:15.829 --> 00:44:15.839 align:start position:0% as i said the objective is 00:44:15.839 --> 00:44:17.829 align:start position:0% as i said the objective is is<00:44:16.000> the<00:44:16.079> expectation<00:44:16.720> value<00:44:17.119> or<00:44:17.280> a<00:44:17.440> function 00:44:17.829 --> 00:44:17.839 align:start position:0% is the expectation value or a function 00:44:17.839 --> 00:44:19.430 align:start position:0% is the expectation value or a function of<00:44:17.920> the<00:44:18.160> expectation<00:44:18.800> values 00:44:19.430 --> 00:44:19.440 align:start position:0% of the expectation values 00:44:19.440 --> 00:44:21.190 align:start position:0% of the expectation values so<00:44:19.680> in<00:44:19.760> this<00:44:19.920> case<00:44:20.160> the<00:44:20.319> objective<00:44:20.800> is<00:44:20.880> just 00:44:21.190 --> 00:44:21.200 align:start position:0% so in this case the objective is just 00:44:21.200 --> 00:44:23.270 align:start position:0% so in this case the objective is just expectation<00:44:21.760> value<00:44:22.079> of<00:44:22.160> the<00:44:22.240> hamiltonian<00:44:23.040> of 00:44:23.270 --> 00:44:23.280 align:start position:0% expectation value of the hamiltonian of 00:44:23.280 --> 00:44:24.230 align:start position:0% expectation value of the hamiltonian of publix<00:44:23.839> gate 00:44:24.230 --> 00:44:24.240 align:start position:0% publix gate 00:44:24.240 --> 00:44:26.150 align:start position:0% publix gate so<00:44:24.480> when<00:44:24.720> creating<00:44:25.040> this<00:44:25.280> expectation<00:44:25.839> value 00:44:26.150 --> 00:44:26.160 align:start position:0% so when creating this expectation value 00:44:26.160 --> 00:44:28.309 align:start position:0% so when creating this expectation value tequila<00:44:26.640> will<00:44:26.880> ask<00:44:27.119> for<00:44:27.280> the<00:44:27.359> hamiltonian<00:44:28.160> and 00:44:28.309 --> 00:44:28.319 align:start position:0% tequila will ask for the hamiltonian and 00:44:28.319 --> 00:44:28.630 align:start position:0% tequila will ask for the hamiltonian and the 00:44:28.630 --> 00:44:28.640 align:start position:0% the 00:44:28.640 --> 00:44:30.230 align:start position:0% the and<00:44:28.720> the<00:44:28.880> silkwood<00:44:29.280> that<00:44:29.440> generates<00:44:29.839> the<00:44:30.000> wave 00:44:30.230 --> 00:44:30.240 align:start position:0% and the silkwood that generates the wave 00:44:30.240 --> 00:44:31.990 align:start position:0% and the silkwood that generates the wave function 00:44:31.990 --> 00:44:32.000 align:start position:0% function 00:44:32.000 --> 00:44:34.150 align:start position:0% function and<00:44:32.400> we<00:44:32.560> can<00:44:32.800> compile<00:44:33.359> this<00:44:33.520> expectation 00:44:34.150 --> 00:44:34.160 align:start position:0% and we can compile this expectation 00:44:34.160 --> 00:44:36.150 align:start position:0% and we can compile this expectation value<00:44:34.839> and<00:44:35.920> an 00:44:36.150 --> 00:44:36.160 align:start position:0% value and an 00:44:36.160 --> 00:44:39.349 align:start position:0% value and an obtainer<00:44:36.800> and<00:44:37.359> and<00:44:38.079> and<00:44:38.240> once<00:44:38.560> it's<00:44:38.720> uh<00:44:38.960> it's 00:44:39.349 --> 00:44:39.359 align:start position:0% obtainer and and and once it's uh it's 00:44:39.359 --> 00:44:41.829 align:start position:0% obtainer and and and once it's uh it's uh<00:44:39.680> it's<00:44:39.920> compiler<00:44:40.480> we<00:44:40.640> can<00:44:40.960> print<00:44:41.280> it<00:44:41.520> and<00:44:41.680> we 00:44:41.829 --> 00:44:41.839 align:start position:0% uh it's compiler we can print it and we 00:44:41.839 --> 00:44:42.790 align:start position:0% uh it's compiler we can print it and we can 00:44:42.790 --> 00:44:42.800 align:start position:0% can 00:44:42.800 --> 00:44:45.670 align:start position:0% can evaluate<00:44:43.359> it<00:44:43.520> more<00:44:43.839> easily<00:44:44.480> by<00:44:44.720> just<00:44:45.200> you<00:44:45.280> know 00:44:45.670 --> 00:44:45.680 align:start position:0% evaluate it more easily by just you know 00:44:45.680 --> 00:44:47.589 align:start position:0% evaluate it more easily by just you know specifying<00:44:46.400> the<00:44:46.560> value<00:44:46.880> of<00:44:47.040> the 00:44:47.589 --> 00:44:47.599 align:start position:0% specifying the value of the 00:44:47.599 --> 00:44:50.550 align:start position:0% specifying the value of the of<00:44:47.760> the<00:44:48.319> in<00:44:48.400> this<00:44:48.640> case<00:44:48.960> of<00:44:49.119> the<00:44:50.319> of<00:44:50.400> the 00:44:50.550 --> 00:44:50.560 align:start position:0% of the in this case of the of the 00:44:50.560 --> 00:44:51.190 align:start position:0% of the in this case of the of the variable 00:44:51.190 --> 00:44:51.200 align:start position:0% variable 00:44:51.200 --> 00:44:54.309 align:start position:0% variable a<00:44:52.400> and<00:44:53.119> something<00:44:53.440> very<00:44:53.680> important<00:44:54.079> with 00:44:54.309 --> 00:44:54.319 align:start position:0% a and something very important with 00:44:54.319 --> 00:44:55.109 align:start position:0% a and something very important with objective<00:44:54.880> is 00:44:55.109 --> 00:44:55.119 align:start position:0% objective is 00:44:55.119 --> 00:44:57.349 align:start position:0% objective is they<00:44:55.280> can<00:44:55.440> be<00:44:55.599> differentiated<00:44:56.480> so<00:44:56.800> if<00:44:57.040> your 00:44:57.349 --> 00:44:57.359 align:start position:0% they can be differentiated so if your 00:44:57.359 --> 00:44:58.950 align:start position:0% they can be differentiated so if your objective<00:44:58.000> at<00:44:58.160> the<00:44:58.319> end<00:44:58.640> you 00:44:58.950 --> 00:44:58.960 align:start position:0% objective at the end you 00:44:58.960 --> 00:45:01.910 align:start position:0% objective at the end you need<00:44:59.280> to<00:45:00.079> compute<00:45:00.480> something<00:45:00.800> that<00:45:01.520> includes 00:45:01.910 --> 00:45:01.920 align:start position:0% need to compute something that includes 00:45:01.920 --> 00:45:02.790 align:start position:0% need to compute something that includes some 00:45:02.790 --> 00:45:02.800 align:start position:0% some 00:45:02.800 --> 00:45:04.550 align:start position:0% some differential<00:45:03.440> parts<00:45:03.680> of<00:45:03.760> the<00:45:04.000> expectation 00:45:04.550 --> 00:45:04.560 align:start position:0% differential parts of the expectation 00:45:04.560 --> 00:45:05.990 align:start position:0% differential parts of the expectation value<00:45:04.960> you<00:45:05.119> can<00:45:05.280> do<00:45:05.440> that 00:45:05.990 --> 00:45:06.000 align:start position:0% value you can do that 00:45:06.000 --> 00:45:09.190 align:start position:0% value you can do that using<00:45:06.400> the<00:45:06.960> the<00:45:07.200> queue<00:45:07.440> grad<00:45:08.560> and<00:45:08.880> this<00:45:09.040> is 00:45:09.190 --> 00:45:09.200 align:start position:0% using the the queue grad and this is 00:45:09.200 --> 00:45:11.109 align:start position:0% using the the queue grad and this is also<00:45:09.520> very<00:45:09.680> important<00:45:10.160> sometimes<00:45:10.560> or<00:45:10.880> for 00:45:11.109 --> 00:45:11.119 align:start position:0% also very important sometimes or for 00:45:11.119 --> 00:45:13.990 align:start position:0% also very important sometimes or for some<00:45:11.280> of<00:45:11.520> the<00:45:11.680> objectives 00:45:13.990 --> 00:45:14.000 align:start position:0% some of the objectives 00:45:14.000 --> 00:45:16.390 align:start position:0% some of the objectives so<00:45:14.160> let<00:45:14.319> me<00:45:14.480> show<00:45:14.640> you<00:45:14.800> an<00:45:14.960> example<00:45:15.440> of<00:45:15.599> only 00:45:16.390 --> 00:45:16.400 align:start position:0% so let me show you an example of only 00:45:16.400 --> 00:45:17.270 align:start position:0% so let me show you an example of only all<00:45:16.560> together 00:45:17.270 --> 00:45:17.280 align:start position:0% all together 00:45:17.280 --> 00:45:19.430 align:start position:0% all together and<00:45:17.760> these<00:45:18.079> are<00:45:18.240> very<00:45:18.480> complicated 00:45:19.430 --> 00:45:19.440 align:start position:0% and these are very complicated 00:45:19.440 --> 00:45:21.829 align:start position:0% and these are very complicated objectives<00:45:20.079> and<00:45:20.240> hamiltonian<00:45:21.119> and 00:45:21.829 --> 00:45:21.839 align:start position:0% objectives and hamiltonian and 00:45:21.839 --> 00:45:24.950 align:start position:0% objectives and hamiltonian and and<00:45:23.200> and<00:45:23.359> a<00:45:23.440> unitary<00:45:23.920> circuit<00:45:24.400> so<00:45:24.560> just<00:45:24.800> to 00:45:24.950 --> 00:45:24.960 align:start position:0% and and a unitary circuit so just to 00:45:24.960 --> 00:45:26.150 align:start position:0% and and a unitary circuit so just to show<00:45:25.119> you<00:45:25.359> how<00:45:25.599> can<00:45:25.839> we 00:45:26.150 --> 00:45:26.160 align:start position:0% show you how can we 00:45:26.160 --> 00:45:28.230 align:start position:0% show you how can we wrote<00:45:26.480> everything<00:45:26.800> together<00:45:27.680> so<00:45:27.920> in<00:45:28.000> this 00:45:28.230 --> 00:45:28.240 align:start position:0% wrote everything together so in this 00:45:28.240 --> 00:45:30.230 align:start position:0% wrote everything together so in this case<00:45:28.480> we<00:45:28.720> define<00:45:29.119> the<00:45:29.280> variable<00:45:29.839> a 00:45:30.230 --> 00:45:30.240 align:start position:0% case we define the variable a 00:45:30.240 --> 00:45:33.270 align:start position:0% case we define the variable a of<00:45:30.400> our<00:45:30.880> unitary<00:45:31.359> operation<00:45:32.560> when<00:45:32.960> then<00:45:33.119> we 00:45:33.270 --> 00:45:33.280 align:start position:0% of our unitary operation when then we 00:45:33.280 --> 00:45:34.069 align:start position:0% of our unitary operation when then we construct<00:45:33.760> the 00:45:34.069 --> 00:45:34.079 align:start position:0% construct the 00:45:34.079 --> 00:45:36.230 align:start position:0% construct the the<00:45:34.240> unitary<00:45:34.800> gate<00:45:35.200> by<00:45:35.440> using<00:45:35.680> this<00:45:35.839> tequila 00:45:36.230 --> 00:45:36.240 align:start position:0% the unitary gate by using this tequila 00:45:36.240 --> 00:45:37.270 align:start position:0% the unitary gate by using this tequila variable<00:45:36.880> and 00:45:37.270 --> 00:45:37.280 align:start position:0% variable and 00:45:37.280 --> 00:45:40.309 align:start position:0% variable and in<00:45:37.359> this<00:45:37.599> case<00:45:38.079> we<00:45:38.319> apply<00:45:38.880> the<00:45:39.359> index<00:45:39.839> uh<00:45:40.240> the 00:45:40.309 --> 00:45:40.319 align:start position:0% in this case we apply the index uh the 00:45:40.319 --> 00:45:41.510 align:start position:0% in this case we apply the index uh the exponential<00:45:41.119> with 00:45:41.510 --> 00:45:41.520 align:start position:0% exponential with 00:45:41.520 --> 00:45:45.109 align:start position:0% exponential with uh<00:45:42.160> with<00:45:42.400> this<00:45:42.720> variable<00:45:44.319> and<00:45:44.720> then<00:45:44.960> we 00:45:45.109 --> 00:45:45.119 align:start position:0% uh with this variable and then we 00:45:45.119 --> 00:45:47.190 align:start position:0% uh with this variable and then we generate<00:45:45.520> the<00:45:45.520> the<00:45:45.920> cubic<00:45:46.240> hamiltonian<00:45:47.040> in 00:45:47.190 --> 00:45:47.200 align:start position:0% generate the the cubic hamiltonian in 00:45:47.200 --> 00:45:48.710 align:start position:0% generate the the cubic hamiltonian in this<00:45:47.359> case<00:45:47.599> we<00:45:47.760> can<00:45:47.920> generate<00:45:48.319> it<00:45:48.400> from<00:45:48.640> a 00:45:48.710 --> 00:45:48.720 align:start position:0% this case we can generate it from a 00:45:48.720 --> 00:45:51.430 align:start position:0% this case we can generate it from a string<00:45:49.119> so<00:45:49.280> it's<00:45:49.359> not<00:45:49.520> necessary<00:45:50.079> to<00:45:50.240> specify 00:45:51.430 --> 00:45:51.440 align:start position:0% string so it's not necessary to specify 00:45:51.440 --> 00:45:55.430 align:start position:0% string so it's not necessary to specify dq<00:45:52.079> pauli<00:45:52.560> x<00:45:52.800> dq<00:45:53.280> poly<00:45:54.000> y<00:45:54.240> etc<00:45:54.800> we<00:45:54.880> can<00:45:55.119> just 00:45:55.430 --> 00:45:55.440 align:start position:0% dq pauli x dq poly y etc we can just 00:45:55.440 --> 00:45:56.230 align:start position:0% dq pauli x dq poly y etc we can just wrote<00:45:55.920> the 00:45:56.230 --> 00:45:56.240 align:start position:0% wrote the 00:45:56.240 --> 00:45:58.069 align:start position:0% wrote the the<00:45:56.480> string<00:45:57.040> and<00:45:57.359> and<00:45:57.440> tequila<00:45:57.839> will 00:45:58.069 --> 00:45:58.079 align:start position:0% the string and and tequila will 00:45:58.079 --> 00:46:00.630 align:start position:0% the string and and tequila will translate<00:45:58.480> that<00:45:58.720> into<00:45:58.960> poly<00:45:59.280> matrices 00:46:00.630 --> 00:46:00.640 align:start position:0% translate that into poly matrices 00:46:00.640 --> 00:46:02.630 align:start position:0% translate that into poly matrices and<00:46:01.040> then<00:46:01.200> we<00:46:01.359> compute<00:46:01.680> the<00:46:01.839> expected<00:46:02.240> value 00:46:02.630 --> 00:46:02.640 align:start position:0% and then we compute the expected value 00:46:02.640 --> 00:46:04.710 align:start position:0% and then we compute the expected value and<00:46:02.880> as<00:46:03.040> i<00:46:03.200> said<00:46:03.520> it<00:46:03.680> can<00:46:03.839> be<00:46:03.920> differentiated 00:46:04.710 --> 00:46:04.720 align:start position:0% and as i said it can be differentiated 00:46:04.720 --> 00:46:06.150 align:start position:0% and as i said it can be differentiated so<00:46:04.880> we<00:46:05.040> can<00:46:05.280> compute<00:46:05.760> the 00:46:06.150 --> 00:46:06.160 align:start position:0% so we can compute the 00:46:06.160 --> 00:46:08.470 align:start position:0% so we can compute the the<00:46:06.560> derivative<00:46:07.119> of<00:46:07.200> this<00:46:07.440> expectation<00:46:08.000> value 00:46:08.470 --> 00:46:08.480 align:start position:0% the derivative of this expectation value 00:46:08.480 --> 00:46:10.390 align:start position:0% the derivative of this expectation value and<00:46:08.720> construct<00:46:09.280> an<00:46:09.440> objective<00:46:09.839> that<00:46:10.079> is 00:46:10.390 --> 00:46:10.400 align:start position:0% and construct an objective that is 00:46:10.400 --> 00:46:12.230 align:start position:0% and construct an objective that is much<00:46:10.640> more<00:46:10.800> sophisticated<00:46:11.599> than<00:46:11.839> just<00:46:12.160> the 00:46:12.230 --> 00:46:12.240 align:start position:0% much more sophisticated than just the 00:46:12.240 --> 00:46:15.910 align:start position:0% much more sophisticated than just the expectation<00:46:12.720> value<00:46:13.040> of<00:46:13.119> the<00:46:13.200> hamiltonian 00:46:15.910 --> 00:46:15.920 align:start position:0% 00:46:15.920 --> 00:46:18.470 align:start position:0% and<00:46:16.079> then<00:46:16.400> in<00:46:16.480> this<00:46:16.720> case<00:46:16.960> we<00:46:17.119> use<00:46:17.359> phoenix<00:46:18.000> so 00:46:18.470 --> 00:46:18.480 align:start position:0% and then in this case we use phoenix so 00:46:18.480 --> 00:46:19.270 align:start position:0% and then in this case we use phoenix so we<00:46:18.640> can 00:46:19.270 --> 00:46:19.280 align:start position:0% we can 00:46:19.280 --> 00:46:21.510 align:start position:0% we can minimize<00:46:20.000> by<00:46:20.240> specifying<00:46:20.800> the<00:46:20.960> method<00:46:21.280> for 00:46:21.510 --> 00:46:21.520 align:start position:0% minimize by specifying the method for 00:46:21.520 --> 00:46:23.510 align:start position:0% minimize by specifying the method for enex<00:46:22.000> and<00:46:22.240> the<00:46:22.400> objectives 00:46:23.510 --> 00:46:23.520 align:start position:0% enex and the objectives 00:46:23.520 --> 00:46:25.589 align:start position:0% enex and the objectives and<00:46:23.839> all<00:46:24.000> the<00:46:24.160> phonics<00:46:24.560> configuration<00:46:25.200> that 00:46:25.589 --> 00:46:25.599 align:start position:0% and all the phonics configuration that 00:46:25.599 --> 00:46:26.630 align:start position:0% and all the phonics configuration that we<00:46:25.760> have<00:46:25.920> decided 00:46:26.630 --> 00:46:26.640 align:start position:0% we have decided 00:46:26.640 --> 00:46:29.430 align:start position:0% we have decided and<00:46:26.800> the<00:46:27.040> number<00:46:27.359> of<00:46:27.440> maximal<00:46:28.240> iterations<00:46:28.960> etc 00:46:29.430 --> 00:46:29.440 align:start position:0% and the number of maximal iterations etc 00:46:29.440 --> 00:46:31.270 align:start position:0% and the number of maximal iterations etc and<00:46:29.599> more<00:46:29.760> things<00:46:30.000> that<00:46:30.079> we<00:46:30.240> can<00:46:30.480> add 00:46:31.270 --> 00:46:31.280 align:start position:0% and more things that we can add 00:46:31.280 --> 00:46:33.829 align:start position:0% and more things that we can add and<00:46:31.920> we<00:46:32.079> can<00:46:32.240> also<00:46:32.560> plot<00:46:32.880> the<00:46:33.119> energies<00:46:33.680> and 00:46:33.829 --> 00:46:33.839 align:start position:0% and we can also plot the energies and 00:46:33.839 --> 00:46:34.710 align:start position:0% and we can also plot the energies and angles<00:46:34.400> of 00:46:34.710 --> 00:46:34.720 align:start position:0% angles of 00:46:34.720 --> 00:46:37.030 align:start position:0% angles of of<00:46:34.880> this<00:46:35.119> optimization<00:46:35.839> by<00:46:36.079> just<00:46:36.560> spelling 00:46:37.030 --> 00:46:37.040 align:start position:0% of this optimization by just spelling 00:46:37.040 --> 00:46:38.150 align:start position:0% of this optimization by just spelling energies<00:46:37.599> and 00:46:38.150 --> 00:46:38.160 align:start position:0% energies and 00:46:38.160 --> 00:46:40.630 align:start position:0% energies and angles<00:46:38.720> and<00:46:38.880> this<00:46:39.119> is<00:46:39.359> the<00:46:39.520> result<00:46:40.160> with<00:46:40.400> the 00:46:40.630 --> 00:46:40.640 align:start position:0% angles and this is the result with the 00:46:40.640 --> 00:46:41.349 align:start position:0% angles and this is the result with the points<00:46:40.960> that 00:46:41.349 --> 00:46:41.359 align:start position:0% points that 00:46:41.359 --> 00:46:46.230 align:start position:0% points that phoenix<00:46:41.839> visited<00:46:42.640> during<00:46:42.880> the<00:46:42.960> optimization 00:46:46.230 --> 00:46:46.240 align:start position:0% 00:46:46.240 --> 00:46:48.870 align:start position:0% so<00:46:46.480> let<00:46:46.640> me<00:46:47.119> move<00:46:47.440> and<00:46:47.680> show<00:46:47.920> you<00:46:48.160> a<00:46:48.240> particular 00:46:48.870 --> 00:46:48.880 align:start position:0% so let me move and show you a particular 00:46:48.880 --> 00:46:50.950 align:start position:0% so let me move and show you a particular chemistry<00:46:49.280> example 00:46:50.950 --> 00:46:50.960 align:start position:0% chemistry example 00:46:50.960 --> 00:46:52.790 align:start position:0% chemistry example and<00:46:51.440> first<00:46:51.760> of<00:46:51.920> all<00:46:52.000> we<00:46:52.160> will<00:46:52.319> define<00:46:52.640> the 00:46:52.790 --> 00:46:52.800 align:start position:0% and first of all we will define the 00:46:52.800 --> 00:46:54.309 align:start position:0% and first of all we will define the molecule<00:46:53.839> and 00:46:54.309 --> 00:46:54.319 align:start position:0% molecule and 00:46:54.319 --> 00:46:56.950 align:start position:0% molecule and this<00:46:54.560> molecule<00:46:55.040> in<00:46:55.119> this<00:46:55.359> case<00:46:55.680> is<00:46:56.000> a<00:46:56.160> hydrogen 00:46:56.950 --> 00:46:56.960 align:start position:0% this molecule in this case is a hydrogen 00:46:56.960 --> 00:46:57.990 align:start position:0% this molecule in this case is a hydrogen and 00:46:57.990 --> 00:46:58.000 align:start position:0% and 00:46:58.000 --> 00:47:01.349 align:start position:0% and lithium<00:47:00.000> sorry<00:47:00.240> i<00:47:00.319> don't<00:47:00.560> remember<00:47:00.960> how<00:47:01.119> to 00:47:01.349 --> 00:47:01.359 align:start position:0% lithium sorry i don't remember how to 00:47:01.359 --> 00:47:02.470 align:start position:0% lithium sorry i don't remember how to pronounce<00:47:01.839> that 00:47:02.470 --> 00:47:02.480 align:start position:0% pronounce that 00:47:02.480 --> 00:47:05.589 align:start position:0% pronounce that hli<00:47:03.920> and<00:47:04.079> the<00:47:04.240> basis<00:47:04.640> set<00:47:04.960> is<00:47:05.200> uh 00:47:05.589 --> 00:47:05.599 align:start position:0% hli and the basis set is uh 00:47:05.599 --> 00:47:08.710 align:start position:0% hli and the basis set is uh sto3g<00:47:07.119> so<00:47:07.280> first<00:47:07.520> of<00:47:07.680> all<00:47:07.760> we<00:47:07.839> can<00:47:08.240> just<00:47:08.480> print 00:47:08.710 --> 00:47:08.720 align:start position:0% sto3g so first of all we can just print 00:47:08.720 --> 00:47:10.710 align:start position:0% sto3g so first of all we can just print the<00:47:08.800> molecule<00:47:09.440> all<00:47:09.599> this<00:47:09.839> information<00:47:10.480> will 00:47:10.710 --> 00:47:10.720 align:start position:0% the molecule all this information will 00:47:10.720 --> 00:47:12.390 align:start position:0% the molecule all this information will come<00:47:10.960> directly<00:47:11.440> from<00:47:11.680> your<00:47:11.839> chemistry 00:47:12.390 --> 00:47:12.400 align:start position:0% come directly from your chemistry 00:47:12.400 --> 00:47:13.990 align:start position:0% come directly from your chemistry back-end<00:47:12.800> so<00:47:12.960> you<00:47:13.200> need<00:47:13.359> to<00:47:13.520> install 00:47:13.990 --> 00:47:14.000 align:start position:0% back-end so you need to install 00:47:14.000 --> 00:47:17.349 align:start position:0% back-end so you need to install first<00:47:14.720> either<00:47:15.359> open<00:47:15.680> fermion<00:47:16.160> of<00:47:16.319> psi4<00:47:16.880> or<00:47:17.119> any 00:47:17.349 --> 00:47:17.359 align:start position:0% first either open fermion of psi4 or any 00:47:17.359 --> 00:47:17.750 align:start position:0% first either open fermion of psi4 or any other 00:47:17.750 --> 00:47:17.760 align:start position:0% other 00:47:17.760 --> 00:47:19.990 align:start position:0% other possible<00:47:18.240> back-end<00:47:18.960> rated<00:47:19.280> with<00:47:19.440> chemistry 00:47:19.990 --> 00:47:20.000 align:start position:0% possible back-end rated with chemistry 00:47:20.000 --> 00:47:21.829 align:start position:0% possible back-end rated with chemistry that<00:47:20.240> we<00:47:20.480> have<00:47:20.640> installed<00:47:21.119> and<00:47:21.280> implemented 00:47:21.829 --> 00:47:21.839 align:start position:0% that we have installed and implemented 00:47:21.839 --> 00:47:23.030 align:start position:0% that we have installed and implemented in<00:47:21.920> tequila 00:47:23.030 --> 00:47:23.040 align:start position:0% in tequila 00:47:23.040 --> 00:47:25.990 align:start position:0% in tequila so<00:47:23.280> all<00:47:23.520> of<00:47:23.680> this<00:47:24.720> will<00:47:25.119> all<00:47:25.280> this<00:47:25.520> information 00:47:25.990 --> 00:47:26.000 align:start position:0% so all of this will all this information 00:47:26.000 --> 00:47:26.710 align:start position:0% so all of this will all this information come<00:47:26.240> from 00:47:26.710 --> 00:47:26.720 align:start position:0% come from 00:47:26.720 --> 00:47:28.549 align:start position:0% come from part<00:47:26.960> of<00:47:27.119> this<00:47:27.359> information<00:47:27.760> will<00:47:27.920> come<00:47:28.400> from 00:47:28.549 --> 00:47:28.559 align:start position:0% part of this information will come from 00:47:28.559 --> 00:47:30.470 align:start position:0% part of this information will come from this<00:47:28.800> vacant<00:47:29.200> in<00:47:29.280> particular<00:47:29.839> this<00:47:30.000> example 00:47:30.470 --> 00:47:30.480 align:start position:0% this vacant in particular this example 00:47:30.480 --> 00:47:32.470 align:start position:0% this vacant in particular this example use<00:47:30.720> the<00:47:30.960> ci4<00:47:31.440> backend 00:47:32.470 --> 00:47:32.480 align:start position:0% use the ci4 backend 00:47:32.480 --> 00:47:35.349 align:start position:0% use the ci4 backend and<00:47:32.800> we<00:47:32.960> can<00:47:33.200> print<00:47:33.520> the<00:47:33.760> monica<00:47:34.720> molecular 00:47:35.349 --> 00:47:35.359 align:start position:0% and we can print the monica molecular 00:47:35.359 --> 00:47:37.349 align:start position:0% and we can print the monica molecular orbitals<00:47:36.000> and<00:47:36.079> extract<00:47:36.559> all<00:47:36.720> the<00:47:36.800> information 00:47:37.349 --> 00:47:37.359 align:start position:0% orbitals and extract all the information 00:47:37.359 --> 00:47:40.390 align:start position:0% orbitals and extract all the information that<00:47:37.520> this<00:47:37.760> backing<00:47:38.079> can<00:47:38.240> provide 00:47:40.390 --> 00:47:40.400 align:start position:0% that this backing can provide 00:47:40.400 --> 00:47:42.150 align:start position:0% that this backing can provide and<00:47:40.559> then<00:47:40.720> we<00:47:40.960> will<00:47:41.440> want<00:47:41.599> to<00:47:41.760> obtain<00:47:42.079> the 00:47:42.150 --> 00:47:42.160 align:start position:0% and then we will want to obtain the 00:47:42.160 --> 00:47:43.829 align:start position:0% and then we will want to obtain the hamiltonian<00:47:42.800> because<00:47:43.040> we<00:47:43.200> want<00:47:43.359> to<00:47:43.520> run<00:47:43.760> a 00:47:43.829 --> 00:47:43.839 align:start position:0% hamiltonian because we want to run a 00:47:43.839 --> 00:47:45.910 align:start position:0% hamiltonian because we want to run a bigquery<00:47:44.319> algorithm<00:47:44.800> for<00:47:45.040> instance 00:47:45.910 --> 00:47:45.920 align:start position:0% bigquery algorithm for instance 00:47:45.920 --> 00:47:47.750 align:start position:0% bigquery algorithm for instance so<00:47:46.079> the<00:47:46.319> first<00:47:46.640> if<00:47:46.720> we<00:47:46.880> don't<00:47:47.200> specify<00:47:47.599> the 00:47:47.750 --> 00:47:47.760 align:start position:0% so the first if we don't specify the 00:47:47.760 --> 00:47:49.750 align:start position:0% so the first if we don't specify the method<00:47:48.480> tequila<00:47:48.960> will<00:47:49.119> use<00:47:49.280> the<00:47:49.440> jordan 00:47:49.750 --> 00:47:49.760 align:start position:0% method tequila will use the jordan 00:47:49.760 --> 00:47:51.349 align:start position:0% method tequila will use the jordan vignette<00:47:50.160> transformation 00:47:51.349 --> 00:47:51.359 align:start position:0% vignette transformation 00:47:51.359 --> 00:47:53.190 align:start position:0% vignette transformation by<00:47:51.599> just<00:47:51.920> a<00:47:52.079> spelling<00:47:52.400> molecule<00:47:53.040> make 00:47:53.190 --> 00:47:53.200 align:start position:0% by just a spelling molecule make 00:47:53.200 --> 00:47:54.390 align:start position:0% by just a spelling molecule make hamiltonian 00:47:54.390 --> 00:47:54.400 align:start position:0% hamiltonian 00:47:54.400 --> 00:47:56.549 align:start position:0% hamiltonian but<00:47:54.640> we<00:47:54.800> can<00:47:54.960> also<00:47:55.520> specify<00:47:56.000> other<00:47:56.240> kinds<00:47:56.480> of 00:47:56.549 --> 00:47:56.559 align:start position:0% but we can also specify other kinds of 00:47:56.559 --> 00:47:57.430 align:start position:0% but we can also specify other kinds of transformation 00:47:57.430 --> 00:47:57.440 align:start position:0% transformation 00:47:57.440 --> 00:48:00.470 align:start position:0% transformation for<00:47:57.680> instance<00:47:58.160> uh<00:47:58.480> the<00:47:58.880> bravic<00:47:59.280> dive<00:47:59.680> one<00:48:00.240> so 00:48:00.470 --> 00:48:00.480 align:start position:0% for instance uh the bravic dive one so 00:48:00.480 --> 00:48:00.870 align:start position:0% for instance uh the bravic dive one so just 00:48:00.870 --> 00:48:00.880 align:start position:0% just 00:48:00.880 --> 00:48:03.750 align:start position:0% just by<00:48:01.599> saying<00:48:02.000> transformation<00:48:02.640> bravicate<00:48:03.119> f<00:48:03.520> and 00:48:03.750 --> 00:48:03.760 align:start position:0% by saying transformation bravicate f and 00:48:03.760 --> 00:48:04.069 align:start position:0% by saying transformation bravicate f and then 00:48:04.069 --> 00:48:04.079 align:start position:0% then 00:48:04.079 --> 00:48:07.190 align:start position:0% then making<00:48:04.400> the<00:48:04.839> hamiltonian<00:48:06.480> and<00:48:06.640> then<00:48:06.800> we<00:48:06.960> can 00:48:07.190 --> 00:48:07.200 align:start position:0% making the hamiltonian and then we can 00:48:07.200 --> 00:48:09.349 align:start position:0% making the hamiltonian and then we can also<00:48:07.440> select<00:48:07.839> the<00:48:08.000> active<00:48:08.400> spaces<00:48:08.960> to 00:48:09.349 --> 00:48:09.359 align:start position:0% also select the active spaces to 00:48:09.359 --> 00:48:10.710 align:start position:0% also select the active spaces to reduce<00:48:09.760> the<00:48:09.839> number<00:48:10.079> of<00:48:10.240> terms<00:48:10.480> of<00:48:10.559> the 00:48:10.710 --> 00:48:10.720 align:start position:0% reduce the number of terms of the 00:48:10.720 --> 00:48:12.790 align:start position:0% reduce the number of terms of the hamiltonians<00:48:11.359> so<00:48:11.599> if<00:48:11.760> i'm<00:48:11.839> not<00:48:12.000> mistaken<00:48:12.559> the 00:48:12.790 --> 00:48:12.800 align:start position:0% hamiltonians so if i'm not mistaken the 00:48:12.800 --> 00:48:15.990 align:start position:0% hamiltonians so if i'm not mistaken the previous<00:48:13.200> this<00:48:13.440> hamiltonian<00:48:14.160> has<00:48:14.400> like<00:48:14.920> 670 00:48:15.990 --> 00:48:16.000 align:start position:0% previous this hamiltonian has like 670 00:48:16.000 --> 00:48:17.750 align:start position:0% previous this hamiltonian has like 670 or<00:48:16.160> so<00:48:16.400> number<00:48:16.720> of<00:48:16.880> terms 00:48:17.750 --> 00:48:17.760 align:start position:0% or so number of terms 00:48:17.760 --> 00:48:19.750 align:start position:0% or so number of terms if<00:48:17.920> we<00:48:18.079> restrict<00:48:18.480> the<00:48:18.640> active<00:48:19.040> orbitals<00:48:19.520> we 00:48:19.750 --> 00:48:19.760 align:start position:0% if we restrict the active orbitals we 00:48:19.760 --> 00:48:21.190 align:start position:0% if we restrict the active orbitals we will<00:48:20.000> decrease<00:48:20.480> that<00:48:20.640> number 00:48:21.190 --> 00:48:21.200 align:start position:0% will decrease that number 00:48:21.200 --> 00:48:23.190 align:start position:0% will decrease that number and<00:48:21.599> that<00:48:21.839> could<00:48:22.000> be<00:48:22.160> more<00:48:22.319> useful<00:48:22.720> for<00:48:22.880> us<00:48:23.119> if 00:48:23.190 --> 00:48:23.200 align:start position:0% and that could be more useful for us if 00:48:23.200 --> 00:48:24.870 align:start position:0% and that could be more useful for us if we<00:48:23.280> want<00:48:23.440> to<00:48:23.599> run<00:48:23.760> a<00:48:23.839> simulation<00:48:24.480> with 00:48:24.870 --> 00:48:24.880 align:start position:0% we want to run a simulation with 00:48:24.880 --> 00:48:27.510 align:start position:0% we want to run a simulation with a<00:48:24.960> few<00:48:25.200> cubits<00:48:25.680> and<00:48:25.760> not<00:48:26.400> many<00:48:26.720> of<00:48:26.800> them<00:48:27.119> or<00:48:27.359> if 00:48:27.510 --> 00:48:27.520 align:start position:0% a few cubits and not many of them or if 00:48:27.520 --> 00:48:28.549 align:start position:0% a few cubits and not many of them or if we<00:48:27.680> want<00:48:27.920> to 00:48:28.549 --> 00:48:28.559 align:start position:0% we want to 00:48:28.559 --> 00:48:31.670 align:start position:0% we want to reduce<00:48:30.079> our<00:48:30.400> quantum<00:48:30.800> circuit<00:48:31.280> as<00:48:31.359> much<00:48:31.599> as 00:48:31.670 --> 00:48:31.680 align:start position:0% reduce our quantum circuit as much as 00:48:31.680 --> 00:48:33.589 align:start position:0% reduce our quantum circuit as much as possible<00:48:32.160> if<00:48:32.240> we<00:48:32.400> use<00:48:32.640> the<00:48:32.800> unitary<00:48:33.280> couple 00:48:33.589 --> 00:48:33.599 align:start position:0% possible if we use the unitary couple 00:48:33.599 --> 00:48:33.990 align:start position:0% possible if we use the unitary couple cluster 00:48:33.990 --> 00:48:34.000 align:start position:0% cluster 00:48:34.000 --> 00:48:37.270 align:start position:0% cluster assets<00:48:34.400> after<00:48:34.720> that 00:48:37.270 --> 00:48:37.280 align:start position:0% 00:48:37.280 --> 00:48:39.750 align:start position:0% so<00:48:37.440> then<00:48:37.680> the<00:48:37.920> this<00:48:38.480> the<00:48:38.720> example<00:48:39.359> with<00:48:39.680> the 00:48:39.750 --> 00:48:39.760 align:start position:0% so then the this the example with the 00:48:39.760 --> 00:48:40.870 align:start position:0% so then the this the example with the classical<00:48:40.319> methods 00:48:40.870 --> 00:48:40.880 align:start position:0% classical methods 00:48:40.880 --> 00:48:42.549 align:start position:0% classical methods in<00:48:41.040> general<00:48:41.359> we<00:48:41.520> would<00:48:41.680> like<00:48:41.839> to<00:48:42.000> compare<00:48:42.400> the 00:48:42.549 --> 00:48:42.559 align:start position:0% in general we would like to compare the 00:48:42.559 --> 00:48:45.109 align:start position:0% in general we would like to compare the result<00:48:43.040> of<00:48:43.200> our<00:48:43.760> big<00:48:44.000> we<00:48:44.240> for<00:48:44.400> instance<00:48:44.880> with 00:48:45.109 --> 00:48:45.119 align:start position:0% result of our big we for instance with 00:48:45.119 --> 00:48:45.589 align:start position:0% result of our big we for instance with uh 00:48:45.589 --> 00:48:45.599 align:start position:0% uh 00:48:45.599 --> 00:48:47.829 align:start position:0% uh with<00:48:45.839> the<00:48:46.000> exact<00:48:46.319> result<00:48:46.880> or<00:48:47.200> with<00:48:47.440> the 00:48:47.829 --> 00:48:47.839 align:start position:0% with the exact result or with the 00:48:47.839 --> 00:48:49.190 align:start position:0% with the exact result or with the classical<00:48:48.319> method 00:48:49.190 --> 00:48:49.200 align:start position:0% classical method 00:48:49.200 --> 00:48:51.430 align:start position:0% classical method so<00:48:49.440> we<00:48:49.920> we<00:48:50.079> can<00:48:50.240> just<00:48:50.480> compute<00:48:50.880> the<00:48:51.040> energy 00:48:51.430 --> 00:48:51.440 align:start position:0% so we we can just compute the energy 00:48:51.440 --> 00:48:54.069 align:start position:0% so we we can just compute the energy using<00:48:51.760> mp2<00:48:52.400> or<00:48:52.640> using<00:48:53.040> fci 00:48:54.069 --> 00:48:54.079 align:start position:0% using mp2 or using fci 00:48:54.079 --> 00:48:56.630 align:start position:0% using mp2 or using fci and<00:48:54.720> in<00:48:54.800> the<00:48:54.960> end<00:48:55.119> and<00:48:55.440> print<00:48:55.839> everything<00:48:56.319> that 00:48:56.630 --> 00:48:56.640 align:start position:0% and in the end and print everything that 00:48:56.640 --> 00:48:57.109 align:start position:0% and in the end and print everything that from 00:48:57.109 --> 00:48:57.119 align:start position:0% from 00:48:57.119 --> 00:49:00.309 align:start position:0% from from<00:48:57.359> these<00:48:57.520> classical<00:48:58.000> methods<00:48:59.680> and<00:49:00.079> also 00:49:00.309 --> 00:49:00.319 align:start position:0% from these classical methods and also 00:49:00.319 --> 00:49:01.030 align:start position:0% from these classical methods and also extract<00:49:00.720> the 00:49:01.030 --> 00:49:01.040 align:start position:0% extract the 00:49:01.040 --> 00:49:02.470 align:start position:0% extract the the<00:49:01.200> variables<00:49:01.760> of<00:49:01.920> these<00:49:02.240> and<00:49:02.319> the 00:49:02.470 --> 00:49:02.480 align:start position:0% the variables of these and the 00:49:02.480 --> 00:49:04.549 align:start position:0% the variables of these and the amplitudes<00:49:03.119> of<00:49:03.520> of 00:49:04.549 --> 00:49:04.559 align:start position:0% amplitudes of of 00:49:04.559 --> 00:49:08.069 align:start position:0% amplitudes of of obtained<00:49:05.119> from<00:49:05.359> these<00:49:05.599> molecules 00:49:08.069 --> 00:49:08.079 align:start position:0% obtained from these molecules 00:49:08.079 --> 00:49:10.950 align:start position:0% obtained from these molecules and<00:49:08.240> then<00:49:08.480> this<00:49:08.640> is<00:49:08.720> the<00:49:08.960> example<00:49:09.440> of<00:49:09.680> bicui 00:49:10.950 --> 00:49:10.960 align:start position:0% and then this is the example of bicui 00:49:10.960 --> 00:49:11.270 align:start position:0% and then this is the example of bicui from 00:49:11.270 --> 00:49:11.280 align:start position:0% from 00:49:11.280 --> 00:49:13.430 align:start position:0% from lithium<00:49:11.680> iodide<00:49:12.079> now<00:49:12.240> i<00:49:12.400> remember<00:49:13.119> lithium 00:49:13.430 --> 00:49:13.440 align:start position:0% lithium iodide now i remember lithium 00:49:13.440 --> 00:49:15.030 align:start position:0% lithium iodide now i remember lithium hydride<00:49:14.079> and 00:49:15.030 --> 00:49:15.040 align:start position:0% hydride and 00:49:15.040 --> 00:49:17.030 align:start position:0% hydride and first<00:49:15.359> as<00:49:15.520> i<00:49:15.599> said<00:49:15.760> we<00:49:15.920> define<00:49:16.240> the<00:49:16.400> molecule 00:49:17.030 --> 00:49:17.040 align:start position:0% first as i said we define the molecule 00:49:17.040 --> 00:49:19.030 align:start position:0% first as i said we define the molecule we<00:49:18.000> we 00:49:19.030 --> 00:49:19.040 align:start position:0% we we 00:49:19.040 --> 00:49:20.549 align:start position:0% we we constrain<00:49:19.520> the<00:49:19.599> number<00:49:19.839> of<00:49:19.920> orbitals<00:49:20.480> the 00:49:20.549 --> 00:49:20.559 align:start position:0% constrain the number of orbitals the 00:49:20.559 --> 00:49:22.150 align:start position:0% constrain the number of orbitals the active<00:49:20.800> orbitals<00:49:21.359> to<00:49:21.520> this<00:49:21.760> one 00:49:22.150 --> 00:49:22.160 align:start position:0% active orbitals to this one 00:49:22.160 --> 00:49:24.870 align:start position:0% active orbitals to this one these<00:49:22.400> two<00:49:23.280> and<00:49:23.520> we<00:49:23.680> generate<00:49:24.079> the<00:49:24.160> molecule 00:49:24.870 --> 00:49:24.880 align:start position:0% these two and we generate the molecule 00:49:24.880 --> 00:49:27.990 align:start position:0% these two and we generate the molecule and<00:49:25.200> using<00:49:25.599> this<00:49:25.760> particular<00:49:26.319> basis<00:49:26.720> set<00:49:27.040> and 00:49:27.990 --> 00:49:28.000 align:start position:0% and using this particular basis set and 00:49:28.000 --> 00:49:30.390 align:start position:0% and using this particular basis set and the<00:49:28.160> transformation<00:49:28.880> bravicated<00:49:30.079> and<00:49:30.240> then 00:49:30.390 --> 00:49:30.400 align:start position:0% the transformation bravicated and then 00:49:30.400 --> 00:49:32.230 align:start position:0% the transformation bravicated and then we<00:49:30.720> made<00:49:30.880> the<00:49:31.040> equivalent<00:49:31.359> hamiltonian<00:49:32.000> which 00:49:32.230 --> 00:49:32.240 align:start position:0% we made the equivalent hamiltonian which 00:49:32.240 --> 00:49:34.150 align:start position:0% we made the equivalent hamiltonian which will<00:49:32.480> be<00:49:32.640> the<00:49:32.800> one<00:49:32.960> that<00:49:33.119> we<00:49:33.280> will<00:49:33.520> optimize<00:49:34.000> in 00:49:34.150 --> 00:49:34.160 align:start position:0% will be the one that we will optimize in 00:49:34.160 --> 00:49:35.430 align:start position:0% will be the one that we will optimize in our<00:49:34.400> objective 00:49:35.430 --> 00:49:35.440 align:start position:0% our objective 00:49:35.440 --> 00:49:37.510 align:start position:0% our objective and<00:49:35.599> then<00:49:35.839> in<00:49:35.920> this<00:49:36.160> case<00:49:36.400> we<00:49:36.559> can<00:49:36.880> just<00:49:37.119> decide 00:49:37.510 --> 00:49:37.520 align:start position:0% and then in this case we can just decide 00:49:37.520 --> 00:49:38.549 align:start position:0% and then in this case we can just decide to<00:49:37.760> create<00:49:38.160> a 00:49:38.549 --> 00:49:38.559 align:start position:0% to create a 00:49:38.559 --> 00:49:40.870 align:start position:0% to create a totally<00:49:38.960> general<00:49:39.440> bigquery<00:49:39.920> answers<00:49:40.480> or<00:49:40.720> in 00:49:40.870 --> 00:49:40.880 align:start position:0% totally general bigquery answers or in 00:49:40.880 --> 00:49:42.870 align:start position:0% totally general bigquery answers or in this<00:49:41.119> case<00:49:41.440> use<00:49:41.599> the<00:49:41.680> unitary<00:49:42.160> couple<00:49:42.480> cluster 00:49:42.870 --> 00:49:42.880 align:start position:0% this case use the unitary couple cluster 00:49:42.880 --> 00:49:44.870 align:start position:0% this case use the unitary couple cluster assets<00:49:43.359> which<00:49:43.599> is<00:49:43.760> in<00:49:43.920> general<00:49:44.319> used<00:49:44.640> in 00:49:44.870 --> 00:49:44.880 align:start position:0% assets which is in general used in 00:49:44.880 --> 00:49:47.990 align:start position:0% assets which is in general used in in<00:49:44.960> quantum<00:49:45.359> chemistry<00:49:46.720> so<00:49:47.119> by<00:49:47.359> just<00:49:47.680> calling 00:49:47.990 --> 00:49:48.000 align:start position:0% in quantum chemistry so by just calling 00:49:48.000 --> 00:49:49.510 align:start position:0% in quantum chemistry so by just calling the<00:49:48.160> function<00:49:48.640> make<00:49:48.880> ucc 00:49:49.510 --> 00:49:49.520 align:start position:0% the function make ucc 00:49:49.520 --> 00:49:51.750 align:start position:0% the function make ucc answers<00:49:50.480> and<00:49:50.559> then<00:49:50.720> we<00:49:50.880> compute<00:49:51.280> the<00:49:51.359> expected 00:49:51.750 --> 00:49:51.760 align:start position:0% answers and then we compute the expected 00:49:51.760 --> 00:49:54.150 align:start position:0% answers and then we compute the expected value<00:49:52.480> as<00:49:52.640> i<00:49:52.800> said<00:49:52.960> you<00:49:53.119> before<00:49:53.440> we<00:49:53.599> can 00:49:54.150 --> 00:49:54.160 align:start position:0% value as i said you before we can 00:49:54.160 --> 00:49:55.829 align:start position:0% value as i said you before we can define<00:49:54.559> the<00:49:54.640> expectation<00:49:55.200> value<00:49:55.520> and<00:49:55.680> the 00:49:55.829 --> 00:49:55.839 align:start position:0% define the expectation value and the 00:49:55.839 --> 00:49:57.829 align:start position:0% define the expectation value and the objective<00:49:56.319> in<00:49:56.480> a<00:49:56.559> more<00:49:56.800> complicated<00:49:57.359> way<00:49:57.680> in 00:49:57.829 --> 00:49:57.839 align:start position:0% objective in a more complicated way in 00:49:57.839 --> 00:49:58.710 align:start position:0% objective in a more complicated way in this<00:49:58.079> example 00:49:58.710 --> 00:49:58.720 align:start position:0% this example 00:49:58.720 --> 00:50:01.270 align:start position:0% this example it<00:49:58.880> will<00:49:59.040> be<00:49:59.280> just<00:49:59.520> the<00:50:00.160> the<00:50:00.319> ground<00:50:00.720> state<00:50:01.040> of 00:50:01.270 --> 00:50:01.280 align:start position:0% it will be just the the ground state of 00:50:01.280 --> 00:50:01.990 align:start position:0% it will be just the the ground state of of<00:50:01.440> this 00:50:01.990 --> 00:50:02.000 align:start position:0% of this 00:50:02.000 --> 00:50:04.549 align:start position:0% of this of<00:50:02.079> this<00:50:02.240> hamiltonian<00:50:03.520> and<00:50:03.680> then<00:50:03.920> to<00:50:04.240> compute 00:50:04.549 --> 00:50:04.559 align:start position:0% of this hamiltonian and then to compute 00:50:04.559 --> 00:50:06.470 align:start position:0% of this hamiltonian and then to compute the<00:50:04.720> reference<00:50:05.200> energies<00:50:05.599> we<00:50:05.760> can<00:50:06.079> call<00:50:06.319> the 00:50:06.470 --> 00:50:06.480 align:start position:0% the reference energies we can call the 00:50:06.480 --> 00:50:07.829 align:start position:0% the reference energies we can call the classical<00:50:06.960> methods<00:50:07.520> of 00:50:07.829 --> 00:50:07.839 align:start position:0% classical methods of 00:50:07.839 --> 00:50:11.750 align:start position:0% classical methods of fci<00:50:08.480> for<00:50:08.720> instance<00:50:10.000> and<00:50:10.240> print<00:50:10.559> the<00:50:10.839> results 00:50:11.750 --> 00:50:11.760 align:start position:0% fci for instance and print the results 00:50:11.760 --> 00:50:15.109 align:start position:0% fci for instance and print the results similarly<00:50:12.400> to<00:50:12.559> as<00:50:12.720> i<00:50:12.880> show<00:50:13.040> you<00:50:13.200> before 00:50:15.109 --> 00:50:15.119 align:start position:0% similarly to as i show you before 00:50:15.119 --> 00:50:17.670 align:start position:0% similarly to as i show you before so<00:50:15.440> let<00:50:15.599> me<00:50:15.839> move<00:50:16.240> to<00:50:16.400> the<00:50:16.640> last<00:50:16.960> example<00:50:17.440> which 00:50:17.670 --> 00:50:17.680 align:start position:0% so let me move to the last example which 00:50:17.680 --> 00:50:19.510 align:start position:0% so let me move to the last example which is<00:50:17.839> a<00:50:18.079> quantum<00:50:18.400> machine<00:50:18.640> learning<00:50:19.040> example 00:50:19.510 --> 00:50:19.520 align:start position:0% is a quantum machine learning example 00:50:19.520 --> 00:50:20.950 align:start position:0% is a quantum machine learning example which<00:50:19.760> is<00:50:20.000> based<00:50:20.400> on 00:50:20.950 --> 00:50:20.960 align:start position:0% which is based on 00:50:20.960 --> 00:50:22.950 align:start position:0% which is based on on<00:50:21.119> the<00:50:21.359> data<00:50:21.680> reblogging<00:50:22.240> for<00:50:22.400> universal 00:50:22.950 --> 00:50:22.960 align:start position:0% on the data reblogging for universal 00:50:22.960 --> 00:50:24.870 align:start position:0% on the data reblogging for universal quantum<00:50:23.280> classifier<00:50:24.000> work 00:50:24.870 --> 00:50:24.880 align:start position:0% quantum classifier work 00:50:24.880 --> 00:50:26.549 align:start position:0% quantum classifier work this<00:50:25.200> all<00:50:25.359> these<00:50:25.520> examples<00:50:26.079> are<00:50:26.319> in<00:50:26.480> the 00:50:26.549 --> 00:50:26.559 align:start position:0% this all these examples are in the 00:50:26.559 --> 00:50:28.470 align:start position:0% this all these examples are in the tutorial<00:50:27.119> sections<00:50:27.680> and<00:50:27.839> there<00:50:28.000> are<00:50:28.160> many 00:50:28.470 --> 00:50:28.480 align:start position:0% tutorial sections and there are many 00:50:28.480 --> 00:50:29.589 align:start position:0% tutorial sections and there are many more<00:50:28.720> so<00:50:28.960> please 00:50:29.589 --> 00:50:29.599 align:start position:0% more so please 00:50:29.599 --> 00:50:32.630 align:start position:0% more so please go<00:50:29.839> ahead<00:50:30.160> and<00:50:30.319> check<00:50:30.640> other<00:50:30.960> ones<00:50:32.079> and 00:50:32.630 --> 00:50:32.640 align:start position:0% go ahead and check other ones and 00:50:32.640 --> 00:50:34.790 align:start position:0% go ahead and check other ones and this<00:50:32.880> exam<00:50:33.200> i<00:50:33.280> use<00:50:33.440> this<00:50:33.680> example<00:50:34.000> because<00:50:34.640> to 00:50:34.790 --> 00:50:34.800 align:start position:0% this exam i use this example because to 00:50:34.800 --> 00:50:36.230 align:start position:0% this exam i use this example because to me<00:50:34.960> it<00:50:34.960> would<00:50:35.119> be<00:50:35.280> very<00:50:35.520> easy<00:50:35.920> to 00:50:36.230 --> 00:50:36.240 align:start position:0% me it would be very easy to 00:50:36.240 --> 00:50:38.549 align:start position:0% me it would be very easy to show<00:50:36.559> how<00:50:36.800> can<00:50:36.960> we<00:50:37.119> compute<00:50:37.760> fidelity<00:50:38.319> which 00:50:38.549 --> 00:50:38.559 align:start position:0% show how can we compute fidelity which 00:50:38.559 --> 00:50:39.349 align:start position:0% show how can we compute fidelity which is<00:50:38.640> something<00:50:39.040> that 00:50:39.349 --> 00:50:39.359 align:start position:0% is something that 00:50:39.359 --> 00:50:42.470 align:start position:0% is something that in<00:50:39.520> general<00:50:39.839> is<00:50:40.319> it's<00:50:40.640> used<00:50:41.040> in 00:50:42.470 --> 00:50:42.480 align:start position:0% in general is it's used in 00:50:42.480 --> 00:50:45.190 align:start position:0% in general is it's used in in<00:50:43.119> in<00:50:43.359> some<00:50:43.520> quantum<00:50:43.920> machine<00:50:44.240> learning 00:50:45.190 --> 00:50:45.200 align:start position:0% in in some quantum machine learning 00:50:45.200 --> 00:50:46.549 align:start position:0% in in some quantum machine learning algorithms 00:50:46.549 --> 00:50:46.559 align:start position:0% algorithms 00:50:46.559 --> 00:50:49.589 align:start position:0% algorithms so<00:50:46.720> first<00:50:47.040> of<00:50:47.200> all<00:50:47.520> i<00:50:48.000> didn't<00:50:48.800> set<00:50:49.040> that<00:50:49.280> but<00:50:49.440> we 00:50:49.589 --> 00:50:49.599 align:start position:0% so first of all i didn't set that but we 00:50:49.599 --> 00:50:50.150 align:start position:0% so first of all i didn't set that but we can 00:50:50.150 --> 00:50:50.160 align:start position:0% can 00:50:50.160 --> 00:50:52.390 align:start position:0% can cons<00:50:50.640> define<00:50:51.040> the<00:50:51.200> wave<00:50:51.520> function<00:50:51.920> not<00:50:52.160> only 00:50:52.390 --> 00:50:52.400 align:start position:0% cons define the wave function not only 00:50:52.400 --> 00:50:54.390 align:start position:0% cons define the wave function not only from<00:50:52.640> the<00:50:53.040> quantum<00:50:53.440> circuit 00:50:54.390 --> 00:50:54.400 align:start position:0% from the quantum circuit 00:50:54.400 --> 00:50:56.870 align:start position:0% from the quantum circuit but<00:50:54.640> also<00:50:54.960> from<00:50:55.119> a<00:50:55.280> string<00:50:55.599> of<00:50:55.760> from<00:50:56.000> an<00:50:56.160> array 00:50:56.870 --> 00:50:56.880 align:start position:0% but also from a string of from an array 00:50:56.880 --> 00:50:57.510 align:start position:0% but also from a string of from an array so<00:50:57.040> we<00:50:57.200> can 00:50:57.510 --> 00:50:57.520 align:start position:0% so we can 00:50:57.520 --> 00:50:59.430 align:start position:0% so we can specify<00:50:58.000> in<00:50:58.240> the<00:50:58.400> string<00:50:58.720> for<00:50:58.880> instance<00:50:59.359> in 00:50:59.430 --> 00:50:59.440 align:start position:0% specify in the string for instance in 00:50:59.440 --> 00:51:01.430 align:start position:0% specify in the string for instance in this<00:50:59.599> case<00:50:59.920> the<00:51:00.079> zero<00:51:00.400> zero<00:51:00.720> plus<00:51:00.960> one<00:51:01.119> one 00:51:01.430 --> 00:51:01.440 align:start position:0% this case the zero zero plus one one 00:51:01.440 --> 00:51:02.230 align:start position:0% this case the zero zero plus one one state 00:51:02.230 --> 00:51:02.240 align:start position:0% state 00:51:02.240 --> 00:51:05.270 align:start position:0% state or<00:51:02.480> we<00:51:02.640> can<00:51:02.800> just<00:51:03.119> specify<00:51:03.680> the<00:51:04.079> array<00:51:04.720> of<00:51:05.040> of 00:51:05.270 --> 00:51:05.280 align:start position:0% or we can just specify the array of of 00:51:05.280 --> 00:51:05.910 align:start position:0% or we can just specify the array of of this 00:51:05.910 --> 00:51:05.920 align:start position:0% this 00:51:05.920 --> 00:51:08.870 align:start position:0% this of<00:51:06.000> this<00:51:06.240> quantum<00:51:06.720> state<00:51:07.359> and<00:51:07.599> of<00:51:07.680> course<00:51:08.559> when 00:51:08.870 --> 00:51:08.880 align:start position:0% of this quantum state and of course when 00:51:08.880 --> 00:51:09.670 align:start position:0% of this quantum state and of course when we 00:51:09.670 --> 00:51:09.680 align:start position:0% we 00:51:09.680 --> 00:51:13.030 align:start position:0% we define<00:51:10.160> these<00:51:10.720> wave<00:51:11.040> functions<00:51:11.680> manually 00:51:13.030 --> 00:51:13.040 align:start position:0% define these wave functions manually 00:51:13.040 --> 00:51:14.950 align:start position:0% define these wave functions manually remember<00:51:13.440> to<00:51:13.599> normalize<00:51:14.160> it<00:51:14.319> just<00:51:14.559> in<00:51:14.640> case 00:51:14.950 --> 00:51:14.960 align:start position:0% remember to normalize it just in case 00:51:14.960 --> 00:51:16.630 align:start position:0% remember to normalize it just in case because<00:51:15.280> in<00:51:15.359> general<00:51:15.680> will<00:51:15.839> not<00:51:16.000> be 00:51:16.630 --> 00:51:16.640 align:start position:0% because in general will not be 00:51:16.640 --> 00:51:19.750 align:start position:0% because in general will not be normalized<00:51:17.839> uh<00:51:18.160> that<00:51:18.480> doesn't<00:51:18.800> happen<00:51:19.119> if<00:51:19.280> you 00:51:19.750 --> 00:51:19.760 align:start position:0% normalized uh that doesn't happen if you 00:51:19.760 --> 00:51:21.670 align:start position:0% normalized uh that doesn't happen if you if<00:51:20.000> you<00:51:20.079> define<00:51:20.480> the<00:51:20.880> if<00:51:21.040> you<00:51:21.119> obtain<00:51:21.359> the<00:51:21.520> y 00:51:21.670 --> 00:51:21.680 align:start position:0% if you define the if you obtain the y 00:51:21.680 --> 00:51:23.030 align:start position:0% if you define the if you obtain the y function<00:51:22.000> for<00:51:22.079> the<00:51:22.240> circuit<00:51:22.640> obviously 00:51:23.030 --> 00:51:23.040 align:start position:0% function for the circuit obviously 00:51:23.040 --> 00:51:24.069 align:start position:0% function for the circuit obviously because<00:51:23.280> you<00:51:23.359> have<00:51:23.599> applied 00:51:24.069 --> 00:51:24.079 align:start position:0% because you have applied 00:51:24.079 --> 00:51:26.230 align:start position:0% because you have applied unitary<00:51:24.559> gates<00:51:25.200> so<00:51:25.359> these<00:51:25.680> are<00:51:25.839> the<00:51:26.000> three 00:51:26.230 --> 00:51:26.240 align:start position:0% unitary gates so these are the three 00:51:26.240 --> 00:51:28.309 align:start position:0% unitary gates so these are the three ways<00:51:26.559> that<00:51:26.720> you<00:51:26.880> can<00:51:27.040> use<00:51:27.359> to<00:51:27.520> define<00:51:28.000> your 00:51:28.309 --> 00:51:28.319 align:start position:0% ways that you can use to define your 00:51:28.319 --> 00:51:31.030 align:start position:0% ways that you can use to define your your<00:51:28.559> wave<00:51:28.800> function<00:51:29.200> in<00:51:29.440> tequila 00:51:31.030 --> 00:51:31.040 align:start position:0% your wave function in tequila 00:51:31.040 --> 00:51:32.549 align:start position:0% your wave function in tequila and<00:51:31.200> then<00:51:31.359> we<00:51:31.520> have<00:51:31.680> two<00:51:31.839> methods<00:51:32.160> to<00:51:32.240> compute 00:51:32.549 --> 00:51:32.559 align:start position:0% and then we have two methods to compute 00:51:32.559 --> 00:51:34.630 align:start position:0% and then we have two methods to compute the<00:51:32.720> fidelity<00:51:33.359> the<00:51:33.680> the<00:51:33.839> first<00:51:34.079> one<00:51:34.319> is<00:51:34.480> the 00:51:34.630 --> 00:51:34.640 align:start position:0% the fidelity the the first one is the 00:51:34.640 --> 00:51:36.230 align:start position:0% the fidelity the the first one is the most<00:51:35.040> intuitive<00:51:35.520> one 00:51:36.230 --> 00:51:36.240 align:start position:0% most intuitive one 00:51:36.240 --> 00:51:38.549 align:start position:0% most intuitive one which<00:51:36.480> is<00:51:36.640> just<00:51:37.040> compute<00:51:37.440> the<00:51:37.920> the<00:51:38.079> overlap 00:51:38.549 --> 00:51:38.559 align:start position:0% which is just compute the the overlap 00:51:38.559 --> 00:51:40.630 align:start position:0% which is just compute the the overlap between<00:51:38.960> your<00:51:39.200> target<00:51:39.599> state<00:51:40.000> and<00:51:40.319> the<00:51:40.480> wave 00:51:40.630 --> 00:51:40.640 align:start position:0% between your target state and the wave 00:51:40.640 --> 00:51:42.790 align:start position:0% between your target state and the wave function<00:51:41.040> of<00:51:41.119> your<00:51:41.280> circuit<00:51:41.680> for<00:51:41.839> instance 00:51:42.790 --> 00:51:42.800 align:start position:0% function of your circuit for instance 00:51:42.800 --> 00:51:44.870 align:start position:0% function of your circuit for instance and<00:51:42.960> the<00:51:43.119> second<00:51:43.440> one<00:51:43.760> is<00:51:43.920> the<00:51:44.000> one<00:51:44.160> that<00:51:44.400> uses 00:51:44.870 --> 00:51:44.880 align:start position:0% and the second one is the one that uses 00:51:44.880 --> 00:51:46.710 align:start position:0% and the second one is the one that uses objectives<00:51:45.520> which<00:51:45.760> is<00:51:46.000> in<00:51:46.079> the<00:51:46.240> end<00:51:46.400> the<00:51:46.480> chord 00:51:46.710 --> 00:51:46.720 align:start position:0% objectives which is in the end the chord 00:51:46.720 --> 00:51:48.150 align:start position:0% objectives which is in the end the chord of<00:51:46.800> tequila<00:51:47.200> as<00:51:47.359> i<00:51:47.520> said 00:51:48.150 --> 00:51:48.160 align:start position:0% of tequila as i said 00:51:48.160 --> 00:51:51.510 align:start position:0% of tequila as i said so<00:51:48.480> we<00:51:48.720> construct<00:51:49.440> the<00:51:50.480> the<00:51:50.720> we<00:51:50.880> compute<00:51:51.280> the 00:51:51.510 --> 00:51:51.520 align:start position:0% so we construct the the we compute the 00:51:51.520 --> 00:51:54.069 align:start position:0% so we construct the the we compute the the<00:51:51.680> density<00:51:52.079> matrix<00:51:52.640> of<00:51:53.040> of<00:51:53.280> our<00:51:53.599> target 00:51:54.069 --> 00:51:54.079 align:start position:0% the density matrix of of our target 00:51:54.079 --> 00:51:54.790 align:start position:0% the density matrix of of our target state 00:51:54.790 --> 00:51:54.800 align:start position:0% state 00:51:54.800 --> 00:51:56.630 align:start position:0% state and<00:51:55.119> we<00:51:55.280> decompose<00:51:55.839> that<00:51:56.000> into<00:51:56.240> poly 00:51:56.630 --> 00:51:56.640 align:start position:0% and we decompose that into poly 00:51:56.640 --> 00:51:57.829 align:start position:0% and we decompose that into poly projectors<00:51:57.520> and 00:51:57.829 --> 00:51:57.839 align:start position:0% projectors and 00:51:57.839 --> 00:51:59.829 align:start position:0% projectors and use<00:51:58.000> these<00:51:58.160> poly<00:51:58.480> projectors<00:51:59.119> as<00:51:59.359> objective 00:51:59.829 --> 00:51:59.839 align:start position:0% use these poly projectors as objective 00:51:59.839 --> 00:52:01.990 align:start position:0% use these poly projectors as objective by<00:52:00.000> just<00:52:00.319> computing<00:52:00.720> the<00:52:00.880> expected<00:52:01.359> value<00:52:01.839> of 00:52:01.990 --> 00:52:02.000 align:start position:0% by just computing the expected value of 00:52:02.000 --> 00:52:02.309 align:start position:0% by just computing the expected value of the 00:52:02.309 --> 00:52:02.319 align:start position:0% the 00:52:02.319 --> 00:52:05.109 align:start position:0% the quantum<00:52:02.800> circuit<00:52:03.280> which<00:52:03.760> will<00:52:04.000> generate<00:52:04.400> the 00:52:05.109 --> 00:52:05.119 align:start position:0% quantum circuit which will generate the 00:52:05.119 --> 00:52:06.950 align:start position:0% quantum circuit which will generate the the<00:52:05.280> way<00:52:05.520> one<00:52:05.680> of<00:52:05.760> the<00:52:05.920> wave<00:52:06.079> functions 00:52:06.950 --> 00:52:06.960 align:start position:0% the way one of the wave functions 00:52:06.960 --> 00:52:10.069 align:start position:0% the way one of the wave functions uh<00:52:07.280> with<00:52:07.520> respect<00:52:08.000> to<00:52:08.240> the<00:52:08.720> to<00:52:08.960> the 00:52:10.069 --> 00:52:10.079 align:start position:0% uh with respect to the to the 00:52:10.079 --> 00:52:12.950 align:start position:0% uh with respect to the to the to<00:52:10.240> the<00:52:10.319> density<00:52:10.800> matrix<00:52:11.359> of<00:52:11.760> of<00:52:11.920> the<00:52:12.640> of<00:52:12.800> the 00:52:12.950 --> 00:52:12.960 align:start position:0% to the density matrix of of the of the 00:52:12.960 --> 00:52:14.150 align:start position:0% to the density matrix of of the of the target<00:52:13.440> state 00:52:14.150 --> 00:52:14.160 align:start position:0% target state 00:52:14.160 --> 00:52:16.390 align:start position:0% target state and<00:52:14.400> in<00:52:14.480> the<00:52:14.640> end<00:52:14.880> is<00:52:15.040> exactly<00:52:15.440> the<00:52:15.599> same<00:52:15.920> but 00:52:16.390 --> 00:52:16.400 align:start position:0% and in the end is exactly the same but 00:52:16.400 --> 00:52:18.549 align:start position:0% and in the end is exactly the same but the<00:52:16.720> second<00:52:17.200> option<00:52:17.440> will<00:52:17.599> be<00:52:17.839> more<00:52:18.000> suitable 00:52:18.549 --> 00:52:18.559 align:start position:0% the second option will be more suitable 00:52:18.559 --> 00:52:20.390 align:start position:0% the second option will be more suitable for<00:52:18.800> the<00:52:18.960> kill<00:52:19.200> especially<00:52:19.680> if<00:52:19.839> we<00:52:19.920> want<00:52:20.079> to 00:52:20.390 --> 00:52:20.400 align:start position:0% for the kill especially if we want to 00:52:20.400 --> 00:52:23.510 align:start position:0% for the kill especially if we want to optimize<00:52:21.359> the<00:52:21.520> fidelity<00:52:22.160> for<00:52:22.960> as<00:52:23.119> a<00:52:23.200> function 00:52:23.510 --> 00:52:23.520 align:start position:0% optimize the fidelity for as a function 00:52:23.520 --> 00:52:24.069 align:start position:0% optimize the fidelity for as a function of<00:52:23.680> some 00:52:24.069 --> 00:52:24.079 align:start position:0% of some 00:52:24.079 --> 00:52:27.750 align:start position:0% of some variables<00:52:26.640> this<00:52:26.800> is<00:52:26.960> the<00:52:27.200> model<00:52:27.599> of<00:52:27.680> the 00:52:27.750 --> 00:52:27.760 align:start position:0% variables this is the model of the 00:52:27.760 --> 00:52:31.030 align:start position:0% variables this is the model of the example<00:52:28.240> so<00:52:28.480> we<00:52:28.640> have<00:52:28.800> a<00:52:28.880> model<00:52:29.280> which 00:52:31.030 --> 00:52:31.040 align:start position:0% example so we have a model which 00:52:31.040 --> 00:52:33.109 align:start position:0% example so we have a model which which<00:52:31.280> is<00:52:31.359> divided<00:52:31.920> into<00:52:32.160> layers<00:52:32.640> and<00:52:32.800> its 00:52:33.109 --> 00:52:33.119 align:start position:0% which is divided into layers and its 00:52:33.119 --> 00:52:34.630 align:start position:0% which is divided into layers and its layer<00:52:33.599> it's<00:52:33.920> uh 00:52:34.630 --> 00:52:34.640 align:start position:0% layer it's uh 00:52:34.640 --> 00:52:37.190 align:start position:0% layer it's uh it's<00:52:35.040> uh<00:52:35.440> some<00:52:35.839> single<00:52:36.160> qubit<00:52:36.480> gates<00:52:37.119> in 00:52:37.190 --> 00:52:37.200 align:start position:0% it's uh some single qubit gates in 00:52:37.200 --> 00:52:39.270 align:start position:0% it's uh some single qubit gates in particular<00:52:37.760> the<00:52:37.920> general<00:52:38.240> unitary<00:52:38.720> gate<00:52:38.960> but 00:52:39.270 --> 00:52:39.280 align:start position:0% particular the general unitary gate but 00:52:39.280 --> 00:52:41.270 align:start position:0% particular the general unitary gate but uh<00:52:39.760> it's<00:52:40.079> just<00:52:40.240> like<00:52:40.480> a<00:52:40.559> composition<00:52:41.119> of 00:52:41.270 --> 00:52:41.280 align:start position:0% uh it's just like a composition of 00:52:41.280 --> 00:52:42.950 align:start position:0% uh it's just like a composition of rotational<00:52:41.839> z<00:52:42.079> rotational<00:52:42.640> y 00:52:42.950 --> 00:52:42.960 align:start position:0% rotational z rotational y 00:52:42.960 --> 00:52:46.150 align:start position:0% rotational z rotational y and<00:52:43.040> rotational<00:52:43.520> z<00:52:43.760> gates<00:52:44.720> and<00:52:45.200> our<00:52:45.760> the<00:52:45.920> idea 00:52:46.150 --> 00:52:46.160 align:start position:0% and rotational z gates and our the idea 00:52:46.160 --> 00:52:49.030 align:start position:0% and rotational z gates and our the idea of<00:52:46.319> the<00:52:46.559> this<00:52:46.800> classifier<00:52:47.520> is<00:52:47.760> that 00:52:49.030 --> 00:52:49.040 align:start position:0% of the this classifier is that 00:52:49.040 --> 00:52:50.790 align:start position:0% of the this classifier is that we<00:52:49.200> have<00:52:49.359> two<00:52:49.599> classes<00:52:49.920> in<00:52:50.079> this<00:52:50.240> case<00:52:50.480> and<00:52:50.640> we 00:52:50.790 --> 00:52:50.800 align:start position:0% we have two classes in this case and we 00:52:50.800 --> 00:52:53.190 align:start position:0% we have two classes in this case and we want<00:52:50.960> to<00:52:51.200> train<00:52:51.440> our<00:52:51.680> classifier<00:52:52.480> to<00:52:52.720> achieve 00:52:53.190 --> 00:52:53.200 align:start position:0% want to train our classifier to achieve 00:52:53.200 --> 00:52:56.470 align:start position:0% want to train our classifier to achieve one<00:52:53.520> state<00:52:54.000> or<00:52:54.319> another<00:52:55.280> and<00:52:55.520> this<00:52:55.760> is<00:52:55.920> a<00:52:56.000> very 00:52:56.470 --> 00:52:56.480 align:start position:0% one state or another and this is a very 00:52:56.480 --> 00:52:58.790 align:start position:0% one state or another and this is a very general<00:52:57.040> uh<00:52:57.599> way<00:52:57.839> of<00:52:57.920> thinking<00:52:58.160> about<00:52:58.480> quantum 00:52:58.790 --> 00:52:58.800 align:start position:0% general uh way of thinking about quantum 00:52:58.800 --> 00:53:00.390 align:start position:0% general uh way of thinking about quantum classification<00:52:59.440> and<00:52:59.520> there<00:52:59.680> are<00:52:59.920> many<00:53:00.160> other 00:53:00.390 --> 00:53:00.400 align:start position:0% classification and there are many other 00:53:00.400 --> 00:53:01.990 align:start position:0% classification and there are many other words<00:53:00.720> that<00:53:00.880> do<00:53:01.040> the<00:53:01.200> same 00:53:01.990 --> 00:53:02.000 align:start position:0% words that do the same 00:53:02.000 --> 00:53:03.910 align:start position:0% words that do the same and<00:53:02.400> the<00:53:02.559> difference<00:53:02.960> with<00:53:03.200> others<00:53:03.440> is<00:53:03.599> that 00:53:03.910 --> 00:53:03.920 align:start position:0% and the difference with others is that 00:53:03.920 --> 00:53:05.589 align:start position:0% and the difference with others is that we<00:53:04.160> introduce<00:53:04.720> the<00:53:05.040> data 00:53:05.589 --> 00:53:05.599 align:start position:0% we introduce the data 00:53:05.599 --> 00:53:08.950 align:start position:0% we introduce the data or<00:53:06.000> in<00:53:06.079> this<00:53:06.319> case<00:53:06.640> the<00:53:06.960> the<00:53:07.119> value<00:53:07.520> of 00:53:08.950 --> 00:53:08.960 align:start position:0% or in this case the the value of 00:53:08.960 --> 00:53:10.630 align:start position:0% or in this case the the value of that<00:53:09.119> we<00:53:09.280> want<00:53:09.440> to<00:53:09.599> classify<00:53:10.160> into<00:53:10.559> the 00:53:10.630 --> 00:53:10.640 align:start position:0% that we want to classify into the 00:53:10.640 --> 00:53:12.390 align:start position:0% that we want to classify into the quantum<00:53:11.040> circuit<00:53:11.440> manually 00:53:12.390 --> 00:53:12.400 align:start position:0% quantum circuit manually 00:53:12.400 --> 00:53:14.630 align:start position:0% quantum circuit manually and<00:53:12.640> we<00:53:12.800> apply<00:53:13.200> that<00:53:13.440> in<00:53:13.680> all<00:53:13.920> layers<00:53:14.400> so<00:53:14.559> in 00:53:14.630 --> 00:53:14.640 align:start position:0% and we apply that in all layers so in 00:53:14.640 --> 00:53:16.390 align:start position:0% and we apply that in all layers so in the<00:53:14.800> end<00:53:14.960> the<00:53:15.040> cost<00:53:15.359> function<00:53:15.680> as<00:53:15.920> in<00:53:16.240> any 00:53:16.390 --> 00:53:16.400 align:start position:0% the end the cost function as in any 00:53:16.400 --> 00:53:17.349 align:start position:0% the end the cost function as in any other<00:53:16.640> words<00:53:16.960> is 00:53:17.349 --> 00:53:17.359 align:start position:0% other words is 00:53:17.359 --> 00:53:19.910 align:start position:0% other words is the<00:53:17.760> the<00:53:18.000> overlap<00:53:18.960> between<00:53:19.280> your<00:53:19.440> target 00:53:19.910 --> 00:53:19.920 align:start position:0% the the overlap between your target 00:53:19.920 --> 00:53:21.589 align:start position:0% the the overlap between your target state<00:53:20.319> and<00:53:20.559> the<00:53:20.720> stick<00:53:20.880> with<00:53:21.040> the<00:53:21.200> statewide 00:53:21.589 --> 00:53:21.599 align:start position:0% state and the stick with the statewide 00:53:21.599 --> 00:53:22.309 align:start position:0% state and the stick with the statewide function 00:53:22.309 --> 00:53:22.319 align:start position:0% function 00:53:22.319 --> 00:53:23.670 align:start position:0% function which<00:53:22.559> depends<00:53:22.960> on<00:53:23.119> the<00:53:23.280> additional 00:53:23.670 --> 00:53:23.680 align:start position:0% which depends on the additional 00:53:23.680 --> 00:53:27.510 align:start position:0% which depends on the additional parameters<00:53:24.319> that<00:53:24.480> we<00:53:24.640> have<00:53:24.800> to<00:53:25.040> optimize 00:53:27.510 --> 00:53:27.520 align:start position:0% parameters that we have to optimize 00:53:27.520 --> 00:53:29.270 align:start position:0% parameters that we have to optimize so<00:53:27.680> first<00:53:28.000> of<00:53:28.160> all<00:53:28.319> we<00:53:28.480> need<00:53:28.640> to<00:53:28.800> define<00:53:29.200> the 00:53:29.270 --> 00:53:29.280 align:start position:0% so first of all we need to define the 00:53:29.280 --> 00:53:30.710 align:start position:0% so first of all we need to define the target<00:53:29.599> the<00:53:29.680> same<00:53:29.920> way<00:53:30.160> function 00:53:30.710 --> 00:53:30.720 align:start position:0% target the same way function 00:53:30.720 --> 00:53:33.990 align:start position:0% target the same way function and<00:53:31.440> in<00:53:31.520> this<00:53:31.760> case<00:53:32.160> uh<00:53:32.640> i<00:53:32.800> decided<00:53:33.280> to 00:53:33.990 --> 00:53:34.000 align:start position:0% and in this case uh i decided to 00:53:34.000 --> 00:53:36.710 align:start position:0% and in this case uh i decided to to<00:53:34.240> define<00:53:34.640> it<00:53:34.800> from<00:53:34.960> an<00:53:35.119> array<00:53:36.079> so<00:53:36.319> we<00:53:36.480> have 00:53:36.710 --> 00:53:36.720 align:start position:0% to define it from an array so we have 00:53:36.720 --> 00:53:37.109 align:start position:0% to define it from an array so we have the 00:53:37.109 --> 00:53:37.119 align:start position:0% the 00:53:37.119 --> 00:53:40.150 align:start position:0% the state<00:53:38.000> 0<00:53:38.480> when<00:53:38.720> the<00:53:38.960> class<00:53:39.280> is<00:53:39.440> 0<00:53:39.839> and<00:53:40.000> the 00:53:40.150 --> 00:53:40.160 align:start position:0% state 0 when the class is 0 and the 00:53:40.160 --> 00:53:42.390 align:start position:0% state 0 when the class is 0 and the state<00:53:40.480> 1<00:53:40.720> when<00:53:40.880> the<00:53:41.040> class<00:53:41.359> is<00:53:41.440> one 00:53:42.390 --> 00:53:42.400 align:start position:0% state 1 when the class is one 00:53:42.400 --> 00:53:44.230 align:start position:0% state 1 when the class is one and<00:53:42.720> of<00:53:42.880> course<00:53:43.040> we<00:53:43.200> can<00:53:43.440> generate<00:53:43.839> any<00:53:44.079> other 00:53:44.230 --> 00:53:44.240 align:start position:0% and of course we can generate any other 00:53:44.240 --> 00:53:45.750 align:start position:0% and of course we can generate any other possible<00:53:44.640> wave<00:53:44.880> functions<00:53:45.359> so 00:53:45.750 --> 00:53:45.760 align:start position:0% possible wave functions so 00:53:45.760 --> 00:53:48.390 align:start position:0% possible wave functions so this<00:53:46.000> is<00:53:46.160> just<00:53:46.400> an<00:53:46.559> example<00:53:47.839> and<00:53:48.079> then<00:53:48.240> we 00:53:48.390 --> 00:53:48.400 align:start position:0% this is just an example and then we 00:53:48.400 --> 00:53:50.230 align:start position:0% this is just an example and then we construct<00:53:48.800> the<00:53:48.880> quantum<00:53:49.200> classifier<00:53:49.920> and<00:53:50.079> in 00:53:50.230 --> 00:53:50.240 align:start position:0% construct the quantum classifier and in 00:53:50.240 --> 00:53:50.870 align:start position:0% construct the quantum classifier and in this<00:53:50.480> case 00:53:50.870 --> 00:53:50.880 align:start position:0% this case 00:53:50.880 --> 00:53:54.069 align:start position:0% this case since<00:53:51.359> it's<00:53:51.520> organized<00:53:52.160> by<00:53:52.400> layers<00:53:53.520> we<00:53:53.839> it 00:53:54.069 --> 00:53:54.079 align:start position:0% since it's organized by layers we it 00:53:54.079 --> 00:53:55.190 align:start position:0% since it's organized by layers we it will<00:53:54.240> be<00:53:54.400> useful<00:53:54.880> to 00:53:55.190 --> 00:53:55.200 align:start position:0% will be useful to 00:53:55.200 --> 00:53:58.390 align:start position:0% will be useful to just<00:53:55.440> construct<00:53:55.920> a<00:53:56.160> for<00:53:56.480> loop<00:53:56.880> that<00:53:57.599> that<00:53:57.920> adds 00:53:58.390 --> 00:53:58.400 align:start position:0% just construct a for loop that that adds 00:53:58.400 --> 00:54:01.430 align:start position:0% just construct a for loop that that adds as<00:53:58.559> many<00:53:58.880> layers<00:53:59.359> as<00:53:59.680> as<00:53:59.839> we<00:54:00.079> require<00:54:01.040> in<00:54:01.200> this 00:54:01.430 --> 00:54:01.440 align:start position:0% as many layers as as we require in this 00:54:01.440 --> 00:54:02.630 align:start position:0% as many layers as as we require in this case<00:54:01.680> as<00:54:01.839> i<00:54:02.000> said 00:54:02.630 --> 00:54:02.640 align:start position:0% case as i said 00:54:02.640 --> 00:54:04.950 align:start position:0% case as i said this<00:54:03.119> model<00:54:03.680> this<00:54:03.920> answer<00:54:04.559> contains 00:54:04.950 --> 00:54:04.960 align:start position:0% this model this answer contains 00:54:04.960 --> 00:54:06.150 align:start position:0% this model this answer contains rotational<00:54:05.440> white<00:54:05.680> gates 00:54:06.150 --> 00:54:06.160 align:start position:0% rotational white gates 00:54:06.160 --> 00:54:08.630 align:start position:0% rotational white gates that<00:54:06.480> includes<00:54:06.960> the<00:54:07.359> the<00:54:07.520> value<00:54:07.920> of<00:54:08.079> the<00:54:08.319> point 00:54:08.630 --> 00:54:08.640 align:start position:0% that includes the the value of the point 00:54:08.640 --> 00:54:10.309 align:start position:0% that includes the the value of the point to<00:54:08.720> be<00:54:08.880> classified<00:54:09.839> plus 00:54:10.309 --> 00:54:10.319 align:start position:0% to be classified plus 00:54:10.319 --> 00:54:12.549 align:start position:0% to be classified plus a<00:54:10.480> parameter<00:54:11.040> that<00:54:11.200> will<00:54:11.359> be<00:54:11.520> optimized<00:54:12.079> later 00:54:12.549 --> 00:54:12.559 align:start position:0% a parameter that will be optimized later 00:54:12.559 --> 00:54:15.510 align:start position:0% a parameter that will be optimized later in<00:54:12.720> the<00:54:13.040> minimization<00:54:13.680> part<00:54:13.920> of<00:54:14.079> it 00:54:15.510 --> 00:54:15.520 align:start position:0% in the minimization part of it 00:54:15.520 --> 00:54:17.670 align:start position:0% in the minimization part of it and<00:54:15.599> then<00:54:15.760> we<00:54:15.920> have<00:54:16.079> the<00:54:16.240> loss<00:54:16.559> function<00:54:17.440> first 00:54:17.670 --> 00:54:17.680 align:start position:0% and then we have the loss function first 00:54:17.680 --> 00:54:19.589 align:start position:0% and then we have the loss function first of<00:54:17.839> all<00:54:18.000> using<00:54:18.240> the<00:54:18.400> fidelity<00:54:19.040> function<00:54:19.359> that 00:54:19.589 --> 00:54:19.599 align:start position:0% of all using the fidelity function that 00:54:19.599 --> 00:54:21.030 align:start position:0% of all using the fidelity function that i<00:54:19.680> just<00:54:19.920> described<00:54:20.400> before 00:54:21.030 --> 00:54:21.040 align:start position:0% i just described before 00:54:21.040 --> 00:54:23.349 align:start position:0% i just described before so<00:54:21.280> it<00:54:21.520> will<00:54:21.839> take<00:54:22.240> as<00:54:22.480> an<00:54:22.720> input<00:54:22.960> the<00:54:23.119> wave 00:54:23.349 --> 00:54:23.359 align:start position:0% so it will take as an input the wave 00:54:23.359 --> 00:54:25.030 align:start position:0% so it will take as an input the wave function<00:54:23.760> the<00:54:23.920> target<00:54:24.319> wave<00:54:24.559> function 00:54:25.030 --> 00:54:25.040 align:start position:0% function the target wave function 00:54:25.040 --> 00:54:28.069 align:start position:0% function the target wave function and<00:54:25.280> it<00:54:25.440> will<00:54:25.680> compute<00:54:26.240> the<00:54:27.200> and<00:54:27.440> the<00:54:27.599> compose 00:54:28.069 --> 00:54:28.079 align:start position:0% and it will compute the and the compose 00:54:28.079 --> 00:54:29.750 align:start position:0% and it will compute the and the compose into<00:54:28.319> projector<00:54:28.960> the 00:54:29.750 --> 00:54:29.760 align:start position:0% into projector the 00:54:29.760 --> 00:54:32.230 align:start position:0% into projector the the<00:54:30.000> density<00:54:30.480> matrix<00:54:31.359> and<00:54:31.520> then<00:54:31.680> we<00:54:31.839> have<00:54:32.079> the 00:54:32.230 --> 00:54:32.240 align:start position:0% the density matrix and then we have the 00:54:32.240 --> 00:54:33.030 align:start position:0% the density matrix and then we have the objective 00:54:33.030 --> 00:54:33.040 align:start position:0% objective 00:54:33.040 --> 00:54:34.710 align:start position:0% objective expectation<00:54:33.599> value<00:54:34.000> with<00:54:34.240> the<00:54:34.400> quantum 00:54:34.710 --> 00:54:34.720 align:start position:0% expectation value with the quantum 00:54:34.720 --> 00:54:36.069 align:start position:0% expectation value with the quantum circuit<00:54:35.119> that<00:54:35.280> will<00:54:35.440> be<00:54:35.520> our<00:54:35.760> quantum 00:54:36.069 --> 00:54:36.079 align:start position:0% circuit that will be our quantum 00:54:36.079 --> 00:54:37.109 align:start position:0% circuit that will be our quantum classifier 00:54:37.109 --> 00:54:37.119 align:start position:0% classifier 00:54:37.119 --> 00:54:40.230 align:start position:0% classifier and<00:54:37.359> the<00:54:37.680> target<00:54:38.720> and<00:54:38.799> the<00:54:38.960> target<00:54:39.839> density 00:54:40.230 --> 00:54:40.240 align:start position:0% and the target and the target density 00:54:40.240 --> 00:54:41.109 align:start position:0% and the target and the target density matrix 00:54:41.109 --> 00:54:41.119 align:start position:0% matrix 00:54:41.119 --> 00:54:42.789 align:start position:0% matrix and<00:54:41.359> with<00:54:41.520> that<00:54:41.680> we<00:54:41.839> can<00:54:42.000> construct<00:54:42.640> any 00:54:42.789 --> 00:54:42.799 align:start position:0% and with that we can construct any 00:54:42.799 --> 00:54:44.870 align:start position:0% and with that we can construct any possible<00:54:43.280> cost<00:54:43.520> function<00:54:43.920> in<00:54:44.079> this<00:54:44.319> case<00:54:44.640> it's 00:54:44.870 --> 00:54:44.880 align:start position:0% possible cost function in this case it's 00:54:44.880 --> 00:54:46.710 align:start position:0% possible cost function in this case it's a<00:54:44.960> very<00:54:45.280> simple<00:54:45.599> one<00:54:45.760> because<00:54:46.079> it's<00:54:46.240> just<00:54:46.480> the 00:54:46.710 --> 00:54:46.720 align:start position:0% a very simple one because it's just the 00:54:46.720 --> 00:54:48.950 align:start position:0% a very simple one because it's just the sum<00:54:47.119> of<00:54:47.359> all<00:54:47.599> infidelities 00:54:48.950 --> 00:54:48.960 align:start position:0% sum of all infidelities 00:54:48.960 --> 00:54:50.789 align:start position:0% sum of all infidelities but<00:54:49.200> we<00:54:49.359> can<00:54:49.520> construct<00:54:50.079> a<00:54:50.480> more 00:54:50.789 --> 00:54:50.799 align:start position:0% but we can construct a more 00:54:50.799 --> 00:54:52.870 align:start position:0% but we can construct a more sophisticated<00:54:51.599> one<00:54:51.839> and<00:54:52.000> as<00:54:52.160> i<00:54:52.319> said<00:54:52.559> we<00:54:52.720> can 00:54:52.870 --> 00:54:52.880 align:start position:0% sophisticated one and as i said we can 00:54:52.880 --> 00:54:54.549 align:start position:0% sophisticated one and as i said we can differ<00:54:53.200> even<00:54:53.440> differentiate<00:54:54.079> this<00:54:54.319> loss 00:54:54.549 --> 00:54:54.559 align:start position:0% differ even differentiate this loss 00:54:54.559 --> 00:54:56.150 align:start position:0% differ even differentiate this loss function<00:54:54.880> if<00:54:55.040> necessary<00:54:55.680> so 00:54:56.150 --> 00:54:56.160 align:start position:0% function if necessary so 00:54:56.160 --> 00:54:57.910 align:start position:0% function if necessary so we<00:54:56.319> can<00:54:56.480> do<00:54:56.640> whatever<00:54:57.040> we<00:54:57.200> prefer<00:54:57.520> with<00:54:57.680> these 00:54:57.910 --> 00:54:57.920 align:start position:0% we can do whatever we prefer with these 00:54:57.920 --> 00:55:01.270 align:start position:0% we can do whatever we prefer with these objectives 00:55:01.270 --> 00:55:01.280 align:start position:0% 00:55:01.280 --> 00:55:03.670 align:start position:0% and<00:55:02.079> this<00:55:02.240> is<00:55:02.319> the<00:55:02.480> result<00:55:03.119> this<00:55:03.280> is<00:55:03.359> the<00:55:03.440> code 00:55:03.670 --> 00:55:03.680 align:start position:0% and this is the result this is the code 00:55:03.680 --> 00:55:05.030 align:start position:0% and this is the result this is the code for<00:55:03.839> the<00:55:04.000> training<00:55:04.400> part 00:55:05.030 --> 00:55:05.040 align:start position:0% for the training part 00:55:05.040 --> 00:55:08.789 align:start position:0% for the training part so<00:55:05.359> here<00:55:06.319> we<00:55:06.480> have<00:55:06.720> this<00:55:07.680> we<00:55:07.839> will<00:55:08.079> use<00:55:08.400> the 00:55:08.789 --> 00:55:08.799 align:start position:0% so here we have this we will use the 00:55:08.799 --> 00:55:10.950 align:start position:0% so here we have this we will use the points<00:55:09.200> inside<00:55:09.680> and<00:55:09.920> outside<00:55:10.319> of<00:55:10.480> a<00:55:10.559> circle 00:55:10.950 --> 00:55:10.960 align:start position:0% points inside and outside of a circle 00:55:10.960 --> 00:55:12.470 align:start position:0% points inside and outside of a circle for<00:55:11.119> classification 00:55:12.470 --> 00:55:12.480 align:start position:0% for classification 00:55:12.480 --> 00:55:15.030 align:start position:0% for classification and<00:55:13.119> we<00:55:13.359> generate<00:55:13.839> the<00:55:14.000> training<00:55:14.319> set<00:55:14.559> using<00:55:14.880> a 00:55:15.030 --> 00:55:15.040 align:start position:0% and we generate the training set using a 00:55:15.040 --> 00:55:15.750 align:start position:0% and we generate the training set using a function<00:55:15.440> that 00:55:15.750 --> 00:55:15.760 align:start position:0% function that 00:55:15.760 --> 00:55:18.549 align:start position:0% function that i<00:55:15.920> didn't<00:55:16.640> wrote<00:55:16.880> here<00:55:17.119> but<00:55:17.440> just<00:55:17.920> delivers 00:55:18.549 --> 00:55:18.559 align:start position:0% i didn't wrote here but just delivers 00:55:18.559 --> 00:55:19.270 align:start position:0% i didn't wrote here but just delivers the<00:55:18.799> points 00:55:19.270 --> 00:55:19.280 align:start position:0% the points 00:55:19.280 --> 00:55:21.589 align:start position:0% the points of<00:55:19.680> inside<00:55:20.079> and<00:55:20.400> outside<00:55:20.720> of<00:55:20.880> a<00:55:20.960> circle<00:55:21.440> and 00:55:21.589 --> 00:55:21.599 align:start position:0% of inside and outside of a circle and 00:55:21.599 --> 00:55:22.789 align:start position:0% of inside and outside of a circle and levels<00:55:22.000> them 00:55:22.789 --> 00:55:22.799 align:start position:0% levels them 00:55:22.799 --> 00:55:24.789 align:start position:0% levels them and<00:55:22.880> then<00:55:23.119> we<00:55:23.280> generate<00:55:23.599> the<00:55:23.760> variables<00:55:24.720> in 00:55:24.789 --> 00:55:24.799 align:start position:0% and then we generate the variables in 00:55:24.799 --> 00:55:26.789 align:start position:0% and then we generate the variables in this<00:55:25.359> the<00:55:25.520> kilo<00:55:25.760> variables<00:55:26.240> in<00:55:26.319> this<00:55:26.480> case<00:55:26.720> i 00:55:26.789 --> 00:55:26.799 align:start position:0% this the kilo variables in this case i 00:55:26.799 --> 00:55:27.990 align:start position:0% this the kilo variables in this case i wanted<00:55:27.119> to<00:55:27.280> call<00:55:27.520> them 00:55:27.990 --> 00:55:28.000 align:start position:0% wanted to call them 00:55:28.000 --> 00:55:31.349 align:start position:0% wanted to call them theta<00:55:28.640> th<00:55:29.280> we<00:55:29.440> can<00:55:29.599> decide<00:55:30.079> any<00:55:30.319> other<00:55:30.559> name 00:55:31.349 --> 00:55:31.359 align:start position:0% theta th we can decide any other name 00:55:31.359 --> 00:55:33.190 align:start position:0% theta th we can decide any other name and<00:55:31.920> and<00:55:32.000> then<00:55:32.240> we<00:55:32.400> initialize<00:55:32.960> these 00:55:33.190 --> 00:55:33.200 align:start position:0% and and then we initialize these 00:55:33.200 --> 00:55:35.670 align:start position:0% and and then we initialize these variables<00:55:33.839> at<00:55:34.000> random<00:55:34.400> in<00:55:34.559> this<00:55:34.720> case<00:55:34.960> this<00:55:35.200> is 00:55:35.670 --> 00:55:35.680 align:start position:0% variables at random in this case this is 00:55:35.680 --> 00:55:37.270 align:start position:0% variables at random in this case this is not<00:55:35.839> very<00:55:36.079> useful<00:55:36.559> in<00:55:36.720> general<00:55:37.119> for 00:55:37.270 --> 00:55:37.280 align:start position:0% not very useful in general for 00:55:37.280 --> 00:55:39.430 align:start position:0% not very useful in general for variational<00:55:37.760> quantum<00:55:38.160> algorithms<00:55:38.799> as 00:55:39.430 --> 00:55:39.440 align:start position:0% variational quantum algorithms as 00:55:39.440 --> 00:55:40.789 align:start position:0% variational quantum algorithms as many<00:55:39.680> of<00:55:39.760> you<00:55:39.920> may<00:55:40.079> know<00:55:40.319> because<00:55:40.559> there 00:55:40.789 --> 00:55:40.799 align:start position:0% many of you may know because there 00:55:40.799 --> 00:55:42.870 align:start position:0% many of you may know because there aren't<00:55:40.960> plato<00:55:41.359> problem<00:55:42.079> but<00:55:42.319> we<00:55:42.480> can<00:55:42.720> just 00:55:42.870 --> 00:55:42.880 align:start position:0% aren't plato problem but we can just 00:55:42.880 --> 00:55:43.750 align:start position:0% aren't plato problem but we can just decide<00:55:43.359> if<00:55:43.440> we 00:55:43.750 --> 00:55:43.760 align:start position:0% decide if we 00:55:43.760 --> 00:55:45.829 align:start position:0% decide if we can<00:55:44.079> start<00:55:44.319> at<00:55:44.400> random<00:55:44.799> of<00:55:44.960> a<00:55:45.119> particular 00:55:45.829 --> 00:55:45.839 align:start position:0% can start at random of a particular 00:55:45.839 --> 00:55:46.870 align:start position:0% can start at random of a particular point 00:55:46.870 --> 00:55:46.880 align:start position:0% point 00:55:46.880 --> 00:55:49.510 align:start position:0% point and<00:55:47.040> then<00:55:47.359> we<00:55:47.359> we<00:55:48.000> decide<00:55:48.880> the<00:55:49.040> optimization 00:55:49.510 --> 00:55:49.520 align:start position:0% and then we we decide the optimization 00:55:49.520 --> 00:55:51.910 align:start position:0% and then we we decide the optimization parameters<00:55:50.240> in<00:55:50.319> this<00:55:50.559> case<00:55:50.799> that<00:55:51.040> would<00:55:51.280> use<00:55:51.520> a 00:55:51.910 --> 00:55:51.920 align:start position:0% parameters in this case that would use a 00:55:51.920 --> 00:55:53.829 align:start position:0% parameters in this case that would use a numerical<00:55:52.480> gradient<00:55:53.040> and<00:55:53.200> i<00:55:53.280> would<00:55:53.520> use 00:55:53.829 --> 00:55:53.839 align:start position:0% numerical gradient and i would use 00:55:53.839 --> 00:55:57.109 align:start position:0% numerical gradient and i would use rms<00:55:54.319> preparation<00:55:55.200> method<00:55:56.319> and 00:55:57.109 --> 00:55:57.119 align:start position:0% rms preparation method and 00:55:57.119 --> 00:56:00.069 align:start position:0% rms preparation method and and<00:55:57.359> as<00:55:57.599> i<00:55:57.680> said<00:55:57.920> the<00:55:58.079> cost<00:55:58.319> function<00:55:58.920> is<00:55:59.920> the 00:56:00.069 --> 00:56:00.079 align:start position:0% and as i said the cost function is the 00:56:00.079 --> 00:56:01.750 align:start position:0% and as i said the cost function is the objective<00:56:00.640> and<00:56:00.799> is<00:56:01.040> the<00:56:01.200> function<00:56:01.520> that<00:56:01.599> they 00:56:01.750 --> 00:56:01.760 align:start position:0% objective and is the function that they 00:56:01.760 --> 00:56:03.109 align:start position:0% objective and is the function that they just<00:56:01.920> presented<00:56:02.400> before 00:56:03.109 --> 00:56:03.119 align:start position:0% just presented before 00:56:03.119 --> 00:56:05.349 align:start position:0% just presented before that<00:56:03.359> uses<00:56:03.680> the<00:56:03.839> data<00:56:04.240> the<00:56:04.400> labels<00:56:04.880> and<00:56:05.040> the 00:56:05.349 --> 00:56:05.359 align:start position:0% that uses the data the labels and the 00:56:05.359 --> 00:56:06.710 align:start position:0% that uses the data the labels and the parameters 00:56:06.710 --> 00:56:06.720 align:start position:0% parameters 00:56:06.720 --> 00:56:09.430 align:start position:0% parameters and<00:56:06.880> then<00:56:07.040> we<00:56:07.200> can<00:56:07.359> just<00:56:07.760> test<00:56:08.640> but<00:56:09.119> we<00:56:09.280> can 00:56:09.430 --> 00:56:09.440 align:start position:0% and then we can just test but we can 00:56:09.440 --> 00:56:11.430 align:start position:0% and then we can just test but we can generate<00:56:09.760> the<00:56:09.920> test<00:56:10.319> by<00:56:10.559> minimizing<00:56:11.200> that 00:56:11.430 --> 00:56:11.440 align:start position:0% generate the test by minimizing that 00:56:11.440 --> 00:56:13.349 align:start position:0% generate the test by minimizing that objective 00:56:13.349 --> 00:56:13.359 align:start position:0% objective 00:56:13.359 --> 00:56:15.750 align:start position:0% objective and<00:56:14.240> this<00:56:14.400> is<00:56:14.480> the<00:56:14.640> result<00:56:15.040> so<00:56:15.200> we<00:56:15.359> can<00:56:15.520> bring 00:56:15.750 --> 00:56:15.760 align:start position:0% and this is the result so we can bring 00:56:15.760 --> 00:56:17.270 align:start position:0% and this is the result so we can bring the<00:56:16.160> the<00:56:16.319> loss<00:56:16.640> which<00:56:16.799> is<00:56:16.960> the 00:56:17.270 --> 00:56:17.280 align:start position:0% the the loss which is the 00:56:17.280 --> 00:56:20.470 align:start position:0% the the loss which is the there<00:56:17.440> is<00:56:17.760> the<00:56:18.000> energy<00:56:18.640> of<00:56:18.880> this<00:56:19.200> minimization 00:56:20.470 --> 00:56:20.480 align:start position:0% there is the energy of this minimization 00:56:20.480 --> 00:56:22.710 align:start position:0% there is the energy of this minimization and<00:56:20.720> we<00:56:20.880> can<00:56:21.040> plot<00:56:21.440> the<00:56:21.599> energies<00:56:22.160> and<00:56:22.319> angles 00:56:22.710 --> 00:56:22.720 align:start position:0% and we can plot the energies and angles 00:56:22.720 --> 00:56:23.750 align:start position:0% and we can plot the energies and angles and<00:56:22.799> this<00:56:22.960> is<00:56:23.040> the<00:56:23.200> result 00:56:23.750 --> 00:56:23.760 align:start position:0% and this is the result 00:56:23.760 --> 00:56:26.870 align:start position:0% and this is the result so<00:56:24.240> it's<00:56:24.480> very<00:56:24.640> easy<00:56:24.960> to<00:56:25.200> just<00:56:25.440> plot<00:56:25.760> it<00:56:26.000> uh 00:56:26.870 --> 00:56:26.880 align:start position:0% so it's very easy to just plot it uh 00:56:26.880 --> 00:56:28.870 align:start position:0% so it's very easy to just plot it uh with<00:56:27.040> tequila<00:56:27.520> because<00:56:27.760> you<00:56:28.079> you<00:56:28.240> have<00:56:28.480> a 00:56:28.870 --> 00:56:28.880 align:start position:0% with tequila because you you have a 00:56:28.880 --> 00:56:30.870 align:start position:0% with tequila because you you have a first<00:56:29.280> idea<00:56:29.680> of<00:56:29.839> what's<00:56:30.160> going<00:56:30.400> on<00:56:30.640> in<00:56:30.720> your 00:56:30.870 --> 00:56:30.880 align:start position:0% first idea of what's going on in your 00:56:30.880 --> 00:56:31.829 align:start position:0% first idea of what's going on in your minimization 00:56:31.829 --> 00:56:31.839 align:start position:0% minimization 00:56:31.839 --> 00:56:33.990 align:start position:0% minimization of<00:56:32.000> course<00:56:32.319> after<00:56:32.559> that<00:56:32.799> you<00:56:32.960> can<00:56:33.119> just<00:56:33.680> use 00:56:33.990 --> 00:56:34.000 align:start position:0% of course after that you can just use 00:56:34.000 --> 00:56:36.069 align:start position:0% of course after that you can just use your<00:56:34.160> data<00:56:34.640> for<00:56:34.960> generating<00:56:35.520> other<00:56:35.760> kinds<00:56:36.000> of 00:56:36.069 --> 00:56:36.079 align:start position:0% your data for generating other kinds of 00:56:36.079 --> 00:56:37.030 align:start position:0% your data for generating other kinds of plots 00:56:37.030 --> 00:56:37.040 align:start position:0% plots 00:56:37.040 --> 00:56:38.870 align:start position:0% plots but<00:56:37.200> this<00:56:37.359> is<00:56:37.520> more<00:56:37.680> or<00:56:37.760> less<00:56:38.240> the<00:56:38.400> result<00:56:38.799> that 00:56:38.870 --> 00:56:38.880 align:start position:0% but this is more or less the result that 00:56:38.880 --> 00:56:40.069 align:start position:0% but this is more or less the result that we<00:56:39.040> will<00:56:39.200> obtain<00:56:39.599> with 00:56:40.069 --> 00:56:40.079 align:start position:0% we will obtain with 00:56:40.079 --> 00:56:44.230 align:start position:0% we will obtain with with<00:56:40.240> tequila<00:56:43.040> and<00:56:43.200> then<00:56:43.359> we<00:56:43.520> run<00:56:43.680> the<00:56:43.839> test 00:56:44.230 --> 00:56:44.240 align:start position:0% with tequila and then we run the test 00:56:44.240 --> 00:56:47.990 align:start position:0% with tequila and then we run the test in<00:56:44.319> this<00:56:44.559> case<00:56:44.960> this<00:56:45.359> uh<00:56:46.000> this<00:56:46.240> um<00:56:46.799> not<00:56:47.200> so 00:56:47.990 --> 00:56:48.000 align:start position:0% in this case this uh this um not so 00:56:48.000 --> 00:56:49.829 align:start position:0% in this case this uh this um not so related<00:56:48.400> with<00:56:48.559> the<00:56:48.640> killer<00:56:48.960> so<00:56:49.200> in<00:56:49.280> this<00:56:49.520> case 00:56:49.829 --> 00:56:49.839 align:start position:0% related with the killer so in this case 00:56:49.839 --> 00:56:52.309 align:start position:0% related with the killer so in this case the<00:56:50.240> the<00:56:50.400> test<00:56:50.799> is<00:56:50.880> 1000<00:56:51.440> points<00:56:51.920> and 00:56:52.309 --> 00:56:52.319 align:start position:0% the the test is 1000 points and 00:56:52.319 --> 00:56:54.710 align:start position:0% the the test is 1000 points and we<00:56:52.480> generate<00:56:52.880> the<00:56:53.040> quantum<00:56:53.440> circuit<00:56:54.079> uh<00:56:54.480> with 00:56:54.710 --> 00:56:54.720 align:start position:0% we generate the quantum circuit uh with 00:56:54.720 --> 00:56:55.990 align:start position:0% we generate the quantum circuit uh with the<00:56:54.799> parameters<00:56:55.520> of 00:56:55.990 --> 00:56:56.000 align:start position:0% the parameters of 00:56:56.000 --> 00:56:58.230 align:start position:0% the parameters of random<00:56:56.319> parameters<00:56:56.880> to<00:56:57.440> generated<00:56:57.920> for<00:56:58.079> the 00:56:58.230 --> 00:56:58.240 align:start position:0% random parameters to generated for the 00:56:58.240 --> 00:57:00.789 align:start position:0% random parameters to generated for the test<00:56:58.880> we<00:56:59.119> compute<00:56:59.440> the<00:56:59.599> wave<00:56:59.839> function 00:57:00.789 --> 00:57:00.799 align:start position:0% test we compute the wave function 00:57:00.799 --> 00:57:02.789 align:start position:0% test we compute the wave function and<00:57:01.200> in<00:57:01.359> this<00:57:01.599> case<00:57:01.839> this<00:57:02.079> is<00:57:02.160> the<00:57:02.319> important 00:57:02.789 --> 00:57:02.799 align:start position:0% and in this case this is the important 00:57:02.799 --> 00:57:05.190 align:start position:0% and in this case this is the important line<00:57:03.040> here<00:57:03.359> the<00:57:03.520> wave<00:57:03.760> function<00:57:04.160> qc<00:57:04.640> equal<00:57:05.040> to 00:57:05.190 --> 00:57:05.200 align:start position:0% line here the wave function qc equal to 00:57:05.200 --> 00:57:06.470 align:start position:0% line here the wave function qc equal to q<00:57:05.440> simulate 00:57:06.470 --> 00:57:06.480 align:start position:0% q simulate 00:57:06.480 --> 00:57:09.190 align:start position:0% q simulate uh<00:57:06.880> here<00:57:07.119> we<00:57:07.520> specify<00:57:08.079> that<00:57:08.240> the<00:57:08.400> variables<00:57:09.119> of 00:57:09.190 --> 00:57:09.200 align:start position:0% uh here we specify that the variables of 00:57:09.200 --> 00:57:10.630 align:start position:0% uh here we specify that the variables of the<00:57:09.359> quantum<00:57:09.760> circuit<00:57:10.160> of<00:57:10.240> the<00:57:10.319> quantum 00:57:10.630 --> 00:57:10.640 align:start position:0% the quantum circuit of the quantum 00:57:10.640 --> 00:57:13.349 align:start position:0% the quantum circuit of the quantum classifier<00:57:11.359> are<00:57:11.599> the<00:57:11.760> results<00:57:12.319> of<00:57:12.480> the<00:57:12.640> test 00:57:13.349 --> 00:57:13.359 align:start position:0% classifier are the results of the test 00:57:13.359 --> 00:57:16.309 align:start position:0% classifier are the results of the test so<00:57:13.520> by<00:57:13.760> just<00:57:14.319> spelling<00:57:14.799> test.angles<00:57:16.079> we 00:57:16.309 --> 00:57:16.319 align:start position:0% so by just spelling test.angles we 00:57:16.319 --> 00:57:18.470 align:start position:0% so by just spelling test.angles we automatically<00:57:17.119> substitute<00:57:17.760> all<00:57:17.920> the<00:57:18.079> values 00:57:18.470 --> 00:57:18.480 align:start position:0% automatically substitute all the values 00:57:18.480 --> 00:57:19.030 align:start position:0% automatically substitute all the values of 00:57:19.030 --> 00:57:19.040 align:start position:0% of 00:57:19.040 --> 00:57:21.109 align:start position:0% of our<00:57:19.200> quantum<00:57:19.520> circuit<00:57:19.920> bar<00:57:20.319> by<00:57:20.559> the<00:57:20.720> value<00:57:21.040> and 00:57:21.109 --> 00:57:21.119 align:start position:0% our quantum circuit bar by the value and 00:57:21.119 --> 00:57:22.789 align:start position:0% our quantum circuit bar by the value and the<00:57:21.280> value<00:57:21.680> and<00:57:21.760> the<00:57:22.000> values<00:57:22.559> of<00:57:22.640> the 00:57:22.789 --> 00:57:22.799 align:start position:0% the value and the values of the 00:57:22.799 --> 00:57:24.069 align:start position:0% the value and the values of the variables 00:57:24.069 --> 00:57:24.079 align:start position:0% variables 00:57:24.079 --> 00:57:27.030 align:start position:0% variables and<00:57:24.400> with<00:57:24.559> that<00:57:24.799> we<00:57:24.960> generate<00:57:25.520> all<00:57:26.079> all<00:57:26.880> all 00:57:27.030 --> 00:57:27.040 align:start position:0% and with that we generate all all all 00:57:27.040 --> 00:57:27.349 align:start position:0% and with that we generate all all all the 00:57:27.349 --> 00:57:27.359 align:start position:0% the 00:57:27.359 --> 00:57:29.430 align:start position:0% the test<00:57:27.680> points<00:57:28.079> and<00:57:28.160> we<00:57:28.400> check<00:57:28.640> if<00:57:28.960> they<00:57:29.200> are 00:57:29.430 --> 00:57:29.440 align:start position:0% test points and we check if they are 00:57:29.440 --> 00:57:32.470 align:start position:0% test points and we check if they are correct<00:57:29.920> or<00:57:30.079> not<00:57:30.400> and<00:57:30.640> this<00:57:30.799> is<00:57:30.880> the<00:57:31.040> result 00:57:32.470 --> 00:57:32.480 align:start position:0% correct or not and this is the result 00:57:32.480 --> 00:57:34.549 align:start position:0% correct or not and this is the result so<00:57:32.720> this<00:57:32.960> is<00:57:33.040> just<00:57:33.280> an<00:57:33.440> example<00:57:33.920> of<00:57:34.160> a<00:57:34.240> very 00:57:34.549 --> 00:57:34.559 align:start position:0% so this is just an example of a very 00:57:34.559 --> 00:57:35.750 align:start position:0% so this is just an example of a very simple<00:57:35.040> algorithm 00:57:35.750 --> 00:57:35.760 align:start position:0% simple algorithm 00:57:35.760 --> 00:57:37.109 align:start position:0% simple algorithm that<00:57:36.000> can<00:57:36.160> be<00:57:36.319> used<00:57:36.559> for<00:57:36.799> quantum 00:57:37.109 --> 00:57:37.119 align:start position:0% that can be used for quantum 00:57:37.119 --> 00:57:38.789 align:start position:0% that can be used for quantum classification<00:57:37.839> of<00:57:38.000> course<00:57:38.160> there<00:57:38.319> are<00:57:38.480> many 00:57:38.789 --> 00:57:38.799 align:start position:0% classification of course there are many 00:57:38.799 --> 00:57:39.190 align:start position:0% classification of course there are many more 00:57:39.190 --> 00:57:39.200 align:start position:0% more 00:57:39.200 --> 00:57:41.990 align:start position:0% more and<00:57:40.240> we<00:57:40.400> are<00:57:40.559> working<00:57:40.880> in<00:57:41.040> new<00:57:41.200> tutorials<00:57:41.760> that 00:57:41.990 --> 00:57:42.000 align:start position:0% and we are working in new tutorials that 00:57:42.000 --> 00:57:43.510 align:start position:0% and we are working in new tutorials that implement<00:57:42.480> other<00:57:42.640> kinds<00:57:42.880> of<00:57:42.960> algorithms 00:57:43.510 --> 00:57:43.520 align:start position:0% implement other kinds of algorithms 00:57:43.520 --> 00:57:44.309 align:start position:0% implement other kinds of algorithms precisely 00:57:44.309 --> 00:57:44.319 align:start position:0% precisely 00:57:44.319 --> 00:57:46.150 align:start position:0% precisely because<00:57:44.720> we<00:57:44.880> believe<00:57:45.200> that<00:57:45.440> is<00:57:45.599> the<00:57:45.760> way<00:57:46.000> to 00:57:46.150 --> 00:57:46.160 align:start position:0% because we believe that is the way to 00:57:46.160 --> 00:57:47.990 align:start position:0% because we believe that is the way to understand<00:57:46.640> how<00:57:47.119> not<00:57:47.280> only<00:57:47.440> how<00:57:47.599> tequila 00:57:47.990 --> 00:57:48.000 align:start position:0% understand how not only how tequila 00:57:48.000 --> 00:57:49.829 align:start position:0% understand how not only how tequila works<00:57:48.240> but<00:57:48.480> also<00:57:48.720> to<00:57:48.960> prove 00:57:49.829 --> 00:57:49.839 align:start position:0% works but also to prove 00:57:49.839 --> 00:57:52.710 align:start position:0% works but also to prove and<00:57:50.720> the<00:57:50.880> plasticity<00:57:51.440> of<00:57:51.520> tequila<00:57:52.079> how<00:57:52.240> can<00:57:52.559> it 00:57:52.710 --> 00:57:52.720 align:start position:0% and the plasticity of tequila how can it 00:57:52.720 --> 00:57:53.670 align:start position:0% and the plasticity of tequila how can it will 00:57:53.670 --> 00:57:53.680 align:start position:0% will 00:57:53.680 --> 00:57:56.549 align:start position:0% will and<00:57:53.839> the<00:57:53.920> versatility<00:57:54.640> of<00:57:54.880> it<00:57:55.280> and<00:57:55.440> how<00:57:55.680> can<00:57:55.920> it 00:57:56.549 --> 00:57:56.559 align:start position:0% and the versatility of it and how can it 00:57:56.559 --> 00:57:56.870 align:start position:0% and the versatility of it and how can it be 00:57:56.870 --> 00:57:56.880 align:start position:0% be 00:57:56.880 --> 00:58:00.470 align:start position:0% be applied<00:57:57.359> to<00:57:57.520> anybody<00:57:58.400> or<00:57:58.799> to<00:57:58.960> any<00:57:59.839> too<00:58:00.000> many 00:58:00.470 --> 00:58:00.480 align:start position:0% applied to anybody or to any too many 00:58:00.480 --> 00:58:03.990 align:start position:0% applied to anybody or to any too many different<00:58:01.040> um<00:58:02.160> problems 00:58:03.990 --> 00:58:04.000 align:start position:0% different um problems 00:58:04.000 --> 00:58:05.750 align:start position:0% different um problems and<00:58:04.240> these<00:58:04.480> are<00:58:04.640> the<00:58:04.799> pro<00:58:05.040> and<00:58:05.200> the<00:58:05.359> current 00:58:05.750 --> 00:58:05.760 align:start position:0% and these are the pro and the current 00:58:05.760 --> 00:58:07.349 align:start position:0% and these are the pro and the current projects<00:58:06.079> that<00:58:06.240> use<00:58:06.480> tequila<00:58:06.960> these<00:58:07.119> are<00:58:07.200> more 00:58:07.349 --> 00:58:07.359 align:start position:0% projects that use tequila these are more 00:58:07.359 --> 00:58:08.150 align:start position:0% projects that use tequila these are more sophisticated 00:58:08.150 --> 00:58:08.160 align:start position:0% sophisticated 00:58:08.160 --> 00:58:10.950 align:start position:0% sophisticated ones<00:58:08.720> so<00:58:09.040> the<00:58:09.599> basis<00:58:09.920> set<00:58:10.160> free<00:58:10.400> approach<00:58:10.720> for 00:58:10.950 --> 00:58:10.960 align:start position:0% ones so the basis set free approach for 00:58:10.960 --> 00:58:13.270 align:start position:0% ones so the basis set free approach for bigquery<00:58:11.520> employing<00:58:12.160> per<00:58:12.319> natural<00:58:12.720> orbitals 00:58:13.270 --> 00:58:13.280 align:start position:0% bigquery employing per natural orbitals 00:58:13.280 --> 00:58:14.549 align:start position:0% bigquery employing per natural orbitals all<00:58:13.440> these 00:58:14.549 --> 00:58:14.559 align:start position:0% all these 00:58:14.559 --> 00:58:16.549 align:start position:0% all these all<00:58:14.720> these<00:58:14.960> words<00:58:15.359> have<00:58:15.680> uh<00:58:16.000> an<00:58:16.160> example 00:58:16.549 --> 00:58:16.559 align:start position:0% all these words have uh an example 00:58:16.559 --> 00:58:18.309 align:start position:0% all these words have uh an example called<00:58:16.880> at<00:58:16.960> least<00:58:17.520> the<00:58:17.680> metabolization 00:58:18.309 --> 00:58:18.319 align:start position:0% called at least the metabolization 00:58:18.319 --> 00:58:19.910 align:start position:0% called at least the metabolization quantum<00:58:18.640> mechan<00:58:18.960> solver<00:58:19.359> and<00:58:19.599> also<00:58:19.839> the 00:58:19.910 --> 00:58:19.920 align:start position:0% quantum mechan solver and also the 00:58:19.920 --> 00:58:22.309 align:start position:0% quantum mechan solver and also the computerized<00:58:20.640> design<00:58:21.040> of<00:58:21.520> quantum<00:58:21.839> optical 00:58:22.309 --> 00:58:22.319 align:start position:0% computerized design of quantum optical 00:58:22.319 --> 00:58:23.030 align:start position:0% computerized design of quantum optical hardware 00:58:23.030 --> 00:58:23.040 align:start position:0% hardware 00:58:23.040 --> 00:58:24.870 align:start position:0% hardware so<00:58:23.280> these<00:58:23.520> are<00:58:23.680> more<00:58:23.839> sophisticated<00:58:24.559> codes 00:58:24.870 --> 00:58:24.880 align:start position:0% so these are more sophisticated codes 00:58:24.880 --> 00:58:26.470 align:start position:0% so these are more sophisticated codes that<00:58:25.040> use<00:58:25.280> tequila<00:58:25.920> and 00:58:26.470 --> 00:58:26.480 align:start position:0% that use tequila and 00:58:26.480 --> 00:58:28.549 align:start position:0% that use tequila and it<00:58:26.559> could<00:58:26.720> be<00:58:26.880> used<00:58:27.119> as<00:58:27.359> a<00:58:27.599> as<00:58:27.760> a<00:58:27.920> proof<00:58:28.240> as<00:58:28.400> i 00:58:28.549 --> 00:58:28.559 align:start position:0% it could be used as a as a proof as i 00:58:28.559 --> 00:58:30.230 align:start position:0% it could be used as a as a proof as i said<00:58:28.799> that<00:58:28.960> the<00:58:29.119> versatility<00:58:29.920> of<00:58:30.000> this 00:58:30.230 --> 00:58:30.240 align:start position:0% said that the versatility of this 00:58:30.240 --> 00:58:31.270 align:start position:0% said that the versatility of this language 00:58:31.270 --> 00:58:31.280 align:start position:0% language 00:58:31.280 --> 00:58:32.870 align:start position:0% language that<00:58:31.440> can<00:58:31.599> be<00:58:31.760> used<00:58:31.920> for<00:58:32.160> state-of-the-art 00:58:32.870 --> 00:58:32.880 align:start position:0% that can be used for state-of-the-art 00:58:32.880 --> 00:58:36.470 align:start position:0% that can be used for state-of-the-art and<00:58:32.960> to<00:58:33.200> developing<00:58:33.680> new<00:58:34.839> algorithms 00:58:36.470 --> 00:58:36.480 align:start position:0% and to developing new algorithms 00:58:36.480 --> 00:58:39.349 align:start position:0% and to developing new algorithms and<00:58:36.960> we<00:58:37.119> are<00:58:37.280> currently<00:58:37.680> working<00:58:38.160> in<00:58:38.640> in<00:58:39.119> in 00:58:39.349 --> 00:58:39.359 align:start position:0% and we are currently working in in in 00:58:39.359 --> 00:58:40.390 align:start position:0% and we are currently working in in in adding<00:58:39.680> more<00:58:39.920> and<00:58:40.079> more 00:58:40.390 --> 00:58:40.400 align:start position:0% adding more and more 00:58:40.400 --> 00:58:42.789 align:start position:0% adding more and more back-ends<00:58:40.960> in<00:58:41.040> particular<00:58:41.760> orchestra<00:58:42.400> kibo 00:58:42.789 --> 00:58:42.799 align:start position:0% back-ends in particular orchestra kibo 00:58:42.799 --> 00:58:43.670 align:start position:0% back-ends in particular orchestra kibo by<00:58:43.040> quest<00:58:43.440> and 00:58:43.670 --> 00:58:43.680 align:start position:0% by quest and 00:58:43.680 --> 00:58:47.589 align:start position:0% by quest and intel<00:58:43.920> qs<00:58:44.799> i<00:58:44.960> believe<00:58:45.359> kivo<00:58:45.760> is<00:58:46.640> if<00:58:46.880> it's<00:58:47.040> not 00:58:47.589 --> 00:58:47.599 align:start position:0% intel qs i believe kivo is if it's not 00:58:47.599 --> 00:58:49.030 align:start position:0% intel qs i believe kivo is if it's not ready<00:58:47.920> it's<00:58:48.079> almost<00:58:48.319> ready<00:58:48.640> as<00:58:48.720> well<00:58:48.960> as 00:58:49.030 --> 00:58:49.040 align:start position:0% ready it's almost ready as well as 00:58:49.040 --> 00:58:50.630 align:start position:0% ready it's almost ready as well as orchestra<00:58:49.599> but<00:58:49.760> jacob<00:58:50.160> can 00:58:50.630 --> 00:58:50.640 align:start position:0% orchestra but jacob can 00:58:50.640 --> 00:58:52.630 align:start position:0% orchestra but jacob can can<00:58:51.040> say<00:58:51.280> more<00:58:51.520> about<00:58:51.760> that<00:58:51.920> but<00:58:52.240> i<00:58:52.319> believe 00:58:52.630 --> 00:58:52.640 align:start position:0% can say more about that but i believe 00:58:52.640 --> 00:58:54.470 align:start position:0% can say more about that but i believe they<00:58:52.799> are<00:58:53.119> almost<00:58:53.520> ready 00:58:54.470 --> 00:58:54.480 align:start position:0% they are almost ready 00:58:54.480 --> 00:58:56.710 align:start position:0% they are almost ready and<00:58:54.799> then<00:58:55.040> we<00:58:55.359> will<00:58:55.680> also<00:58:55.920> like<00:58:56.079> to<00:58:56.240> work<00:58:56.480> with 00:58:56.710 --> 00:58:56.720 align:start position:0% and then we will also like to work with 00:58:56.720 --> 00:58:58.150 align:start position:0% and then we will also like to work with new<00:58:56.880> libraries<00:58:57.440> to<00:58:57.599> implement 00:58:58.150 --> 00:58:58.160 align:start position:0% new libraries to implement 00:58:58.160 --> 00:59:00.309 align:start position:0% new libraries to implement mythic<00:58:58.559> and<00:58:58.640> tensorflow<00:58:59.200> in<00:58:59.280> particular<00:58:59.920> but 00:59:00.309 --> 00:59:00.319 align:start position:0% mythic and tensorflow in particular but 00:59:00.319 --> 00:59:02.630 align:start position:0% mythic and tensorflow in particular but we<00:59:00.480> are<00:59:00.960> open<00:59:01.200> to<00:59:01.359> any<00:59:01.599> suggestions<00:59:02.319> comments 00:59:02.630 --> 00:59:02.640 align:start position:0% we are open to any suggestions comments 00:59:02.640 --> 00:59:04.950 align:start position:0% we are open to any suggestions comments and<00:59:02.839> recommendations<00:59:03.920> and<00:59:04.160> also<00:59:04.480> if<00:59:04.559> you<00:59:04.720> want 00:59:04.950 --> 00:59:04.960 align:start position:0% and recommendations and also if you want 00:59:04.960 --> 00:59:05.270 align:start position:0% and recommendations and also if you want to 00:59:05.270 --> 00:59:05.280 align:start position:0% to 00:59:05.280 --> 00:59:07.430 align:start position:0% to be<00:59:05.520> part<00:59:05.760> of<00:59:05.839> tequila<00:59:06.480> and<00:59:06.799> let<00:59:07.040> us<00:59:07.200> know 00:59:07.430 --> 00:59:07.440 align:start position:0% be part of tequila and let us know 00:59:07.440 --> 00:59:08.710 align:start position:0% be part of tequila and let us know because<00:59:07.760> we<00:59:07.920> are 00:59:08.710 --> 00:59:08.720 align:start position:0% because we are 00:59:08.720 --> 00:59:11.430 align:start position:0% because we are we<00:59:09.040> want<00:59:09.280> to<00:59:09.520> generate<00:59:10.000> an<00:59:10.240> open<00:59:10.480> quantum<00:59:11.280> an 00:59:11.430 --> 00:59:11.440 align:start position:0% we want to generate an open quantum an 00:59:11.440 --> 00:59:12.470 align:start position:0% we want to generate an open quantum an open<00:59:11.760> source 00:59:12.470 --> 00:59:12.480 align:start position:0% open source 00:59:12.480 --> 00:59:14.470 align:start position:0% open source quantum<00:59:12.799> language<00:59:13.280> developed<00:59:13.680> by<00:59:13.839> academia 00:59:14.470 --> 00:59:14.480 align:start position:0% quantum language developed by academia 00:59:14.480 --> 00:59:15.589 align:start position:0% quantum language developed by academia for<00:59:14.640> academia<00:59:15.359> and 00:59:15.589 --> 00:59:15.599 align:start position:0% for academia and 00:59:15.599 --> 00:59:18.230 align:start position:0% for academia and and<00:59:15.760> beyond<00:59:16.559> so<00:59:16.720> in<00:59:16.799> the<00:59:16.960> end<00:59:17.359> and<00:59:18.079> the 00:59:18.230 --> 00:59:18.240 align:start position:0% and beyond so in the end and the 00:59:18.240 --> 00:59:20.309 align:start position:0% and beyond so in the end and the important<00:59:18.640> thing<00:59:18.880> of<00:59:18.960> this<00:59:19.200> language<00:59:19.599> is<00:59:19.760> that 00:59:20.309 --> 00:59:20.319 align:start position:0% important thing of this language is that 00:59:20.319 --> 00:59:22.150 align:start position:0% important thing of this language is that everybody<00:59:20.799> participates<00:59:21.440> on<00:59:21.599> them<00:59:21.839> and 00:59:22.150 --> 00:59:22.160 align:start position:0% everybody participates on them and 00:59:22.160 --> 00:59:23.510 align:start position:0% everybody participates on them and everybody<00:59:23.040> is 00:59:23.510 --> 00:59:23.520 align:start position:0% everybody is 00:59:23.520 --> 00:59:25.990 align:start position:0% everybody is willing<00:59:24.240> to<00:59:24.400> add<00:59:24.640> more<00:59:24.880> and<00:59:24.960> more<00:59:25.200> features<00:59:25.760> so 00:59:25.990 --> 00:59:26.000 align:start position:0% willing to add more and more features so 00:59:26.000 --> 00:59:26.630 align:start position:0% willing to add more and more features so it<00:59:26.160> can<00:59:26.400> be 00:59:26.630 --> 00:59:26.640 align:start position:0% it can be 00:59:26.640 --> 00:59:29.349 align:start position:0% it can be really<00:59:27.040> useful<00:59:27.920> and<00:59:28.240> the<00:59:28.400> goal<00:59:28.640> of<00:59:28.720> tequila<00:59:29.200> as 00:59:29.349 --> 00:59:29.359 align:start position:0% really useful and the goal of tequila as 00:59:29.359 --> 00:59:30.950 align:start position:0% really useful and the goal of tequila as i<00:59:29.440> said<00:59:29.680> at<00:59:29.760> the<00:59:29.920> beginning<00:59:30.400> is 00:59:30.950 --> 00:59:30.960 align:start position:0% i said at the beginning is 00:59:30.960 --> 00:59:33.990 align:start position:0% i said at the beginning is to<00:59:31.200> provide<00:59:31.760> a<00:59:32.000> general<00:59:32.400> framework<00:59:33.680> that<00:59:33.839> can 00:59:33.990 --> 00:59:34.000 align:start position:0% to provide a general framework that can 00:59:34.000 --> 00:59:36.069 align:start position:0% to provide a general framework that can be<00:59:34.160> used<00:59:34.400> to<00:59:34.559> benchmark<00:59:35.119> and<00:59:35.280> to<00:59:35.520> test<00:59:35.839> any 00:59:36.069 --> 00:59:36.079 align:start position:0% be used to benchmark and to test any 00:59:36.079 --> 00:59:37.670 align:start position:0% be used to benchmark and to test any possible<00:59:36.480> quantum<00:59:36.880> algorithm 00:59:37.670 --> 00:59:37.680 align:start position:0% possible quantum algorithm 00:59:37.680 --> 00:59:40.309 align:start position:0% possible quantum algorithm so<00:59:37.920> you<00:59:38.000> don't<00:59:38.240> have<00:59:38.400> to<00:59:38.640> then<00:59:39.440> rely<00:59:40.000> on 00:59:40.309 --> 00:59:40.319 align:start position:0% so you don't have to then rely on 00:59:40.319 --> 00:59:42.630 align:start position:0% so you don't have to then rely on particular<00:59:40.960> backends<00:59:41.440> or<00:59:41.760> that<00:59:42.000> can<00:59:42.319> become 00:59:42.630 --> 00:59:42.640 align:start position:0% particular backends or that can become 00:59:42.640 --> 00:59:44.230 align:start position:0% particular backends or that can become obsolete<00:59:43.200> or<00:59:43.280> maybe<00:59:43.599> they 00:59:44.230 --> 00:59:44.240 align:start position:0% obsolete or maybe they 00:59:44.240 --> 00:59:46.150 align:start position:0% obsolete or maybe they or<00:59:44.480> maybe<00:59:44.720> they<00:59:44.960> are<00:59:45.040> not<00:59:45.280> useful<00:59:45.599> for<00:59:45.760> you<00:59:45.920> so 00:59:46.150 --> 00:59:46.160 align:start position:0% or maybe they are not useful for you so 00:59:46.160 --> 00:59:47.349 align:start position:0% or maybe they are not useful for you so for<00:59:46.319> instance<00:59:46.720> i 00:59:47.349 --> 00:59:47.359 align:start position:0% for instance i 00:59:47.359 --> 00:59:50.549 align:start position:0% for instance i some<00:59:47.680> years<00:59:47.920> ago<00:59:48.160> i<00:59:48.319> did<00:59:48.559> a<00:59:49.680> a<00:59:49.839> simulation<00:59:50.400> and 00:59:50.549 --> 00:59:50.559 align:start position:0% some years ago i did a a simulation and 00:59:50.559 --> 00:59:51.430 align:start position:0% some years ago i did a a simulation and i<00:59:50.640> needed<00:59:50.960> to 00:59:51.430 --> 00:59:51.440 align:start position:0% i needed to 00:59:51.440 --> 00:59:54.630 align:start position:0% i needed to to<00:59:51.599> compare<00:59:52.160> the<00:59:52.880> the<00:59:53.280> results<00:59:53.839> in<00:59:53.920> the<00:59:54.079> ibm 00:59:54.630 --> 00:59:54.640 align:start position:0% to compare the the results in the ibm 00:59:54.640 --> 00:59:56.470 align:start position:0% to compare the the results in the ibm computer<00:59:55.119> and<00:59:55.280> the<00:59:55.359> regretted<00:59:55.839> computer<00:59:56.319> and 00:59:56.470 --> 00:59:56.480 align:start position:0% computer and the regretted computer and 00:59:56.480 --> 00:59:57.750 align:start position:0% computer and the regretted computer and i<00:59:56.640> have<00:59:56.880> to<00:59:57.200> wrote 00:59:57.750 --> 00:59:57.760 align:start position:0% i have to wrote 00:59:57.760 --> 01:00:01.190 align:start position:0% i have to wrote two<00:59:57.920> different<00:59:59.280> programs<00:59:59.760> to<00:59:59.920> exactly<01:00:00.480> wrote 01:00:01.190 --> 01:00:01.200 align:start position:0% two different programs to exactly wrote 01:00:01.200 --> 01:00:02.549 align:start position:0% two different programs to exactly wrote to<01:00:01.359> exactly<01:00:01.760> run<01:00:01.920> exactly<01:00:02.319> the<01:00:02.400> same 01:00:02.549 --> 01:00:02.559 align:start position:0% to exactly run exactly the same 01:00:02.559 --> 01:00:04.870 align:start position:0% to exactly run exactly the same algorithm<01:00:03.359> so<01:00:03.599> if<01:00:03.839> i<01:00:04.000> had<01:00:04.160> the<01:00:04.319> kill<01:00:04.559> at<01:00:04.640> that 01:00:04.870 --> 01:00:04.880 align:start position:0% algorithm so if i had the kill at that 01:00:04.880 --> 01:00:05.589 align:start position:0% algorithm so if i had the kill at that time<01:00:05.200> it<01:00:05.280> was 01:00:05.589 --> 01:00:05.599 align:start position:0% time it was 01:00:05.599 --> 01:00:07.589 align:start position:0% time it was it<01:00:05.680> had<01:00:05.920> been<01:00:06.240> it<01:00:06.480> will<01:00:06.640> be<01:00:06.799> much<01:00:07.200> easier<01:00:07.520> in 01:00:07.589 --> 01:00:07.599 align:start position:0% it had been it will be much easier in 01:00:07.599 --> 01:00:09.109 align:start position:0% it had been it will be much easier in the<01:00:07.760> sense<01:00:08.000> that<01:00:08.319> i<01:00:08.480> just 01:00:09.109 --> 01:00:09.119 align:start position:0% the sense that i just 01:00:09.119 --> 01:00:11.190 align:start position:0% the sense that i just wrote<01:00:09.520> one<01:00:09.839> algorithm<01:00:10.480> and<01:00:10.559> then<01:00:10.720> i<01:00:10.880> called 01:00:11.190 --> 01:00:11.200 align:start position:0% wrote one algorithm and then i called 01:00:11.200 --> 01:00:14.069 align:start position:0% wrote one algorithm and then i called back<01:00:11.520> and<01:00:11.680> equal<01:00:12.160> kiskit<01:00:12.720> or 01:00:14.069 --> 01:00:14.079 align:start position:0% back and equal kiskit or 01:00:14.079 --> 01:00:16.789 align:start position:0% back and equal kiskit or and<01:00:14.240> i<01:00:14.319> will<01:00:14.559> obtain<01:00:15.040> the<01:00:15.119> corresponding<01:00:16.319> uh 01:00:16.789 --> 01:00:16.799 align:start position:0% and i will obtain the corresponding uh 01:00:16.799 --> 01:00:19.109 align:start position:0% and i will obtain the corresponding uh simulation<01:00:17.359> of<01:00:17.520> this<01:00:17.760> particular<01:00:18.319> vacance 01:00:19.109 --> 01:00:19.119 align:start position:0% simulation of this particular vacance 01:00:19.119 --> 01:00:21.430 align:start position:0% simulation of this particular vacance so<01:00:19.280> this<01:00:19.520> is<01:00:19.680> the<01:00:20.079> idea<01:00:20.400> of<01:00:20.559> in<01:00:20.720> behind<01:00:20.960> tequila 01:00:21.430 --> 01:00:21.440 align:start position:0% so this is the idea of in behind tequila 01:00:21.440 --> 01:00:22.789 align:start position:0% so this is the idea of in behind tequila so<01:00:21.599> we<01:00:21.760> want<01:00:22.079> just<01:00:22.319> to 01:00:22.789 --> 01:00:22.799 align:start position:0% so we want just to 01:00:22.799 --> 01:00:25.270 align:start position:0% so we want just to simplify<01:00:23.520> the<01:00:23.680> efforts<01:00:24.079> for<01:00:24.480> theoreticians 01:00:25.270 --> 01:00:25.280 align:start position:0% simplify the efforts for theoreticians 01:00:25.280 --> 01:00:26.150 align:start position:0% simplify the efforts for theoreticians as<01:00:25.440> us 01:00:26.150 --> 01:00:26.160 align:start position:0% as us 01:00:26.160 --> 01:00:28.789 align:start position:0% as us and<01:00:26.640> and<01:00:26.799> try<01:00:27.040> to<01:00:27.440> take<01:00:27.680> into<01:00:27.920> account<01:00:28.319> as<01:00:28.480> many 01:00:28.789 --> 01:00:28.799 align:start position:0% and and try to take into account as many 01:00:28.799 --> 01:00:29.430 align:start position:0% and and try to take into account as many possible 01:00:29.430 --> 01:00:29.440 align:start position:0% possible 01:00:29.440 --> 01:00:32.470 align:start position:0% possible new<01:00:29.760> libraries<01:00:30.480> and<01:00:30.880> and<01:00:31.200> codes<01:00:32.000> and 01:00:32.470 --> 01:00:32.480 align:start position:0% new libraries and and codes and 01:00:32.480 --> 01:00:34.230 align:start position:0% new libraries and and codes and packages<01:00:33.119> that<01:00:33.359> helps<01:00:33.760> in<01:00:33.920> quantum 01:00:34.230 --> 01:00:34.240 align:start position:0% packages that helps in quantum 01:00:34.240 --> 01:00:35.829 align:start position:0% packages that helps in quantum simulation<01:00:34.799> so<01:00:34.960> for<01:00:35.119> instance 01:00:35.829 --> 01:00:35.839 align:start position:0% simulation so for instance 01:00:35.839 --> 01:00:37.750 align:start position:0% simulation so for instance uh<01:00:36.160> i<01:00:36.240> don't<01:00:36.480> remember<01:00:36.880> who<01:00:37.119> you<01:00:37.280> said<01:00:37.520> that 01:00:37.750 --> 01:00:37.760 align:start position:0% uh i don't remember who you said that 01:00:37.760 --> 01:00:39.670 align:start position:0% uh i don't remember who you said that but<01:00:38.160> that<01:00:38.559> has<01:00:38.799> been<01:00:38.960> working<01:00:39.280> in<01:00:39.359> tensor 01:00:39.670 --> 01:00:39.680 align:start position:0% but that has been working in tensor 01:00:39.680 --> 01:00:41.270 align:start position:0% but that has been working in tensor networks<01:00:40.319> uh<01:00:40.559> simulations 01:00:41.270 --> 01:00:41.280 align:start position:0% networks uh simulations 01:00:41.280 --> 01:00:43.750 align:start position:0% networks uh simulations that<01:00:41.440> would<01:00:41.599> be<01:00:41.839> very<01:00:42.079> useful<01:00:42.480> too<01:00:42.799> to<01:00:43.280> mix 01:00:43.750 --> 01:00:43.760 align:start position:0% that would be very useful too to mix 01:00:43.760 --> 01:00:45.270 align:start position:0% that would be very useful too to mix that<01:00:44.000> with<01:00:44.160> tequila<01:00:44.559> at<01:00:44.640> some<01:00:44.799> point<01:00:45.040> so<01:00:45.200> you 01:00:45.270 --> 01:00:45.280 align:start position:0% that with tequila at some point so you 01:00:45.280 --> 01:00:46.710 align:start position:0% that with tequila at some point so you can<01:00:45.440> use<01:00:45.599> tequila<01:00:46.079> also 01:00:46.710 --> 01:00:46.720 align:start position:0% can use tequila also 01:00:46.720 --> 01:00:49.190 align:start position:0% can use tequila also to<01:00:47.040> uh<01:00:47.440> perform<01:00:47.839> tensor<01:00:48.240> network<01:00:48.559> simulations 01:00:49.190 --> 01:00:49.200 align:start position:0% to uh perform tensor network simulations 01:00:49.200 --> 01:00:51.030 align:start position:0% to uh perform tensor network simulations or<01:00:49.440> to<01:00:49.599> simulate<01:00:50.000> your<01:00:50.160> circuit<01:00:50.559> with<01:00:50.720> tensor 01:00:51.030 --> 01:00:51.040 align:start position:0% or to simulate your circuit with tensor 01:00:51.040 --> 01:00:52.230 align:start position:0% or to simulate your circuit with tensor networks<01:00:51.440> so<01:00:51.599> you<01:00:51.760> can 01:00:52.230 --> 01:00:52.240 align:start position:0% networks so you can 01:00:52.240 --> 01:00:54.230 align:start position:0% networks so you can compute<01:00:52.640> some<01:00:52.960> some<01:00:53.200> values<01:00:53.760> interesting 01:00:54.230 --> 01:00:54.240 align:start position:0% compute some some values interesting 01:00:54.240 --> 01:00:57.109 align:start position:0% compute some some values interesting values<01:00:54.839> here<01:00:55.920> so<01:00:56.160> please<01:00:56.400> let<01:00:56.559> us<01:00:56.720> know<01:00:56.960> any 01:00:57.109 --> 01:00:57.119 align:start position:0% values here so please let us know any 01:00:57.119 --> 01:00:57.910 align:start position:0% values here so please let us know any suggestion 01:00:57.910 --> 01:00:57.920 align:start position:0% suggestion 01:00:57.920 --> 01:01:00.710 align:start position:0% suggestion and<01:00:58.400> thank<01:00:58.640> you<01:00:59.200> for<01:00:59.440> your<01:00:59.599> attention<01:01:00.160> and<01:01:00.480> for 01:01:00.710 --> 01:01:00.720 align:start position:0% and thank you for your attention and for 01:01:00.720 --> 01:01:02.789 align:start position:0% and thank you for your attention and for all<01:01:00.880> the<01:01:01.040> developers<01:01:01.599> of<01:01:01.680> tequila<01:01:02.240> so<01:01:02.480> in<01:01:02.640> the 01:01:02.789 --> 01:01:02.799 align:start position:0% all the developers of tequila so in the 01:01:02.799 --> 01:01:03.349 align:start position:0% all the developers of tequila so in the end 01:01:03.349 --> 01:01:03.359 align:start position:0% end 01:01:03.359 --> 01:01:05.430 align:start position:0% end the<01:01:03.520> very<01:01:03.760> big<01:01:03.920> two<01:01:04.160> developers<01:01:04.640> were<01:01:04.960> jacob 01:01:05.430 --> 01:01:05.440 align:start position:0% the very big two developers were jacob 01:01:05.440 --> 01:01:06.470 align:start position:0% the very big two developers were jacob and<01:01:05.599> sumner 01:01:06.470 --> 01:01:06.480 align:start position:0% and sumner 01:01:06.480 --> 01:01:08.789 align:start position:0% and sumner and<01:01:06.880> the<01:01:07.040> rest<01:01:07.280> of<01:01:07.440> us<01:01:07.680> we<01:01:07.839> contribute<01:01:08.480> in<01:01:08.640> some 01:01:08.789 --> 01:01:08.799 align:start position:0% and the rest of us we contribute in some 01:01:08.799 --> 01:01:09.510 align:start position:0% and the rest of us we contribute in some of<01:01:08.960> the 01:01:09.510 --> 01:01:09.520 align:start position:0% of the 01:01:09.520 --> 01:01:12.150 align:start position:0% of the of<01:01:09.599> the<01:01:09.760> features<01:01:10.160> of<01:01:10.240> tequila<01:01:11.280> and<01:01:11.839> i<01:01:12.000> hope 01:01:12.150 --> 01:01:12.160 align:start position:0% of the features of tequila and i hope 01:01:12.160 --> 01:01:13.270 align:start position:0% of the features of tequila and i hope that<01:01:12.400> this<01:01:12.640> list<01:01:12.960> just 01:01:13.270 --> 01:01:13.280 align:start position:0% that this list just 01:01:13.280 --> 01:01:17.030 align:start position:0% that this list just grows<01:01:13.599> in<01:01:13.680> the<01:01:13.839> future<01:01:14.160> so<01:01:14.319> tequila<01:01:15.640> 2.0 01:01:17.030 --> 01:01:17.040 align:start position:0% grows in the future so tequila 2.0 01:01:17.040 --> 01:01:19.510 align:start position:0% grows in the future so tequila 2.0 can<01:01:17.680> include<01:01:18.079> more<01:01:18.319> and<01:01:18.480> more<01:01:18.799> people<01:01:19.280> all<01:01:19.440> the 01:01:19.510 --> 01:01:19.520 align:start position:0% can include more and more people all the 01:01:19.520 --> 01:01:21.190 align:start position:0% can include more and more people all the community<01:01:20.079> if<01:01:20.160> possible 01:01:21.190 --> 01:01:21.200 align:start position:0% community if possible 01:01:21.200 --> 01:01:23.510 align:start position:0% community if possible so<01:01:21.599> thank<01:01:21.839> you<01:01:22.079> and<01:01:22.319> please<01:01:22.720> let<01:01:22.880> me<01:01:23.040> know<01:01:23.280> any 01:01:23.510 --> 01:01:23.520 align:start position:0% so thank you and please let me know any 01:01:23.520 --> 01:01:28.630 align:start position:0% so thank you and please let me know any questions<01:01:23.920> and<01:01:24.079> i<01:01:24.160> will<01:01:24.319> try<01:01:24.480> to<01:01:24.640> answer<01:01:25.040> them 01:01:28.630 --> 01:01:28.640 align:start position:0% 01:01:28.640 --> 01:01:31.589 align:start position:0% thank<01:01:28.799> you<01:01:28.880> very<01:01:29.040> much<01:01:29.280> alba<01:01:29.839> we<01:01:30.000> have<01:01:30.400> uh<01:01:31.280> time 01:01:31.589 --> 01:01:31.599 align:start position:0% thank you very much alba we have uh time 01:01:31.599 --> 01:01:33.510 align:start position:0% thank you very much alba we have uh time for<01:01:31.839> questions<01:01:32.319> i<01:01:32.480> also<01:01:32.799> have<01:01:32.960> seen 01:01:33.510 --> 01:01:33.520 align:start position:0% for questions i also have seen 01:01:33.520 --> 01:01:36.390 align:start position:0% for questions i also have seen that<01:01:33.920> uh<01:01:34.240> jacob<01:01:34.720> answered<01:01:35.119> the<01:01:35.839> symbolic 01:01:36.390 --> 01:01:36.400 align:start position:0% that uh jacob answered the symbolic 01:01:36.400 --> 01:01:37.510 align:start position:0% that uh jacob answered the symbolic back-end 01:01:37.510 --> 01:01:37.520 align:start position:0% back-end 01:01:37.520 --> 01:01:40.870 align:start position:0% back-end question<01:01:38.160> on<01:01:38.480> chat<01:01:39.839> so 01:01:40.870 --> 01:01:40.880 align:start position:0% question on chat so 01:01:40.880 --> 01:01:45.750 align:start position:0% question on chat so now<01:01:41.119> we<01:01:41.359> have<01:01:41.599> open<01:01:41.839> discussion 01:01:45.750 --> 01:01:45.760 align:start position:0% 01:01:45.760 --> 01:01:48.950 align:start position:0% i<01:01:45.839> have<01:01:46.000> a<01:01:46.160> question<01:01:46.480> alba<01:01:48.400> um 01:01:48.950 --> 01:01:48.960 align:start position:0% i have a question alba um 01:01:48.960 --> 01:01:52.309 align:start position:0% i have a question alba um so<01:01:49.599> uh<01:01:49.920> you<01:01:50.240> you<01:01:50.559> showed<01:01:51.040> um<01:01:51.839> when<01:01:52.000> you<01:01:52.160> were 01:01:52.309 --> 01:01:52.319 align:start position:0% so uh you you showed um when you were 01:01:52.319 --> 01:01:53.190 align:start position:0% so uh you you showed um when you were discussing<01:01:52.799> the 01:01:53.190 --> 01:01:53.200 align:start position:0% discussing the 01:01:53.200 --> 01:01:55.990 align:start position:0% discussing the or<01:01:54.000> showing<01:01:54.400> the<01:01:54.640> api<01:01:55.440> that<01:01:55.680> they're 01:01:55.990 --> 01:01:56.000 align:start position:0% or showing the api that they're 01:01:56.000 --> 01:01:57.910 align:start position:0% or showing the api that they're classical<01:01:56.559> optimizers 01:01:57.910 --> 01:01:57.920 align:start position:0% classical optimizers 01:01:57.920 --> 01:02:00.390 align:start position:0% classical optimizers and<01:01:58.160> you<01:01:58.640> kind<01:01:58.880> of<01:01:59.039> alluded<01:01:59.520> to<01:01:59.920> quantum 01:02:00.390 --> 01:02:00.400 align:start position:0% and you kind of alluded to quantum 01:02:00.400 --> 01:02:03.109 align:start position:0% and you kind of alluded to quantum circuit<01:02:00.880> optimization<01:02:01.680> at<01:02:01.839> one<01:02:02.079> point 01:02:03.109 --> 01:02:03.119 align:start position:0% circuit optimization at one point 01:02:03.119 --> 01:02:06.150 align:start position:0% circuit optimization at one point um<01:02:03.599> but<01:02:03.839> i'm<01:02:04.000> curious<01:02:04.480> whether<01:02:04.960> the<01:02:05.200> api 01:02:06.150 --> 01:02:06.160 align:start position:0% um but i'm curious whether the api 01:02:06.160 --> 01:02:10.549 align:start position:0% um but i'm curious whether the api like<01:02:07.039> might<01:02:07.599> support 01:02:10.549 --> 01:02:10.559 align:start position:0% 01:02:10.559 --> 01:02:15.029 align:start position:0% additional<01:02:11.280> like<01:02:11.599> an<01:02:11.760> additional<01:02:12.319> stage<01:02:12.720> for 01:02:15.029 --> 01:02:15.039 align:start position:0% 01:02:15.039 --> 01:02:17.270 align:start position:0% quantum<01:02:15.440> circuit<01:02:15.760> optimization<01:02:16.640> either 01:02:17.270 --> 01:02:17.280 align:start position:0% quantum circuit optimization either 01:02:17.280 --> 01:02:18.710 align:start position:0% quantum circuit optimization either through<01:02:17.839> i<01:02:18.079> don't<01:02:18.240> know<01:02:18.400> if 01:02:18.710 --> 01:02:18.720 align:start position:0% through i don't know if 01:02:18.720 --> 01:02:20.309 align:start position:0% through i don't know if like<01:02:18.960> you<01:02:19.039> know<01:02:19.119> for<01:02:19.280> instance<01:02:19.599> kiskit<01:02:20.079> has 01:02:20.309 --> 01:02:20.319 align:start position:0% like you know for instance kiskit has 01:02:20.319 --> 01:02:21.990 align:start position:0% like you know for instance kiskit has their<01:02:20.480> optimization<01:02:21.200> levels<01:02:21.680> i<01:02:21.760> don't<01:02:21.839> know 01:02:21.990 --> 01:02:22.000 align:start position:0% their optimization levels i don't know 01:02:22.000 --> 01:02:22.630 align:start position:0% their optimization levels i don't know if<01:02:22.160> it's 01:02:22.630 --> 01:02:22.640 align:start position:0% if it's 01:02:22.640 --> 01:02:24.950 align:start position:0% if it's if<01:02:22.799> it's<01:02:22.960> possible<01:02:23.280> to<01:02:23.440> pass<01:02:23.760> those<01:02:24.079> through 01:02:24.950 --> 01:02:24.960 align:start position:0% if it's possible to pass those through 01:02:24.960 --> 01:02:26.230 align:start position:0% if it's possible to pass those through when<01:02:25.119> you're<01:02:25.280> compiling<01:02:25.839> the<01:02:25.920> quantum 01:02:26.230 --> 01:02:26.240 align:start position:0% when you're compiling the quantum 01:02:26.240 --> 01:02:27.190 align:start position:0% when you're compiling the quantum circuit<01:02:26.640> but 01:02:27.190 --> 01:02:27.200 align:start position:0% circuit but 01:02:27.200 --> 01:02:29.349 align:start position:0% circuit but there's<01:02:27.520> also<01:02:27.920> you<01:02:28.079> know<01:02:28.240> like<01:02:28.720> projects<01:02:29.119> like 01:02:29.349 --> 01:02:29.359 align:start position:0% there's also you know like projects like 01:02:29.359 --> 01:02:31.190 align:start position:0% there's also you know like projects like pi<01:02:29.839> pi<01:02:30.160> zx 01:02:31.190 --> 01:02:31.200 align:start position:0% pi pi zx 01:02:31.200 --> 01:02:34.069 align:start position:0% pi pi zx which<01:02:31.599> will<01:02:32.480> you<01:02:32.559> know<01:02:32.960> kind<01:02:33.200> of<01:02:33.280> work<01:02:33.520> outside 01:02:34.069 --> 01:02:34.079 align:start position:0% which will you know kind of work outside 01:02:34.079 --> 01:02:34.710 align:start position:0% which will you know kind of work outside of<01:02:34.319> the 01:02:34.710 --> 01:02:34.720 align:start position:0% of the 01:02:34.720 --> 01:02:36.789 align:start position:0% of the embedded<01:02:35.440> compilation<01:02:36.160> loop<01:02:36.480> of<01:02:36.640> the 01:02:36.789 --> 01:02:36.799 align:start position:0% embedded compilation loop of the 01:02:36.799 --> 01:02:38.549 align:start position:0% embedded compilation loop of the packages<01:02:37.359> themselves<01:02:37.920> so 01:02:38.549 --> 01:02:38.559 align:start position:0% packages themselves so 01:02:38.559 --> 01:02:41.029 align:start position:0% packages themselves so i'm<01:02:38.880> curious<01:02:39.280> like<01:02:39.839> i'm<01:02:40.079> a<01:02:40.160> big<01:02:40.319> proponent<01:02:40.880> of 01:02:41.029 --> 01:02:41.039 align:start position:0% i'm curious like i'm a big proponent of 01:02:41.039 --> 01:02:43.270 align:start position:0% i'm curious like i'm a big proponent of pi<01:02:41.280> zx<01:02:41.760> i<01:02:41.839> think<01:02:42.079> like<01:02:42.400> it's<01:02:42.640> a 01:02:43.270 --> 01:02:43.280 align:start position:0% pi zx i think like it's a 01:02:43.280 --> 01:02:45.510 align:start position:0% pi zx i think like it's a you<01:02:43.440> know<01:02:44.319> it<01:02:44.480> works<01:02:44.799> quite<01:02:45.039> well<01:02:45.280> and<01:02:45.440> it 01:02:45.510 --> 01:02:45.520 align:start position:0% you know it works quite well and it 01:02:45.520 --> 01:02:47.109 align:start position:0% you know it works quite well and it would<01:02:45.599> be<01:02:45.839> neat<01:02:46.240> you<01:02:46.319> know<01:02:46.559> especially<01:02:46.960> for 01:02:47.109 --> 01:02:47.119 align:start position:0% would be neat you know especially for 01:02:47.119 --> 01:02:48.309 align:start position:0% would be neat you know especially for looking<01:02:47.440> to<01:02:47.520> run<01:02:47.760> on 01:02:48.309 --> 01:02:48.319 align:start position:0% looking to run on 01:02:48.319 --> 01:02:49.910 align:start position:0% looking to run on different<01:02:48.640> harder<01:02:48.960> back<01:02:49.280> back<01:02:49.520> ends<01:02:49.680> so<01:02:49.839> i'm 01:02:49.910 --> 01:02:49.920 align:start position:0% different harder back back ends so i'm 01:02:49.920 --> 01:02:51.270 align:start position:0% different harder back back ends so i'm just<01:02:50.000> wondering<01:02:50.240> where<01:02:50.400> that<01:02:50.640> fits<01:02:50.960> in<01:02:51.119> to 01:02:51.270 --> 01:02:51.280 align:start position:0% just wondering where that fits in to 01:02:51.280 --> 01:02:54.150 align:start position:0% just wondering where that fits in to maybe<01:02:51.599> tequila<01:02:52.160> 2.0 01:02:54.150 --> 01:02:54.160 align:start position:0% maybe tequila 2.0 01:02:54.160 --> 01:02:55.750 align:start position:0% maybe tequila 2.0 thanks<01:02:54.400> for<01:02:54.559> your<01:02:54.720> question<01:02:55.119> and<01:02:55.359> i'm<01:02:55.599> really 01:02:55.750 --> 01:02:55.760 align:start position:0% thanks for your question and i'm really 01:02:55.760 --> 01:02:57.430 align:start position:0% thanks for your question and i'm really excited<01:02:56.319> of<01:02:57.039> of 01:02:57.430 --> 01:02:57.440 align:start position:0% excited of of 01:02:57.440 --> 01:02:59.910 align:start position:0% excited of of exit<01:02:57.760> calculus<01:02:58.240> to<01:02:58.400> be<01:02:58.559> honest<01:02:58.960> so<01:02:59.680> we<01:02:59.839> are 01:02:59.910 --> 01:02:59.920 align:start position:0% exit calculus to be honest so we are 01:02:59.920 --> 01:03:01.349 align:start position:0% exit calculus to be honest so we are very<01:03:00.079> interested<01:03:00.559> on<01:03:00.640> that 01:03:01.349 --> 01:03:01.359 align:start position:0% very interested on that 01:03:01.359 --> 01:03:03.829 align:start position:0% very interested on that and<01:03:01.680> currently<01:03:02.240> as<01:03:02.319> far<01:03:02.559> as<01:03:02.640> i<01:03:02.799> know<01:03:03.039> i<01:03:03.599> at 01:03:03.829 --> 01:03:03.839 align:start position:0% and currently as far as i know i at 01:03:03.839 --> 01:03:05.109 align:start position:0% and currently as far as i know i at least<01:03:04.079> in<01:03:04.160> the<01:03:04.319> open<01:03:04.559> version 01:03:05.109 --> 01:03:05.119 align:start position:0% least in the open version 01:03:05.119 --> 01:03:06.630 align:start position:0% least in the open version and<01:03:05.280> they<01:03:05.440> are<01:03:05.520> not<01:03:05.680> supported<01:03:06.079> so<01:03:06.400> you<01:03:06.480> are 01:03:06.630 --> 01:03:06.640 align:start position:0% and they are not supported so you are 01:03:06.640 --> 01:03:08.309 align:start position:0% and they are not supported so you are talking<01:03:06.880> about<01:03:07.119> compilation<01:03:07.760> right<01:03:07.920> so<01:03:08.079> how 01:03:08.309 --> 01:03:08.319 align:start position:0% talking about compilation right so how 01:03:08.319 --> 01:03:10.150 align:start position:0% talking about compilation right so how to<01:03:08.480> simplify<01:03:08.960> the<01:03:09.119> circuit<01:03:09.599> first 01:03:10.150 --> 01:03:10.160 align:start position:0% to simplify the circuit first 01:03:10.160 --> 01:03:13.589 align:start position:0% to simplify the circuit first before<01:03:10.720> the<01:03:11.760> the<01:03:12.000> the<01:03:12.240> real<01:03:12.480> simulation<01:03:13.119> or 01:03:13.589 --> 01:03:13.599 align:start position:0% before the the the real simulation or 01:03:13.599 --> 01:03:16.870 align:start position:0% before the the the real simulation or or<01:03:14.160> running<01:03:14.480> the<01:03:14.799> the<01:03:14.960> algorithm<01:03:15.920> or<01:03:16.160> to<01:03:16.559> map 01:03:16.870 --> 01:03:16.880 align:start position:0% or running the the algorithm or to map 01:03:16.880 --> 01:03:19.349 align:start position:0% or running the the algorithm or to map your<01:03:17.119> circuit<01:03:17.520> into<01:03:17.760> a<01:03:17.839> particular<01:03:18.319> topology 01:03:19.349 --> 01:03:19.359 align:start position:0% your circuit into a particular topology 01:03:19.359 --> 01:03:21.430 align:start position:0% your circuit into a particular topology uh<01:03:19.680> we<01:03:19.839> don't<01:03:20.000> have<01:03:20.240> that<01:03:20.480> yet<01:03:20.799> implemented 01:03:21.430 --> 01:03:21.440 align:start position:0% uh we don't have that yet implemented 01:03:21.440 --> 01:03:23.670 align:start position:0% uh we don't have that yet implemented but<01:03:22.079> it's<01:03:22.319> part<01:03:22.559> of<01:03:22.640> the<01:03:22.799> list<01:03:23.119> of<01:03:23.280> things<01:03:23.520> that 01:03:23.670 --> 01:03:23.680 align:start position:0% but it's part of the list of things that 01:03:23.680 --> 01:03:24.950 align:start position:0% but it's part of the list of things that we<01:03:23.839> want<01:03:24.079> to<01:03:24.240> include 01:03:24.950 --> 01:03:24.960 align:start position:0% we want to include 01:03:24.960 --> 01:03:27.430 align:start position:0% we want to include definitely<01:03:26.160> so<01:03:26.640> yeah<01:03:26.880> yeah<01:03:27.039> that<01:03:27.200> will<01:03:27.359> be 01:03:27.430 --> 01:03:27.440 align:start position:0% definitely so yeah yeah that will be 01:03:27.440 --> 01:03:28.150 align:start position:0% definitely so yeah yeah that will be very<01:03:27.680> useful 01:03:28.150 --> 01:03:28.160 align:start position:0% very useful 01:03:28.160 --> 01:03:29.990 align:start position:0% very useful and<01:03:28.400> that's<01:03:28.720> one<01:03:28.960> of<01:03:29.039> the<01:03:29.200> big<01:03:29.440> points<01:03:29.680> in<01:03:29.839> my 01:03:29.990 --> 01:03:30.000 align:start position:0% and that's one of the big points in my 01:03:30.000 --> 01:03:32.069 align:start position:0% and that's one of the big points in my opinion<01:03:30.400> that<01:03:31.119> that<01:03:31.280> tequila<01:03:31.760> has<01:03:31.920> to 01:03:32.069 --> 01:03:32.079 align:start position:0% opinion that that tequila has to 01:03:32.079 --> 01:03:33.670 align:start position:0% opinion that that tequila has to implement<01:03:32.480> at<01:03:32.559> some<01:03:32.720> point<01:03:33.039> because 01:03:33.670 --> 01:03:33.680 align:start position:0% implement at some point because 01:03:33.680 --> 01:03:36.549 align:start position:0% implement at some point because that's<01:03:34.079> in<01:03:34.240> the<01:03:34.400> end<01:03:35.359> the<01:03:35.839> a<01:03:36.079> very<01:03:36.319> very 01:03:36.549 --> 01:03:36.559 align:start position:0% that's in the end the a very very 01:03:36.559 --> 01:03:38.549 align:start position:0% that's in the end the a very very practical<01:03:37.039> thing<01:03:37.280> that<01:03:37.440> we<01:03:37.599> will<01:03:37.760> need<01:03:38.079> so<01:03:38.319> how 01:03:38.549 --> 01:03:38.559 align:start position:0% practical thing that we will need so how 01:03:38.559 --> 01:03:40.470 align:start position:0% practical thing that we will need so how to<01:03:38.799> map<01:03:39.039> our<01:03:39.280> circuit<01:03:39.680> in<01:03:39.839> a<01:03:40.000> particular 01:03:40.470 --> 01:03:40.480 align:start position:0% to map our circuit in a particular 01:03:40.480 --> 01:03:41.670 align:start position:0% to map our circuit in a particular topology 01:03:41.670 --> 01:03:41.680 align:start position:0% topology 01:03:41.680 --> 01:03:43.670 align:start position:0% topology and<01:03:41.920> also<01:03:42.240> if<01:03:42.319> we<01:03:42.400> can<01:03:42.559> simplify<01:03:43.039> that<01:03:43.280> circuit 01:03:43.670 --> 01:03:43.680 align:start position:0% and also if we can simplify that circuit 01:03:43.680 --> 01:03:45.829 align:start position:0% and also if we can simplify that circuit especially<01:03:44.240> for<01:03:44.559> nisk<01:03:44.960> simulation<01:03:45.520> so<01:03:45.680> we 01:03:45.829 --> 01:03:45.839 align:start position:0% especially for nisk simulation so we 01:03:45.839 --> 01:03:46.230 align:start position:0% especially for nisk simulation so we want 01:03:46.230 --> 01:03:46.240 align:start position:0% want 01:03:46.240 --> 01:03:50.069 align:start position:0% want as<01:03:46.799> as<01:03:47.359> lower<01:03:47.760> than<01:03:48.480> gate<01:03:48.720> depth<01:03:49.039> as<01:03:49.200> possible 01:03:50.069 --> 01:03:50.079 align:start position:0% as as lower than gate depth as possible 01:03:50.079 --> 01:03:51.589 align:start position:0% as as lower than gate depth as possible so<01:03:50.400> yeah<01:03:50.640> there<01:03:50.799> are<01:03:50.880> many<01:03:51.119> techniques<01:03:51.440> that 01:03:51.589 --> 01:03:51.599 align:start position:0% so yeah there are many techniques that 01:03:51.599 --> 01:03:53.109 align:start position:0% so yeah there are many techniques that can<01:03:51.760> be<01:03:51.920> very<01:03:52.079> useful<01:03:52.640> and 01:03:53.109 --> 01:03:53.119 align:start position:0% can be very useful and 01:03:53.119 --> 01:03:55.109 align:start position:0% can be very useful and yeah<01:03:53.599> we<01:03:53.760> want<01:03:53.920> to<01:03:54.079> do<01:03:54.240> that<01:03:54.480> so<01:03:54.640> it's<01:03:54.799> part<01:03:55.039> of 01:03:55.109 --> 01:03:55.119 align:start position:0% yeah we want to do that so it's part of 01:03:55.119 --> 01:03:56.390 align:start position:0% yeah we want to do that so it's part of the<01:03:55.359> list<01:03:55.599> of<01:03:55.680> things<01:03:55.920> but<01:03:56.079> it's<01:03:56.240> not 01:03:56.390 --> 01:03:56.400 align:start position:0% the list of things but it's not 01:03:56.400 --> 01:03:59.750 align:start position:0% the list of things but it's not supported<01:03:56.960> yet 01:03:59.750 --> 01:03:59.760 align:start position:0% supported yet 01:03:59.760 --> 01:04:06.309 align:start position:0% supported yet great<01:04:00.160> thank<01:04:00.319> you 01:04:06.309 --> 01:04:06.319 align:start position:0% 01:04:06.319 --> 01:04:09.190 align:start position:0% hey<01:04:06.559> alba<01:04:08.240> yeah<01:04:08.480> thank<01:04:08.640> you<01:04:08.720> for<01:04:08.880> the<01:04:08.960> great 01:04:09.190 --> 01:04:09.200 align:start position:0% hey alba yeah thank you for the great 01:04:09.200 --> 01:04:09.750 align:start position:0% hey alba yeah thank you for the great talk 01:04:09.750 --> 01:04:09.760 align:start position:0% talk 01:04:09.760 --> 01:04:11.670 align:start position:0% talk could<01:04:09.920> you<01:04:10.079> elaborate<01:04:10.640> on<01:04:10.880> how<01:04:11.119> we<01:04:11.280> could 01:04:11.670 --> 01:04:11.680 align:start position:0% could you elaborate on how we could 01:04:11.680 --> 01:04:15.589 align:start position:0% could you elaborate on how we could incorporate<01:04:12.319> tensor<01:04:12.640> networks<01:04:13.119> with<01:04:13.280> tequila 01:04:15.589 --> 01:04:15.599 align:start position:0% incorporate tensor networks with tequila 01:04:15.599 --> 01:04:18.549 align:start position:0% incorporate tensor networks with tequila well<01:04:15.760> that's<01:04:17.119> that's<01:04:17.359> the<01:04:17.520> thing<01:04:17.760> so<01:04:18.160> we<01:04:18.319> would 01:04:18.549 --> 01:04:18.559 align:start position:0% well that's that's the thing so we would 01:04:18.559 --> 01:04:19.589 align:start position:0% well that's that's the thing so we would like<01:04:18.720> to<01:04:18.960> but 01:04:19.589 --> 01:04:19.599 align:start position:0% like to but 01:04:19.599 --> 01:04:20.950 align:start position:0% like to but we<01:04:19.760> will<01:04:19.920> need<01:04:20.079> to<01:04:20.240> discuss<01:04:20.559> that<01:04:20.720> with 01:04:20.950 --> 01:04:20.960 align:start position:0% we will need to discuss that with 01:04:20.960 --> 01:04:23.029 align:start position:0% we will need to discuss that with someone<01:04:21.280> that<01:04:21.520> works<01:04:21.760> with<01:04:22.240> those<01:04:22.559> libraries 01:04:23.029 --> 01:04:23.039 align:start position:0% someone that works with those libraries 01:04:23.039 --> 01:04:23.829 align:start position:0% someone that works with those libraries first 01:04:23.829 --> 01:04:23.839 align:start position:0% first 01:04:23.839 --> 01:04:26.069 align:start position:0% first so<01:04:24.000> i<01:04:24.079> can<01:04:24.319> think<01:04:24.480> about<01:04:24.799> for<01:04:24.960> instance<01:04:25.520> uh<01:04:25.839> i 01:04:26.069 --> 01:04:26.079 align:start position:0% so i can think about for instance uh i 01:04:26.079 --> 01:04:27.990 align:start position:0% so i can think about for instance uh i believe<01:04:26.400> that<01:04:26.640> it<01:04:26.720> could<01:04:26.880> be<01:04:27.039> a<01:04:27.119> model<01:04:27.520> after 01:04:27.990 --> 01:04:28.000 align:start position:0% believe that it could be a model after 01:04:28.000 --> 01:04:31.190 align:start position:0% believe that it could be a model after you<01:04:28.160> simulate<01:04:28.559> your<01:04:28.720> circuit<01:04:29.760> you<01:04:30.000> just<01:04:30.720> map 01:04:31.190 --> 01:04:31.200 align:start position:0% you simulate your circuit you just map 01:04:31.200 --> 01:04:34.069 align:start position:0% you simulate your circuit you just map your<01:04:31.760> so<01:04:31.920> sorry<01:04:32.240> you<01:04:32.480> just<01:04:32.880> call<01:04:33.200> this<01:04:33.520> um 01:04:34.069 --> 01:04:34.079 align:start position:0% your so sorry you just call this um 01:04:34.079 --> 01:04:35.750 align:start position:0% your so sorry you just call this um tensor<01:04:34.400> network<01:04:34.799> method<01:04:35.039> for<01:04:35.280> instance<01:04:35.599> to 01:04:35.750 --> 01:04:35.760 align:start position:0% tensor network method for instance to 01:04:35.760 --> 01:04:37.109 align:start position:0% tensor network method for instance to simulate<01:04:36.160> that<01:04:36.319> circuit<01:04:36.640> with<01:04:36.799> tensor 01:04:37.109 --> 01:04:37.119 align:start position:0% simulate that circuit with tensor 01:04:37.119 --> 01:04:37.589 align:start position:0% simulate that circuit with tensor networks 01:04:37.589 --> 01:04:37.599 align:start position:0% networks 01:04:37.599 --> 01:04:39.510 align:start position:0% networks specifying<01:04:38.400> i<01:04:38.559> don't<01:04:38.640> know<01:04:38.799> bond<01:04:39.039> dimension 01:04:39.510 --> 01:04:39.520 align:start position:0% specifying i don't know bond dimension 01:04:39.520 --> 01:04:40.710 align:start position:0% specifying i don't know bond dimension for<01:04:39.760> instance 01:04:40.710 --> 01:04:40.720 align:start position:0% for instance 01:04:40.720 --> 01:04:43.029 align:start position:0% for instance and<01:04:41.200> i<01:04:41.359> can<01:04:41.520> think<01:04:41.760> about<01:04:42.000> that<01:04:42.319> because<01:04:42.559> i<01:04:42.960> in 01:04:43.029 --> 01:04:43.039 align:start position:0% and i can think about that because i in 01:04:43.039 --> 01:04:45.190 align:start position:0% and i can think about that because i in the<01:04:43.200> end<01:04:43.280> tequila<01:04:43.680> is<01:04:43.760> organized<01:04:44.240> in<01:04:44.319> a<01:04:44.400> way 01:04:45.190 --> 01:04:45.200 align:start position:0% the end tequila is organized in a way 01:04:45.200 --> 01:04:47.589 align:start position:0% the end tequila is organized in a way that<01:04:45.440> you<01:04:45.599> can<01:04:45.760> just<01:04:46.160> add<01:04:46.400> more<01:04:46.640> modules<01:04:47.440> and 01:04:47.589 --> 01:04:47.599 align:start position:0% that you can just add more modules and 01:04:47.599 --> 01:04:49.430 align:start position:0% that you can just add more modules and you<01:04:47.760> don't<01:04:48.000> touch<01:04:48.319> the<01:04:48.480> main<01:04:48.720> code<01:04:49.039> in<01:04:49.200> the<01:04:49.280> end 01:04:49.430 --> 01:04:49.440 align:start position:0% you don't touch the main code in the end 01:04:49.440 --> 01:04:51.750 align:start position:0% you don't touch the main code in the end the<01:04:49.599> core<01:04:49.839> of<01:04:49.920> tequila<01:04:50.480> is<01:04:50.559> the<01:04:50.799> objective 01:04:51.750 --> 01:04:51.760 align:start position:0% the core of tequila is the objective 01:04:51.760 --> 01:04:54.870 align:start position:0% the core of tequila is the objective so<01:04:52.000> you<01:04:52.079> can<01:04:52.319> add<01:04:52.559> whatever<01:04:52.880> you<01:04:53.039> want<01:04:54.480> around 01:04:54.870 --> 01:04:54.880 align:start position:0% so you can add whatever you want around 01:04:54.880 --> 01:04:55.190 align:start position:0% so you can add whatever you want around it 01:04:55.190 --> 01:04:55.200 align:start position:0% it 01:04:55.200 --> 01:04:57.430 align:start position:0% it and<01:04:55.839> just<01:04:56.160> call<01:04:56.400> it<01:04:56.559> at<01:04:56.720> any<01:04:56.880> time<01:04:57.119> so<01:04:57.280> for 01:04:57.430 --> 01:04:57.440 align:start position:0% and just call it at any time so for 01:04:57.440 --> 01:04:59.990 align:start position:0% and just call it at any time so for instance<01:04:57.920> i<01:04:58.079> can<01:04:58.319> just 01:04:59.990 --> 01:05:00.000 align:start position:0% instance i can just 01:05:00.000 --> 01:05:01.670 align:start position:0% instance i can just create<01:05:00.240> the<01:05:00.319> circuit<01:05:00.720> the<01:05:00.880> quantum<01:05:01.200> circuit<01:05:01.599> i 01:05:01.670 --> 01:05:01.680 align:start position:0% create the circuit the quantum circuit i 01:05:01.680 --> 01:05:04.150 align:start position:0% create the circuit the quantum circuit i can<01:05:02.480> call<01:05:02.720> the<01:05:02.960> wavefunction<01:05:03.599> module<01:05:04.000> to 01:05:04.150 --> 01:05:04.160 align:start position:0% can call the wavefunction module to 01:05:04.160 --> 01:05:05.430 align:start position:0% can call the wavefunction module to obtain<01:05:04.559> the<01:05:04.720> mod<01:05:05.039> in<01:05:05.119> the 01:05:05.430 --> 01:05:05.440 align:start position:0% obtain the mod in the 01:05:05.440 --> 01:05:08.870 align:start position:0% obtain the mod in the the<01:05:05.599> way<01:05:05.839> function<01:05:06.319> or<01:05:06.480> i<01:05:06.559> can<01:05:06.799> just<01:05:07.039> call<01:05:07.920> um 01:05:08.870 --> 01:05:08.880 align:start position:0% the way function or i can just call um 01:05:08.880 --> 01:05:11.109 align:start position:0% the way function or i can just call um some<01:05:09.119> tensor<01:05:09.440> network<01:05:09.839> module<01:05:10.240> that<01:05:10.880> will 01:05:11.109 --> 01:05:11.119 align:start position:0% some tensor network module that will 01:05:11.119 --> 01:05:12.549 align:start position:0% some tensor network module that will deliver<01:05:11.520> the<01:05:11.599> approximate<01:05:12.160> the 01:05:12.549 --> 01:05:12.559 align:start position:0% deliver the approximate the 01:05:12.559 --> 01:05:14.390 align:start position:0% deliver the approximate the the<01:05:12.720> matrix<01:05:13.119> product<01:05:13.440> states<01:05:13.760> for<01:05:13.920> instance 01:05:14.390 --> 01:05:14.400 align:start position:0% the matrix product states for instance 01:05:14.400 --> 01:05:16.309 align:start position:0% the matrix product states for instance of<01:05:14.559> that<01:05:14.960> of<01:05:15.039> that<01:05:15.280> wave<01:05:15.520> function 01:05:16.309 --> 01:05:16.319 align:start position:0% of that of that wave function 01:05:16.319 --> 01:05:18.069 align:start position:0% of that of that wave function so<01:05:16.640> that<01:05:16.799> could<01:05:16.960> be<01:05:17.119> another<01:05:17.520> way<01:05:17.760> to<01:05:17.920> think 01:05:18.069 --> 01:05:18.079 align:start position:0% so that could be another way to think 01:05:18.079 --> 01:05:20.309 align:start position:0% so that could be another way to think about<01:05:18.480> it<01:05:18.960> but<01:05:19.280> i<01:05:19.440> believe<01:05:19.680> that<01:05:19.920> it<01:05:20.000> will<01:05:20.160> be 01:05:20.309 --> 01:05:20.319 align:start position:0% about it but i believe that it will be 01:05:20.319 --> 01:05:21.750 align:start position:0% about it but i believe that it will be better<01:05:20.559> to<01:05:20.720> discuss<01:05:21.119> that<01:05:21.359> with 01:05:21.750 --> 01:05:21.760 align:start position:0% better to discuss that with 01:05:21.760 --> 01:05:24.309 align:start position:0% better to discuss that with someone<01:05:22.160> that<01:05:22.720> is<01:05:22.880> familiar<01:05:23.440> with<01:05:23.760> uh<01:05:24.160> with 01:05:24.309 --> 01:05:24.319 align:start position:0% someone that is familiar with uh with 01:05:24.319 --> 01:05:26.309 align:start position:0% someone that is familiar with uh with these<01:05:24.559> libraries<01:05:25.039> of<01:05:25.119> tensor<01:05:25.440> networks 01:05:26.309 --> 01:05:26.319 align:start position:0% these libraries of tensor networks 01:05:26.319 --> 01:05:28.470 align:start position:0% these libraries of tensor networks but<01:05:26.480> yeah<01:05:26.960> i<01:05:27.039> believe<01:05:27.359> that<01:05:27.599> it<01:05:27.680> will<01:05:27.920> not<01:05:28.079> be 01:05:28.470 --> 01:05:28.480 align:start position:0% but yeah i believe that it will not be 01:05:28.480 --> 01:05:30.069 align:start position:0% but yeah i believe that it will not be so<01:05:28.720> difficult<01:05:29.039> because<01:05:29.359> in<01:05:29.440> the<01:05:29.599> end 01:05:30.069 --> 01:05:30.079 align:start position:0% so difficult because in the end 01:05:30.079 --> 01:05:32.870 align:start position:0% so difficult because in the end you<01:05:30.240> can<01:05:30.480> just<01:05:31.280> call<01:05:31.839> you<01:05:31.920> know<01:05:32.160> this<01:05:32.480> extra 01:05:32.870 --> 01:05:32.880 align:start position:0% you can just call you know this extra 01:05:32.880 --> 01:05:33.910 align:start position:0% you can just call you know this extra library 01:05:33.910 --> 01:05:33.920 align:start position:0% library 01:05:33.920 --> 01:05:36.390 align:start position:0% library and<01:05:34.319> and<01:05:34.480> that's<01:05:34.799> it<01:05:35.200> and<01:05:35.520> you<01:05:35.680> just<01:05:35.920> have<01:05:36.079> to 01:05:36.390 --> 01:05:36.400 align:start position:0% and and that's it and you just have to 01:05:36.400 --> 01:05:37.829 align:start position:0% and and that's it and you just have to to<01:05:36.559> introduce<01:05:37.039> that<01:05:37.280> in<01:05:37.440> the 01:05:37.829 --> 01:05:37.839 align:start position:0% to introduce that in the 01:05:37.839 --> 01:05:41.190 align:start position:0% to introduce that in the in<01:05:38.000> the<01:05:38.160> source<01:05:38.400> code<01:05:38.640> of<01:05:38.720> tequila<01:05:40.400> and<01:05:40.799> yeah 01:05:41.190 --> 01:05:41.200 align:start position:0% in the source code of tequila and yeah 01:05:41.200 --> 01:05:43.430 align:start position:0% in the source code of tequila and yeah in<01:05:41.280> the<01:05:41.440> end<01:05:41.760> yeah<01:05:42.559> i<01:05:42.720> don't<01:05:42.880> think<01:05:43.039> it<01:05:43.200> would 01:05:43.430 --> 01:05:43.440 align:start position:0% in the end yeah i don't think it would 01:05:43.440 --> 01:05:45.750 align:start position:0% in the end yeah i don't think it would be<01:05:43.680> very<01:05:43.920> difficult<01:05:44.400> and<01:05:44.559> maybe 01:05:45.750 --> 01:05:45.760 align:start position:0% be very difficult and maybe 01:05:45.760 --> 01:05:47.589 align:start position:0% be very difficult and maybe we<01:05:45.920> can<01:05:46.079> think<01:05:46.319> about<01:05:46.559> more<01:05:46.720> sophisticated 01:05:47.589 --> 01:05:47.599 align:start position:0% we can think about more sophisticated 01:05:47.599 --> 01:05:49.270 align:start position:0% we can think about more sophisticated things<01:05:48.000> i 01:05:49.270 --> 01:05:49.280 align:start position:0% things i 01:05:49.280 --> 01:05:52.150 align:start position:0% things i i<01:05:49.359> you<01:05:49.599> know<01:05:49.680> like<01:05:50.000> a<01:05:50.799> full<01:05:51.200> different<01:05:51.599> module 01:05:52.150 --> 01:05:52.160 align:start position:0% i you know like a full different module 01:05:52.160 --> 01:05:52.630 align:start position:0% i you know like a full different module with 01:05:52.630 --> 01:05:52.640 align:start position:0% with 01:05:52.640 --> 01:05:55.670 align:start position:0% with tensor<01:05:52.960> network<01:05:53.280> simulation<01:05:53.920> maybe<01:05:55.440> well<01:05:55.599> it 01:05:55.670 --> 01:05:55.680 align:start position:0% tensor network simulation maybe well it 01:05:55.680 --> 01:05:56.390 align:start position:0% tensor network simulation maybe well it depends<01:05:56.160> on 01:05:56.390 --> 01:05:56.400 align:start position:0% depends on 01:05:56.400 --> 01:05:57.990 align:start position:0% depends on which<01:05:56.720> applications<01:05:57.280> are<01:05:57.359> you<01:05:57.599> thinking 01:05:57.990 --> 01:05:58.000 align:start position:0% which applications are you thinking 01:05:58.000 --> 01:05:59.589 align:start position:0% which applications are you thinking about<01:05:58.240> but<01:05:58.480> yeah 01:05:59.589 --> 01:05:59.599 align:start position:0% about but yeah 01:05:59.599 --> 01:06:01.510 align:start position:0% about but yeah i<01:05:59.680> think<01:05:59.839> that<01:06:00.000> we<01:06:00.160> can<01:06:00.319> try<01:06:00.559> many<01:06:00.799> things<01:06:01.359> oh 01:06:01.510 --> 01:06:01.520 align:start position:0% i think that we can try many things oh 01:06:01.520 --> 01:06:02.950 align:start position:0% i think that we can try many things oh yeah<01:06:01.680> that's<01:06:02.000> that's<01:06:02.240> really<01:06:02.480> interesting 01:06:02.950 --> 01:06:02.960 align:start position:0% yeah that's that's really interesting 01:06:02.960 --> 01:06:03.430 align:start position:0% yeah that's that's really interesting because 01:06:03.430 --> 01:06:03.440 align:start position:0% because 01:06:03.440 --> 01:06:05.829 align:start position:0% because for<01:06:03.599> my<01:06:03.760> master<01:06:04.079> thesis<01:06:04.480> i'm<01:06:05.200> simulating 01:06:05.829 --> 01:06:05.839 align:start position:0% for my master thesis i'm simulating 01:06:05.839 --> 01:06:06.870 align:start position:0% for my master thesis i'm simulating quantum<01:06:06.160> circuits 01:06:06.870 --> 01:06:06.880 align:start position:0% quantum circuits 01:06:06.880 --> 01:06:09.029 align:start position:0% quantum circuits using<01:06:07.680> tensor<01:06:07.920> networks<01:06:08.319> and<01:06:08.400> matrix<01:06:08.720> product 01:06:09.029 --> 01:06:09.039 align:start position:0% using tensor networks and matrix product 01:06:09.039 --> 01:06:10.630 align:start position:0% using tensor networks and matrix product states<01:06:09.760> so<01:06:09.920> maybe<01:06:10.160> i'll 01:06:10.630 --> 01:06:10.640 align:start position:0% states so maybe i'll 01:06:10.640 --> 01:06:12.870 align:start position:0% states so maybe i'll write<01:06:10.799> to<01:06:10.960> you<01:06:11.119> later<01:06:11.440> and<01:06:11.520> then<01:06:12.000> we<01:06:12.160> can<01:06:12.720> talk 01:06:12.870 --> 01:06:12.880 align:start position:0% write to you later and then we can talk 01:06:12.880 --> 01:06:13.670 align:start position:0% write to you later and then we can talk about<01:06:13.119> this 01:06:13.670 --> 01:06:13.680 align:start position:0% about this 01:06:13.680 --> 01:06:16.069 align:start position:0% about this indeed<01:06:14.160> yeah<01:06:14.400> let's<01:06:14.640> stay<01:06:14.960> in<01:06:15.119> thoughts<01:06:15.599> and 01:06:16.069 --> 01:06:16.079 align:start position:0% indeed yeah let's stay in thoughts and 01:06:16.079 --> 01:06:17.829 align:start position:0% indeed yeah let's stay in thoughts and yeah<01:06:16.240> we<01:06:16.400> can<01:06:16.720> try<01:06:16.880> to<01:06:16.960> figure<01:06:17.280> out<01:06:17.440> how<01:06:17.599> to<01:06:17.680> do 01:06:17.829 --> 01:06:17.839 align:start position:0% yeah we can try to figure out how to do 01:06:17.839 --> 01:06:18.390 align:start position:0% yeah we can try to figure out how to do that 01:06:18.390 --> 01:06:18.400 align:start position:0% that 01:06:18.400 --> 01:06:20.470 align:start position:0% that but<01:06:18.880> yeah<01:06:18.960> i<01:06:19.119> believe<01:06:19.359> that<01:06:19.680> in<01:06:19.760> the<01:06:19.920> end<01:06:20.319> the 01:06:20.470 --> 01:06:20.480 align:start position:0% but yeah i believe that in the end the 01:06:20.480 --> 01:06:21.829 align:start position:0% but yeah i believe that in the end the tequila<01:06:21.039> chord 01:06:21.829 --> 01:06:21.839 align:start position:0% tequila chord 01:06:21.839 --> 01:06:23.750 align:start position:0% tequila chord will<01:06:22.079> not<01:06:22.240> be<01:06:22.400> affected<01:06:22.799> by<01:06:23.119> anything<01:06:23.440> that<01:06:23.599> we 01:06:23.750 --> 01:06:23.760 align:start position:0% will not be affected by anything that we 01:06:23.760 --> 01:06:25.029 align:start position:0% will not be affected by anything that we add<01:06:24.000> on<01:06:24.079> top<01:06:24.319> of<01:06:24.400> that 01:06:25.029 --> 01:06:25.039 align:start position:0% add on top of that 01:06:25.039 --> 01:06:27.029 align:start position:0% add on top of that so<01:06:25.200> that's<01:06:25.599> the<01:06:25.760> good<01:06:26.000> thing<01:06:26.240> of<01:06:26.480> it<01:06:26.640> so<01:06:26.880> the 01:06:27.029 --> 01:06:27.039 align:start position:0% so that's the good thing of it so the 01:06:27.039 --> 01:06:28.950 align:start position:0% so that's the good thing of it so the skeleton<01:06:27.599> is<01:06:27.760> the<01:06:27.839> same<01:06:28.160> the<01:06:28.319> only<01:06:28.559> thing<01:06:28.720> that 01:06:28.950 --> 01:06:28.960 align:start position:0% skeleton is the same the only thing that 01:06:28.960 --> 01:06:29.670 align:start position:0% skeleton is the same the only thing that in<01:06:29.119> this 01:06:29.670 --> 01:06:29.680 align:start position:0% in this 01:06:29.680 --> 01:06:32.710 align:start position:0% in this option<01:06:30.079> part<01:06:30.720> you<01:06:30.880> may<01:06:31.200> also<01:06:31.599> add 01:06:32.710 --> 01:06:32.720 align:start position:0% option part you may also add 01:06:32.720 --> 01:06:36.230 align:start position:0% option part you may also add mbs<01:06:33.200> simulation<01:06:33.839> of<01:06:33.920> your<01:06:34.079> circuit<01:06:35.119> right 01:06:36.230 --> 01:06:36.240 align:start position:0% mbs simulation of your circuit right 01:06:36.240 --> 01:06:39.750 align:start position:0% mbs simulation of your circuit right thank<01:06:36.400> you<01:06:37.200> and<01:06:37.359> maybe<01:06:37.599> you<01:06:37.760> can<01:06:37.920> even<01:06:38.799> use<01:06:39.119> the 01:06:39.750 --> 01:06:39.760 align:start position:0% thank you and maybe you can even use the 01:06:39.760 --> 01:06:41.670 align:start position:0% thank you and maybe you can even use the optimization<01:06:40.400> methods<01:06:40.799> the<01:06:40.960> classical<01:06:41.440> ones 01:06:41.670 --> 01:06:41.680 align:start position:0% optimization methods the classical ones 01:06:41.680 --> 01:06:43.510 align:start position:0% optimization methods the classical ones to<01:06:41.920> i<01:06:42.000> don't<01:06:42.160> know<01:06:42.319> to<01:06:42.559> find 01:06:43.510 --> 01:06:43.520 align:start position:0% to i don't know to find 01:06:43.520 --> 01:06:46.710 align:start position:0% to i don't know to find uh<01:06:44.240> some<01:06:44.480> of<01:06:44.839> these<01:06:45.039> uh<01:06:46.319> some<01:06:46.480> of<01:06:46.559> the 01:06:46.710 --> 01:06:46.720 align:start position:0% uh some of these uh some of the 01:06:46.720 --> 01:06:47.910 align:start position:0% uh some of these uh some of the coefficients<01:06:47.359> of<01:06:47.599> the 01:06:47.910 --> 01:06:47.920 align:start position:0% coefficients of the 01:06:47.920 --> 01:06:49.829 align:start position:0% coefficients of the your<01:06:48.079> matrix<01:06:48.400> pro<01:06:48.640> the<01:06:48.799> state<01:06:49.119> or<01:06:49.280> optimize<01:06:49.680> on 01:06:49.829 --> 01:06:49.839 align:start position:0% your matrix pro the state or optimize on 01:06:49.839 --> 01:06:51.910 align:start position:0% your matrix pro the state or optimize on top<01:06:50.000> of<01:06:50.160> that<01:06:50.480> or<01:06:50.640> i<01:06:50.720> don't<01:06:50.799> know 01:06:51.910 --> 01:06:51.920 align:start position:0% top of that or i don't know 01:06:51.920 --> 01:06:53.109 align:start position:0% top of that or i don't know so<01:06:52.079> in<01:06:52.160> the<01:06:52.319> end<01:06:52.559> you<01:06:52.720> have<01:06:52.960> all<01:06:53.039> the 01:06:53.109 --> 01:06:53.119 align:start position:0% so in the end you have all the 01:06:53.119 --> 01:06:54.950 align:start position:0% so in the end you have all the optimization<01:06:53.760> methods<01:06:54.240> here<01:06:54.480> so<01:06:54.720> you<01:06:54.799> can 01:06:54.950 --> 01:06:54.960 align:start position:0% optimization methods here so you can 01:06:54.960 --> 01:06:56.630 align:start position:0% optimization methods here so you can also<01:06:55.200> take<01:06:55.440> advantage<01:06:55.920> of<01:06:56.079> them<01:06:56.240> that<01:06:56.400> they 01:06:56.630 --> 01:06:56.640 align:start position:0% also take advantage of them that they 01:06:56.640 --> 01:06:57.990 align:start position:0% also take advantage of them that they are<01:06:56.720> around<01:06:57.039> you<01:06:57.200> know<01:06:57.359> they<01:06:57.520> are<01:06:57.680> already 01:06:57.990 --> 01:06:58.000 align:start position:0% are around you know they are already 01:06:58.000 --> 01:06:59.510 align:start position:0% are around you know they are already programmed<01:06:58.319> there<01:06:58.559> you<01:06:58.720> can<01:06:58.880> call<01:06:59.119> them 01:06:59.510 --> 01:06:59.520 align:start position:0% programmed there you can call them 01:06:59.520 --> 01:07:04.870 align:start position:0% programmed there you can call them etc<01:07:00.880> okay<01:07:01.440> thank<01:07:01.599> you<01:07:01.680> so<01:07:01.839> much 01:07:04.870 --> 01:07:04.880 align:start position:0% 01:07:04.880 --> 01:07:07.270 align:start position:0% maybe<01:07:05.200> a<01:07:05.280> comment<01:07:05.680> on<01:07:05.839> that<01:07:06.079> like<01:07:06.319> um<01:07:07.200> if 01:07:07.270 --> 01:07:07.280 align:start position:0% maybe a comment on that like um if 01:07:07.280 --> 01:07:09.190 align:start position:0% maybe a comment on that like um if you're<01:07:07.440> for<01:07:07.680> example<01:07:08.079> developing<01:07:08.640> like 01:07:09.190 --> 01:07:09.200 align:start position:0% you're for example developing like 01:07:09.200 --> 01:07:12.630 align:start position:0% you're for example developing like tensor<01:07:09.520> network<01:07:10.079> codes<01:07:11.359> um 01:07:12.630 --> 01:07:12.640 align:start position:0% tensor network codes um 01:07:12.640 --> 01:07:15.349 align:start position:0% tensor network codes um what's<01:07:13.119> like<01:07:13.440> as<01:07:13.599> soon<01:07:13.839> as<01:07:14.000> like<01:07:14.319> your<01:07:15.119> back 01:07:15.349 --> 01:07:15.359 align:start position:0% what's like as soon as like your back 01:07:15.359 --> 01:07:17.109 align:start position:0% what's like as soon as like your back end<01:07:15.520> which<01:07:15.760> you<01:07:15.920> are<01:07:16.000> developing<01:07:16.480> which<01:07:16.720> uses 01:07:17.109 --> 01:07:17.119 align:start position:0% end which you are developing which uses 01:07:17.119 --> 01:07:18.390 align:start position:0% end which you are developing which uses tensor<01:07:17.440> networks<01:07:17.920> if<01:07:18.079> this 01:07:18.390 --> 01:07:18.400 align:start position:0% tensor networks if this 01:07:18.400 --> 01:07:20.549 align:start position:0% tensor networks if this understands<01:07:19.039> like<01:07:19.200> quantum<01:07:19.680> circuits<01:07:20.160> and<01:07:20.400> it 01:07:20.549 --> 01:07:20.559 align:start position:0% understands like quantum circuits and it 01:07:20.559 --> 01:07:22.150 align:start position:0% understands like quantum circuits and it sounded<01:07:20.960> a<01:07:20.960> little<01:07:21.200> bit<01:07:21.440> to<01:07:21.599> me 01:07:22.150 --> 01:07:22.160 align:start position:0% sounded a little bit to me 01:07:22.160 --> 01:07:23.910 align:start position:0% sounded a little bit to me like<01:07:22.400> it<01:07:22.559> does<01:07:23.039> if<01:07:23.200> you<01:07:23.280> say<01:07:23.520> you<01:07:23.680> are 01:07:23.910 --> 01:07:23.920 align:start position:0% like it does if you say you are 01:07:23.920 --> 01:07:25.990 align:start position:0% like it does if you say you are simulating<01:07:24.480> quantum<01:07:24.880> circuits 01:07:25.990 --> 01:07:26.000 align:start position:0% simulating quantum circuits 01:07:26.000 --> 01:07:27.670 align:start position:0% simulating quantum circuits then<01:07:26.160> this<01:07:26.400> can<01:07:26.559> be<01:07:26.720> more<01:07:26.880> or<01:07:26.960> less<01:07:27.280> plugged 01:07:27.670 --> 01:07:27.680 align:start position:0% then this can be more or less plugged 01:07:27.680 --> 01:07:30.069 align:start position:0% then this can be more or less plugged into<01:07:27.920> tequila<01:07:28.480> the<01:07:28.559> same<01:07:28.880> way<01:07:29.119> as<01:07:29.359> we<01:07:29.520> plug<01:07:29.839> in 01:07:30.069 --> 01:07:30.079 align:start position:0% into tequila the same way as we plug in 01:07:30.079 --> 01:07:32.870 align:start position:0% into tequila the same way as we plug in for<01:07:30.240> example<01:07:30.799> the<01:07:30.960> culex<01:07:31.440> simulator 01:07:32.870 --> 01:07:32.880 align:start position:0% for example the culex simulator 01:07:32.880 --> 01:07:35.270 align:start position:0% for example the culex simulator and<01:07:33.119> this<01:07:33.359> means<01:07:33.760> then<01:07:34.079> as<01:07:34.240> soon<01:07:34.480> as<01:07:34.640> you<01:07:34.880> like 01:07:35.270 --> 01:07:35.280 align:start position:0% and this means then as soon as you like 01:07:35.280 --> 01:07:36.870 align:start position:0% and this means then as soon as you like made<01:07:35.599> this<01:07:35.839> connection 01:07:36.870 --> 01:07:36.880 align:start position:0% made this connection 01:07:36.880 --> 01:07:39.109 align:start position:0% made this connection you<01:07:37.039> can<01:07:37.280> use<01:07:37.680> all<01:07:37.760> the<01:07:37.920> algorithms<01:07:38.640> that<01:07:38.880> have 01:07:39.109 --> 01:07:39.119 align:start position:0% you can use all the algorithms that have 01:07:39.119 --> 01:07:40.150 align:start position:0% you can use all the algorithms that have been<01:07:39.359> developed 01:07:40.150 --> 01:07:40.160 align:start position:0% been developed 01:07:40.160 --> 01:07:43.029 align:start position:0% been developed using<01:07:40.559> tequila<01:07:41.119> before<01:07:41.839> it's<01:07:42.079> like<01:07:42.559> the<01:07:42.720> whole 01:07:43.029 --> 01:07:43.039 align:start position:0% using tequila before it's like the whole 01:07:43.039 --> 01:07:44.630 align:start position:0% using tequila before it's like the whole deal<01:07:43.280> of<01:07:43.440> like<01:07:43.680> if<01:07:43.839> you<01:07:43.920> have<01:07:44.079> multiple 01:07:44.630 --> 01:07:44.640 align:start position:0% deal of like if you have multiple 01:07:44.640 --> 01:07:46.630 align:start position:0% deal of like if you have multiple expectation<01:07:45.280> values<01:07:45.920> and<01:07:46.079> you<01:07:46.240> make<01:07:46.480> an 01:07:46.630 --> 01:07:46.640 align:start position:0% expectation values and you make an 01:07:46.640 --> 01:07:48.309 align:start position:0% expectation values and you make an objective<01:07:47.119> function<01:07:47.520> out<01:07:47.680> of<01:07:47.839> them<01:07:48.079> and<01:07:48.160> then 01:07:48.309 --> 01:07:48.319 align:start position:0% objective function out of them and then 01:07:48.319 --> 01:07:49.670 align:start position:0% objective function out of them and then you<01:07:48.480> sample<01:07:48.799> them<01:07:49.119> and<01:07:49.200> then<01:07:49.359> you<01:07:49.440> need 01:07:49.670 --> 01:07:49.680 align:start position:0% you sample them and then you need 01:07:49.680 --> 01:07:51.349 align:start position:0% you sample them and then you need gradients<01:07:50.160> from<01:07:50.319> them 01:07:51.349 --> 01:07:51.359 align:start position:0% gradients from them 01:07:51.359 --> 01:07:53.589 align:start position:0% gradients from them this<01:07:51.599> is<01:07:51.760> all<01:07:52.000> independent<01:07:52.640> of<01:07:52.799> the<01:07:52.960> actual 01:07:53.589 --> 01:07:53.599 align:start position:0% this is all independent of the actual 01:07:53.599 --> 01:07:55.270 align:start position:0% this is all independent of the actual tensor<01:07:53.920> network<01:07:54.319> simulation<01:07:54.960> of<01:07:55.039> the 01:07:55.270 --> 01:07:55.280 align:start position:0% tensor network simulation of the 01:07:55.280 --> 01:07:56.470 align:start position:0% tensor network simulation of the individual<01:07:55.839> circuits 01:07:56.470 --> 01:07:56.480 align:start position:0% individual circuits 01:07:56.480 --> 01:07:58.549 align:start position:0% individual circuits and<01:07:56.640> as<01:07:56.720> soon<01:07:56.960> as<01:07:57.039> you<01:07:57.280> like<01:07:57.599> connected<01:07:58.160> it<01:07:58.400> you 01:07:58.549 --> 01:07:58.559 align:start position:0% and as soon as you like connected it you 01:07:58.559 --> 01:08:00.470 align:start position:0% and as soon as you like connected it you have<01:07:58.720> like<01:07:58.960> access<01:07:59.359> to<01:07:59.520> all<01:07:59.680> those<01:07:59.839> algorithms 01:08:00.470 --> 01:08:00.480 align:start position:0% have like access to all those algorithms 01:08:00.480 --> 01:08:01.510 align:start position:0% have like access to all those algorithms to 01:08:01.510 --> 01:08:01.520 align:start position:0% to 01:08:01.520 --> 01:08:03.430 align:start position:0% to do<01:08:01.680> like<01:08:01.920> benchmarks<01:08:02.559> or<01:08:02.640> like<01:08:02.880> tests<01:08:03.280> like 01:08:03.430 --> 01:08:03.440 align:start position:0% do like benchmarks or like tests like 01:08:03.440 --> 01:08:06.069 align:start position:0% do like benchmarks or like tests like how<01:08:03.680> far<01:08:04.000> can<01:08:04.160> your<01:08:04.319> backend<01:08:04.720> go 01:08:06.069 --> 01:08:06.079 align:start position:0% how far can your backend go 01:08:06.079 --> 01:08:13.109 align:start position:0% how far can your backend go right<01:08:06.319> um<01:08:06.640> yeah<01:08:06.799> yeah<01:08:06.960> i<01:08:07.039> agree<01:08:08.400> thank<01:08:08.839> you 01:08:13.109 --> 01:08:13.119 align:start position:0% 01:08:13.119 --> 01:08:15.270 align:start position:0% thank<01:08:13.359> you<01:08:13.520> jacob<01:08:14.079> uh<01:08:14.480> and<01:08:14.720> jacob<01:08:15.119> also 01:08:15.270 --> 01:08:15.280 align:start position:0% thank you jacob uh and jacob also 01:08:15.280 --> 01:08:17.030 align:start position:0% thank you jacob uh and jacob also answered<01:08:15.520> some<01:08:15.680> questions<01:08:16.000> in<01:08:16.159> the<01:08:16.319> chat<01:08:16.560> so 01:08:17.030 --> 01:08:17.040 align:start position:0% answered some questions in the chat so 01:08:17.040 --> 01:08:19.829 align:start position:0% answered some questions in the chat so thanks<01:08:17.679> for<01:08:17.839> that<01:08:18.080> as<01:08:18.239> well<01:08:19.120> he's<01:08:19.359> the<01:08:19.440> master 01:08:19.829 --> 01:08:19.839 align:start position:0% thanks for that as well he's the master 01:08:19.839 --> 01:08:23.749 align:start position:0% thanks for that as well he's the master of<01:08:19.920> tequila<01:08:20.319> basically<01:08:20.880> so 01:08:23.749 --> 01:08:23.759 align:start position:0% 01:08:23.759 --> 01:08:27.510 align:start position:0% sorry 01:08:27.510 --> 01:08:27.520 align:start position:0% 01:08:27.520 --> 01:08:35.110 align:start position:0% any<01:08:27.839> other<01:08:28.000> questions<01:08:30.080> for<01:08:30.319> alba<01:08:30.719> or<01:08:30.960> jacob 01:08:35.110 --> 01:08:35.120 align:start position:0% 01:08:35.120 --> 01:08:36.870 align:start position:0% i<01:08:35.199> guess<01:08:35.359> i<01:08:35.520> have<01:08:35.600> one<01:08:35.839> small<01:08:36.400> question<01:08:36.719> about 01:08:36.870 --> 01:08:36.880 align:start position:0% i guess i have one small question about 01:08:36.880 --> 01:08:39.110 align:start position:0% i guess i have one small question about the<01:08:36.960> user<01:08:37.279> interface<01:08:37.920> um 01:08:39.110 --> 01:08:39.120 align:start position:0% the user interface um 01:08:39.120 --> 01:08:41.990 align:start position:0% the user interface um is<01:08:39.279> it<01:08:39.600> uh<01:08:40.319> is<01:08:40.480> it<01:08:40.640> pretty<01:08:40.799> straightforward<01:08:41.520> to 01:08:41.990 --> 01:08:42.000 align:start position:0% is it uh is it pretty straightforward to 01:08:42.000 --> 01:08:43.349 align:start position:0% is it uh is it pretty straightforward to for<01:08:42.159> the<01:08:42.239> user<01:08:42.560> to 01:08:43.349 --> 01:08:43.359 align:start position:0% for the user to 01:08:43.359 --> 01:08:47.349 align:start position:0% for the user to to<01:08:43.520> easily<01:08:43.920> define<01:08:44.319> their<01:08:44.560> own<01:08:44.799> onslaughts 01:08:47.349 --> 01:08:47.359 align:start position:0% to easily define their own onslaughts 01:08:47.359 --> 01:08:49.749 align:start position:0% to easily define their own onslaughts including<01:08:47.679> in<01:08:47.839> onsets<01:08:48.319> where<01:08:48.560> you<01:08:48.799> have<01:08:49.679> i 01:08:49.749 --> 01:08:49.759 align:start position:0% including in onsets where you have i 01:08:49.759 --> 01:08:51.430 align:start position:0% including in onsets where you have i mean<01:08:49.920> it<01:08:50.159> seems<01:08:50.400> like<01:08:50.560> most<01:08:50.960> um 01:08:51.430 --> 01:08:51.440 align:start position:0% mean it seems like most um 01:08:51.440 --> 01:08:53.030 align:start position:0% mean it seems like most um packages<01:08:51.920> that<01:08:52.000> i've<01:08:52.159> seen<01:08:52.640> and<01:08:52.799> i<01:08:52.880> haven't 01:08:53.030 --> 01:08:53.040 align:start position:0% packages that i've seen and i haven't 01:08:53.040 --> 01:08:55.749 align:start position:0% packages that i've seen and i haven't looked<01:08:53.279> that<01:08:53.520> much<01:08:53.759> but<01:08:54.080> um 01:08:55.749 --> 01:08:55.759 align:start position:0% looked that much but um 01:08:55.759 --> 01:08:56.950 align:start position:0% looked that much but um you<01:08:55.839> know<01:08:56.000> it<01:08:56.159> kind<01:08:56.239> of<01:08:56.400> assumes<01:08:56.719> that<01:08:56.799> all 01:08:56.950 --> 01:08:56.960 align:start position:0% you know it kind of assumes that all 01:08:56.960 --> 01:08:58.149 align:start position:0% you know it kind of assumes that all rotation<01:08:57.440> gates<01:08:57.679> are<01:08:57.839> supposed<01:08:58.000> to<01:08:58.080> be 01:08:58.149 --> 01:08:58.159 align:start position:0% rotation gates are supposed to be 01:08:58.159 --> 01:09:00.070 align:start position:0% rotation gates are supposed to be parameterized<01:08:58.799> by<01:08:58.960> the<01:08:59.040> optimizer 01:09:00.070 --> 01:09:00.080 align:start position:0% parameterized by the optimizer 01:09:00.080 --> 01:09:02.229 align:start position:0% parameterized by the optimizer but<01:09:00.319> there's<01:09:00.480> cases<01:09:00.880> where<01:09:01.600> you<01:09:01.759> know<01:09:01.839> i<01:09:02.000> only 01:09:02.229 --> 01:09:02.239 align:start position:0% but there's cases where you know i only 01:09:02.239 --> 01:09:03.510 align:start position:0% but there's cases where you know i only want<01:09:03.040> some 01:09:03.510 --> 01:09:03.520 align:start position:0% want some 01:09:03.520 --> 01:09:05.110 align:start position:0% want some some<01:09:03.759> percentage<01:09:04.159> of<01:09:04.319> the<01:09:04.400> rotations<01:09:04.880> to<01:09:04.960> be 01:09:05.110 --> 01:09:05.120 align:start position:0% some percentage of the rotations to be 01:09:05.120 --> 01:09:07.669 align:start position:0% some percentage of the rotations to be parameterized<01:09:06.159> is<01:09:06.319> that<01:09:06.480> easy<01:09:06.719> to<01:09:06.799> specify 01:09:07.669 --> 01:09:07.679 align:start position:0% parameterized is that easy to specify 01:09:07.679 --> 01:09:10.950 align:start position:0% parameterized is that easy to specify or<01:09:07.759> is<01:09:07.920> there<01:09:08.319> okay<01:09:09.520> yeah<01:09:09.759> let<01:09:09.920> me<01:09:10.319> show<01:09:10.560> you<01:09:10.799> a 01:09:10.950 --> 01:09:10.960 align:start position:0% or is there okay yeah let me show you a 01:09:10.960 --> 01:09:13.749 align:start position:0% or is there okay yeah let me show you a particular<01:09:11.679> example 01:09:13.749 --> 01:09:13.759 align:start position:0% particular example 01:09:13.759 --> 01:09:14.889 align:start position:0% particular example for<01:09:14.000> instance 01:09:14.889 --> 01:09:14.899 align:start position:0% for instance 01:09:14.899 --> 01:09:17.990 align:start position:0% for instance [Music] 01:09:17.990 --> 01:09:18.000 align:start position:0% [Music] 01:09:18.000 --> 01:09:19.910 align:start position:0% [Music] for<01:09:18.159> chemistry<01:09:19.120> we<01:09:19.279> have<01:09:19.520> already 01:09:19.910 --> 01:09:19.920 align:start position:0% for chemistry we have already 01:09:19.920 --> 01:09:21.990 align:start position:0% for chemistry we have already implemented<01:09:20.400> the<01:09:20.560> unitary<01:09:20.960> couple<01:09:21.279> clusters 01:09:21.990 --> 01:09:22.000 align:start position:0% implemented the unitary couple clusters 01:09:22.000 --> 01:09:23.590 align:start position:0% implemented the unitary couple clusters so<01:09:22.080> you<01:09:22.239> don't<01:09:22.319> have<01:09:22.480> to<01:09:22.560> care<01:09:22.799> about<01:09:23.120> that<01:09:23.359> so 01:09:23.590 --> 01:09:23.600 align:start position:0% so you don't have to care about that so 01:09:23.600 --> 01:09:24.470 align:start position:0% so you don't have to care about that so just<01:09:23.839> call 01:09:24.470 --> 01:09:24.480 align:start position:0% just call 01:09:24.480 --> 01:09:26.550 align:start position:0% just call ucc<01:09:25.120> and<01:09:25.279> that's<01:09:25.520> it<01:09:25.759> and<01:09:25.920> the<01:09:26.080> answers<01:09:26.480> is 01:09:26.550 --> 01:09:26.560 align:start position:0% ucc and that's it and the answers is 01:09:26.560 --> 01:09:27.749 align:start position:0% ucc and that's it and the answers is automatically<01:09:27.359> uh 01:09:27.749 --> 01:09:27.759 align:start position:0% automatically uh 01:09:27.759 --> 01:09:30.309 align:start position:0% automatically uh generated<01:09:28.880> and<01:09:29.040> then<01:09:29.359> for<01:09:29.839> you<01:09:29.920> know<01:09:30.080> more 01:09:30.309 --> 01:09:30.319 align:start position:0% generated and then for you know more 01:09:30.319 --> 01:09:31.510 align:start position:0% generated and then for you know more manual<01:09:30.880> answers 01:09:31.510 --> 01:09:31.520 align:start position:0% manual answers 01:09:31.520 --> 01:09:34.550 align:start position:0% manual answers uh<01:09:32.159> this<01:09:32.400> is<01:09:32.480> the<01:09:32.719> example<01:09:33.279> of<01:09:34.000> this<01:09:34.239> example 01:09:34.550 --> 01:09:34.560 align:start position:0% uh this is the example of this example 01:09:34.560 --> 01:09:36.149 align:start position:0% uh this is the example of this example for<01:09:34.799> instance<01:09:35.120> so<01:09:35.359> here 01:09:36.149 --> 01:09:36.159 align:start position:0% for instance so here 01:09:36.159 --> 01:09:39.749 align:start position:0% for instance so here i<01:09:36.400> decided<01:09:37.040> to<01:09:37.440> uh<01:09:38.480> to<01:09:38.640> construct<01:09:39.120> rotational 01:09:39.749 --> 01:09:39.759 align:start position:0% i decided to uh to construct rotational 01:09:39.759 --> 01:09:40.149 align:start position:0% i decided to uh to construct rotational y 01:09:40.149 --> 01:09:40.159 align:start position:0% y 01:09:40.159 --> 01:09:42.390 align:start position:0% y with<01:09:40.319> the<01:09:41.120> whatever<01:09:41.520> values<01:09:41.920> in<01:09:42.000> this<01:09:42.159> case 01:09:42.390 --> 01:09:42.400 align:start position:0% with the whatever values in this case 01:09:42.400 --> 01:09:43.829 align:start position:0% with the whatever values in this case one<01:09:42.560> parameterized<01:09:43.120> value 01:09:43.829 --> 01:09:43.839 align:start position:0% one parameterized value 01:09:43.839 --> 01:09:46.550 align:start position:0% one parameterized value but<01:09:44.080> of<01:09:44.159> course<01:09:44.960> this<01:09:45.279> x<01:09:45.600> val<01:09:45.920> is<01:09:46.159> something 01:09:46.550 --> 01:09:46.560 align:start position:0% but of course this x val is something 01:09:46.560 --> 01:09:47.030 align:start position:0% but of course this x val is something fixed 01:09:47.030 --> 01:09:47.040 align:start position:0% fixed 01:09:47.040 --> 01:09:49.430 align:start position:0% fixed that<01:09:47.279> it<01:09:47.440> comes<01:09:47.839> in<01:09:48.239> my<01:09:48.400> definition<01:09:48.960> of<01:09:49.279> the 01:09:49.430 --> 01:09:49.440 align:start position:0% that it comes in my definition of the 01:09:49.440 --> 01:09:50.550 align:start position:0% that it comes in my definition of the quantum<01:09:49.839> circuit 01:09:50.550 --> 01:09:50.560 align:start position:0% quantum circuit 01:09:50.560 --> 01:09:52.630 align:start position:0% quantum circuit i<01:09:50.719> can<01:09:50.880> just<01:09:51.199> erase<01:09:51.600> this<01:09:51.759> parameter<01:09:52.319> here<01:09:52.560> and 01:09:52.630 --> 01:09:52.640 align:start position:0% i can just erase this parameter here and 01:09:52.640 --> 01:09:55.030 align:start position:0% i can just erase this parameter here and just<01:09:53.040> fix<01:09:53.520> x<01:09:53.679> bar<01:09:53.920> parameter 01:09:55.030 --> 01:09:55.040 align:start position:0% just fix x bar parameter 01:09:55.040 --> 01:09:57.110 align:start position:0% just fix x bar parameter and<01:09:55.280> not<01:09:55.520> only<01:09:55.760> that<01:09:56.000> but<01:09:56.320> tequila<01:09:56.800> also 01:09:57.110 --> 01:09:57.120 align:start position:0% and not only that but tequila also 01:09:57.120 --> 01:09:59.189 align:start position:0% and not only that but tequila also allows<01:09:57.520> and<01:09:57.600> this<01:09:57.760> is<01:09:57.920> one<01:09:58.080> of<01:09:58.159> the 01:09:59.189 --> 01:09:59.199 align:start position:0% allows and this is one of the 01:09:59.199 --> 01:10:01.510 align:start position:0% allows and this is one of the one<01:09:59.440> of<01:09:59.520> the<01:10:00.400> features<01:10:00.800> that<01:10:01.040> includes<01:10:01.360> the 01:10:01.510 --> 01:10:01.520 align:start position:0% one of the features that includes the 01:10:01.520 --> 01:10:02.550 align:start position:0% one of the features that includes the minimization 01:10:02.550 --> 01:10:02.560 align:start position:0% minimization 01:10:02.560 --> 01:10:05.510 align:start position:0% minimization part<01:10:03.600> to<01:10:03.840> optimize<01:10:04.400> only<01:10:04.640> a<01:10:04.719> few<01:10:04.880> variables 01:10:05.510 --> 01:10:05.520 align:start position:0% part to optimize only a few variables 01:10:05.520 --> 01:10:07.669 align:start position:0% part to optimize only a few variables which<01:10:05.760> means<01:10:06.000> that<01:10:06.239> i<01:10:06.480> fix<01:10:06.800> some<01:10:07.040> of<01:10:07.120> them 01:10:07.669 --> 01:10:07.679 align:start position:0% which means that i fix some of them 01:10:07.679 --> 01:10:09.830 align:start position:0% which means that i fix some of them and<01:10:07.840> then<01:10:08.080> i<01:10:08.320> run<01:10:08.480> my<01:10:08.719> optimization<01:10:09.520> as<01:10:09.760> a 01:10:09.830 --> 01:10:09.840 align:start position:0% and then i run my optimization as a 01:10:09.840 --> 01:10:10.709 align:start position:0% and then i run my optimization as a function<01:10:10.239> of 01:10:10.709 --> 01:10:10.719 align:start position:0% function of 01:10:10.719 --> 01:10:13.669 align:start position:0% function of some<01:10:10.960> others<01:10:12.080> this<01:10:12.320> is<01:10:12.800> for<01:10:13.040> instance<01:10:13.360> can<01:10:13.520> be 01:10:13.669 --> 01:10:13.679 align:start position:0% some others this is for instance can be 01:10:13.679 --> 01:10:15.990 align:start position:0% some others this is for instance can be used<01:10:13.920> for<01:10:14.080> the<01:10:14.239> layer-wise<01:10:15.040> uh 01:10:15.990 --> 01:10:16.000 align:start position:0% used for the layer-wise uh 01:10:16.000 --> 01:10:17.430 align:start position:0% used for the layer-wise uh minimization<01:10:16.640> that<01:10:16.880> is<01:10:16.960> using<01:10:17.280> some 01:10:17.430 --> 01:10:17.440 align:start position:0% minimization that is using some 01:10:17.440 --> 01:10:19.590 align:start position:0% minimization that is using some variation<01:10:17.760> or<01:10:17.840> quantum<01:10:18.159> algorithms<01:10:18.719> that<01:10:18.880> you 01:10:19.590 --> 01:10:19.600 align:start position:0% variation or quantum algorithms that you 01:10:19.600 --> 01:10:21.750 align:start position:0% variation or quantum algorithms that you fix<01:10:20.000> the<01:10:20.159> parameters<01:10:20.719> of<01:10:20.880> one<01:10:21.199> of<01:10:21.520> all<01:10:21.600> the 01:10:21.750 --> 01:10:21.760 align:start position:0% fix the parameters of one of all the 01:10:21.760 --> 01:10:22.950 align:start position:0% fix the parameters of one of all the layers<01:10:22.159> except<01:10:22.560> one 01:10:22.950 --> 01:10:22.960 align:start position:0% layers except one 01:10:22.960 --> 01:10:25.270 align:start position:0% layers except one and<01:10:23.120> you<01:10:23.280> optimize<01:10:23.760> on<01:10:23.840> top<01:10:24.080> of<01:10:24.239> that<01:10:24.960> and<01:10:25.120> then 01:10:25.270 --> 01:10:25.280 align:start position:0% and you optimize on top of that and then 01:10:25.280 --> 01:10:27.189 align:start position:0% and you optimize on top of that and then you<01:10:25.440> move<01:10:25.600> to<01:10:25.760> the<01:10:25.840> next<01:10:26.080> layer<01:10:26.560> and<01:10:26.719> you 01:10:27.189 --> 01:10:27.199 align:start position:0% you move to the next layer and you 01:10:27.199 --> 01:10:29.110 align:start position:0% you move to the next layer and you keep<01:10:27.520> the<01:10:28.000> the<01:10:28.159> result<01:10:28.400> of<01:10:28.560> the<01:10:28.640> previous<01:10:28.960> one 01:10:29.110 --> 01:10:29.120 align:start position:0% keep the the result of the previous one 01:10:29.120 --> 01:10:30.470 align:start position:0% keep the the result of the previous one and<01:10:29.199> optimize<01:10:29.600> the<01:10:29.679> next<01:10:29.840> one<01:10:30.000> and<01:10:30.080> so<01:10:30.239> on<01:10:30.400> and 01:10:30.470 --> 01:10:30.480 align:start position:0% and optimize the next one and so on and 01:10:30.480 --> 01:10:31.189 align:start position:0% and optimize the next one and so on and so<01:10:30.640> forth 01:10:31.189 --> 01:10:31.199 align:start position:0% so forth 01:10:31.199 --> 01:10:32.870 align:start position:0% so forth you<01:10:31.360> can<01:10:31.520> do<01:10:31.679> that<01:10:31.840> with<01:10:32.000> tequila<01:10:32.400> easily<01:10:32.719> you 01:10:32.870 --> 01:10:32.880 align:start position:0% you can do that with tequila easily you 01:10:32.880 --> 01:10:34.790 align:start position:0% you can do that with tequila easily you just<01:10:33.040> have<01:10:33.199> to<01:10:33.360> specify<01:10:34.000> which<01:10:34.239> variables 01:10:34.790 --> 01:10:34.800 align:start position:0% just have to specify which variables 01:10:34.800 --> 01:10:36.390 align:start position:0% just have to specify which variables would<01:10:34.960> you<01:10:35.120> like<01:10:35.280> to<01:10:35.360> optimize 01:10:36.390 --> 01:10:36.400 align:start position:0% would you like to optimize 01:10:36.400 --> 01:10:38.950 align:start position:0% would you like to optimize and<01:10:36.560> the<01:10:36.719> others<01:10:37.120> if<01:10:37.280> you<01:10:37.360> prefer<01:10:37.840> to<01:10:38.480> fix<01:10:38.800> a 01:10:38.950 --> 01:10:38.960 align:start position:0% and the others if you prefer to fix a 01:10:38.960 --> 01:10:39.750 align:start position:0% and the others if you prefer to fix a value<01:10:39.280> of<01:10:39.440> them 01:10:39.750 --> 01:10:39.760 align:start position:0% value of them 01:10:39.760 --> 01:10:41.830 align:start position:0% value of them or<01:10:40.080> if<01:10:40.239> you<01:10:40.400> don't<01:10:40.560> fix<01:10:40.800> any<01:10:41.040> value<01:10:41.360> they<01:10:41.520> will 01:10:41.830 --> 01:10:41.840 align:start position:0% or if you don't fix any value they will 01:10:41.840 --> 01:10:43.430 align:start position:0% or if you don't fix any value they will be<01:10:42.080> initialized<01:10:42.719> at<01:10:42.800> random 01:10:43.430 --> 01:10:43.440 align:start position:0% be initialized at random 01:10:43.440 --> 01:10:47.430 align:start position:0% be initialized at random by<01:10:43.600> default<01:10:45.840> so<01:10:46.000> this<01:10:46.159> is<01:10:46.320> also<01:10:46.640> one<01:10:46.880> feature 01:10:47.430 --> 01:10:47.440 align:start position:0% by default so this is also one feature 01:10:47.440 --> 01:10:47.830 align:start position:0% by default so this is also one feature in 01:10:47.830 --> 01:10:47.840 align:start position:0% in 01:10:47.840 --> 01:10:53.830 align:start position:0% in i<01:10:48.000> believe<01:10:48.400> it's<01:10:48.719> in<01:10:49.440> here 01:10:53.830 --> 01:10:53.840 align:start position:0% 01:10:53.840 --> 01:10:58.470 align:start position:0% sorry<01:10:54.560> too<01:10:54.719> many<01:10:56.840> slides 01:10:58.470 --> 01:10:58.480 align:start position:0% sorry too many slides 01:10:58.480 --> 01:11:01.350 align:start position:0% sorry too many slides here<01:10:59.520> in<01:10:59.760> variables<01:11:00.400> in<01:11:00.560> additional<01:11:00.960> keywords 01:11:01.350 --> 01:11:01.360 align:start position:0% here in variables in additional keywords 01:11:01.360 --> 01:11:02.950 align:start position:0% here in variables in additional keywords variables<01:11:01.840> the<01:11:01.920> list<01:11:02.159> of<01:11:02.239> variables<01:11:02.719> that<01:11:02.800> you 01:11:02.950 --> 01:11:02.960 align:start position:0% variables the list of variables that you 01:11:02.960 --> 01:11:04.630 align:start position:0% variables the list of variables that you want<01:11:03.040> to<01:11:03.199> optimize 01:11:04.630 --> 01:11:04.640 align:start position:0% want to optimize 01:11:04.640 --> 01:11:06.310 align:start position:0% want to optimize by<01:11:04.800> default<01:11:05.199> will<01:11:05.360> be<01:11:05.520> all<01:11:05.600> of<01:11:05.760> them<01:11:06.000> and<01:11:06.080> then 01:11:06.310 --> 01:11:06.320 align:start position:0% by default will be all of them and then 01:11:06.320 --> 01:11:08.630 align:start position:0% by default will be all of them and then initial<01:11:06.719> values<01:11:07.120> you<01:11:07.199> have<01:11:07.360> to<01:11:07.520> specify 01:11:08.630 --> 01:11:08.640 align:start position:0% initial values you have to specify 01:11:08.640 --> 01:11:10.709 align:start position:0% initial values you have to specify which<01:11:08.880> values<01:11:09.679> in<01:11:09.760> general<01:11:10.080> you<01:11:10.159> can<01:11:10.320> use 01:11:10.709 --> 01:11:10.719 align:start position:0% which values in general you can use 01:11:10.719 --> 01:11:12.390 align:start position:0% which values in general you can use extract<01:11:11.120> variables<01:11:11.840> and 01:11:12.390 --> 01:11:12.400 align:start position:0% extract variables and 01:11:12.400 --> 01:11:13.669 align:start position:0% extract variables and and<01:11:12.560> that's<01:11:12.800> it<01:11:12.960> and<01:11:13.040> you<01:11:13.120> will<01:11:13.280> have<01:11:13.440> all<01:11:13.600> of 01:11:13.669 --> 01:11:13.679 align:start position:0% and that's it and you will have all of 01:11:13.679 --> 01:11:15.830 align:start position:0% and that's it and you will have all of them<01:11:14.239> and<01:11:14.320> then<01:11:14.560> initialize<01:11:15.120> at<01:11:15.280> random<01:11:15.600> or<01:11:15.760> a 01:11:15.830 --> 01:11:15.840 align:start position:0% them and then initialize at random or a 01:11:15.840 --> 01:11:17.270 align:start position:0% them and then initialize at random or a particular<01:11:16.480> value 01:11:17.270 --> 01:11:17.280 align:start position:0% particular value 01:11:17.280 --> 01:11:20.229 align:start position:0% particular value or<01:11:17.520> you<01:11:17.679> can<01:11:17.920> just<01:11:18.080> decide<01:11:19.360> initial<01:11:19.840> values 01:11:20.229 --> 01:11:20.239 align:start position:0% or you can just decide initial values 01:11:20.239 --> 01:11:22.390 align:start position:0% or you can just decide initial values and<01:11:20.400> the<01:11:20.480> values<01:11:20.880> that<01:11:20.960> you<01:11:21.040> want<01:11:21.199> to<01:11:21.360> optimize 01:11:22.390 --> 01:11:22.400 align:start position:0% and the values that you want to optimize 01:11:22.400 --> 01:11:23.830 align:start position:0% and the values that you want to optimize if<01:11:22.560> you<01:11:22.719> have<01:11:22.880> a<01:11:22.960> specified<01:11:23.440> before<01:11:23.760> the 01:11:23.830 --> 01:11:23.840 align:start position:0% if you have a specified before the 01:11:23.840 --> 01:11:26.070 align:start position:0% if you have a specified before the variables<01:11:25.199> but<01:11:25.360> then<01:11:25.679> again 01:11:26.070 --> 01:11:26.080 align:start position:0% variables but then again 01:11:26.080 --> 01:11:27.750 align:start position:0% variables but then again then<01:11:26.400> in<01:11:26.480> the<01:11:26.800> in<01:11:26.960> the<01:11:27.040> quantum<01:11:27.440> gates 01:11:27.750 --> 01:11:27.760 align:start position:0% then in the in the quantum gates 01:11:27.760 --> 01:11:29.750 align:start position:0% then in the in the quantum gates definition 01:11:29.750 --> 01:11:29.760 align:start position:0% definition 01:11:29.760 --> 01:11:32.149 align:start position:0% definition which<01:11:30.000> i<01:11:30.159> believe<01:11:30.560> is<01:11:30.800> here<01:11:31.520> yeah<01:11:31.679> these<01:11:32.000> all 01:11:32.149 --> 01:11:32.159 align:start position:0% which i believe is here yeah these all 01:11:32.159 --> 01:11:33.510 align:start position:0% which i believe is here yeah these all the<01:11:32.239> quantum<01:11:32.560> gates<01:11:32.800> that<01:11:32.960> you<01:11:33.040> have<01:11:33.199> some<01:11:33.440> of 01:11:33.510 --> 01:11:33.520 align:start position:0% the quantum gates that you have some of 01:11:33.520 --> 01:11:35.350 align:start position:0% the quantum gates that you have some of them<01:11:33.760> are<01:11:33.840> parametrized<01:11:34.480> other<01:11:34.800> are<01:11:34.880> not<01:11:35.199> for 01:11:35.350 --> 01:11:35.360 align:start position:0% them are parametrized other are not for 01:11:35.360 --> 01:11:36.870 align:start position:0% them are parametrized other are not for instance<01:11:35.679> the<01:11:35.840> x<01:11:36.000> y<01:11:36.239> and<01:11:36.320> z<01:11:36.560> are<01:11:36.719> not 01:11:36.870 --> 01:11:36.880 align:start position:0% instance the x y and z are not 01:11:36.880 --> 01:11:38.229 align:start position:0% instance the x y and z are not parametrized 01:11:38.229 --> 01:11:38.239 align:start position:0% parametrized 01:11:38.239 --> 01:11:40.550 align:start position:0% parametrized they<01:11:38.400> can<01:11:39.199> be<01:11:39.360> parametrized<01:11:40.000> if<01:11:40.159> you<01:11:40.239> compute 01:11:40.550 --> 01:11:40.560 align:start position:0% they can be parametrized if you compute 01:11:40.560 --> 01:11:41.510 align:start position:0% they can be parametrized if you compute the<01:11:40.719> power<01:11:41.040> of<01:11:41.120> them 01:11:41.510 --> 01:11:41.520 align:start position:0% the power of them 01:11:41.520 --> 01:11:44.070 align:start position:0% the power of them so<01:11:41.840> the<01:11:42.159> power<01:11:42.880> could<01:11:43.120> be<01:11:43.280> a<01:11:43.360> parameters<01:11:43.920> if 01:11:44.070 --> 01:11:44.080 align:start position:0% so the power could be a parameters if 01:11:44.080 --> 01:11:44.950 align:start position:0% so the power could be a parameters if you<01:11:44.159> wish 01:11:44.950 --> 01:11:44.960 align:start position:0% you wish 01:11:44.960 --> 01:11:46.870 align:start position:0% you wish but<01:11:45.280> it's<01:11:45.440> not<01:11:45.600> necessarily<01:11:46.159> so<01:11:46.320> you<01:11:46.480> can<01:11:46.640> just 01:11:46.870 --> 01:11:46.880 align:start position:0% but it's not necessarily so you can just 01:11:46.880 --> 01:11:48.709 align:start position:0% but it's not necessarily so you can just mix<01:11:47.120> whatever<01:11:47.520> you<01:11:47.679> prefer 01:11:48.709 --> 01:11:48.719 align:start position:0% mix whatever you prefer 01:11:48.719 --> 01:11:50.310 align:start position:0% mix whatever you prefer there<01:11:48.880> are<01:11:48.960> some<01:11:49.199> examples<01:11:49.600> in<01:11:49.679> the<01:11:49.760> tutorials 01:11:50.310 --> 01:11:50.320 align:start position:0% there are some examples in the tutorials 01:11:50.320 --> 01:11:53.590 align:start position:0% there are some examples in the tutorials i<01:11:50.400> believe<01:11:50.800> so<01:11:50.960> you<01:11:51.040> can<01:11:51.360> check<01:11:51.600> that<01:11:51.840> there 01:11:53.590 --> 01:11:53.600 align:start position:0% i believe so you can check that there 01:11:53.600 --> 01:11:57.110 align:start position:0% i believe so you can check that there perfect<01:11:54.239> thank<01:11:54.400> you 01:11:57.110 --> 01:11:57.120 align:start position:0% 01:11:57.120 --> 01:12:02.790 align:start position:0% [Music] 01:12:02.790 --> 01:12:02.800 align:start position:0% 01:12:02.800 --> 01:12:06.310 align:start position:0% any<01:12:03.120> other<01:12:03.280> questions 01:12:06.310 --> 01:12:06.320 align:start position:0% 01:12:06.320 --> 01:12:08.229 align:start position:0% uh<01:12:06.560> if<01:12:06.719> not<01:12:06.960> let's<01:12:07.199> thank<01:12:07.360> god<01:12:07.600> again<01:12:07.920> for<01:12:08.080> the 01:12:08.229 --> 01:12:08.239 align:start position:0% uh if not let's thank god again for the 01:12:08.239 --> 01:12:09.910 align:start position:0% uh if not let's thank god again for the excellent<01:12:08.560> talk<01:12:08.880> thank<01:12:09.040> you<01:12:09.120> very<01:12:09.280> much 01:12:09.910 --> 01:12:09.920 align:start position:0% excellent talk thank you very much 01:12:09.920 --> 01:12:11.750 align:start position:0% excellent talk thank you very much thank<01:12:10.159> you<01:12:10.320> alexei<01:12:10.880> and<01:12:11.040> thank<01:12:11.199> you<01:12:11.280> everyone 01:12:11.750 --> 01:12:11.760 align:start position:0% thank you alexei and thank you everyone 01:12:11.760 --> 01:12:13.030 align:start position:0% thank you alexei and thank you everyone for<01:12:11.920> your<01:12:12.080> attention 01:12:13.030 --> 01:12:13.040 align:start position:0% for your attention 01:12:13.040 --> 01:12:15.830 align:start position:0% for your attention uh<01:12:13.360> so<01:12:13.679> uh<01:12:13.920> i<01:12:14.080> just<01:12:14.239> wanted<01:12:14.560> to<01:12:14.719> also<01:12:15.280> um 01:12:15.830 --> 01:12:15.840 align:start position:0% uh so uh i just wanted to also um 01:12:15.840 --> 01:12:16.630 align:start position:0% uh so uh i just wanted to also um introduce 01:12:16.630 --> 01:12:16.640 align:start position:0% introduce 01:12:16.640 --> 01:12:20.070 align:start position:0% introduce um<01:12:17.360> mercury<01:12:18.239> who<01:12:18.400> i<01:12:18.560> see<01:12:18.800> joined<01:12:19.199> us<01:12:19.600> he's<01:12:19.840> also 01:12:20.070 --> 01:12:20.080 align:start position:0% um mercury who i see joined us he's also 01:12:20.080 --> 01:12:21.350 align:start position:0% um mercury who i see joined us he's also from<01:12:20.400> stanford 01:12:21.350 --> 01:12:21.360 align:start position:0% from stanford 01:12:21.360 --> 01:12:24.310 align:start position:0% from stanford quantum<01:12:21.760> he's<01:12:22.080> a<01:12:22.640> colleague<01:12:23.040> of<01:12:23.199> jeremiah<01:12:24.159> so 01:12:24.310 --> 01:12:24.320 align:start position:0% quantum he's a colleague of jeremiah so 01:12:24.320 --> 01:12:25.510 align:start position:0% quantum he's a colleague of jeremiah so welcome<01:12:24.800> mert 01:12:25.510 --> 01:12:25.520 align:start position:0% welcome mert 01:12:25.520 --> 01:12:27.030 align:start position:0% welcome mert uh<01:12:25.840> and<01:12:26.000> we<01:12:26.159> have<01:12:26.320> some<01:12:26.480> type<01:12:26.640> of<01:12:26.719> general 01:12:27.030 --> 01:12:27.040 align:start position:0% uh and we have some type of general 01:12:27.040 --> 01:12:29.830 align:start position:0% uh and we have some type of general discussion<01:12:27.840> um<01:12:28.320> and<01:12:28.640> uh<01:12:28.880> i've<01:12:29.120> seen 01:12:29.830 --> 01:12:29.840 align:start position:0% discussion um and uh i've seen 01:12:29.840 --> 01:12:34.790 align:start position:0% discussion um and uh i've seen in<01:12:30.000> the<01:12:30.159> recipes<01:12:31.440> uh<01:12:32.640> we<01:12:32.960> ask<01:12:33.280> folks<01:12:33.760> to 01:12:34.790 --> 01:12:34.800 align:start position:0% in the recipes uh we ask folks to 01:12:34.800 --> 01:12:37.830 align:start position:0% in the recipes uh we ask folks to um<01:12:35.840> either<01:12:36.400> propose<01:12:36.960> lightning<01:12:37.360> talks 01:12:37.830 --> 01:12:37.840 align:start position:0% um either propose lightning talks 01:12:37.840 --> 01:12:41.189 align:start position:0% um either propose lightning talks or<01:12:38.159> ask<01:12:38.480> for<01:12:38.640> lighting<01:12:39.040> talks<01:12:39.440> and<01:12:40.159> uh<01:12:40.480> i<01:12:40.719> think 01:12:41.189 --> 01:12:41.199 align:start position:0% or ask for lighting talks and uh i think 01:12:41.199 --> 01:12:43.270 align:start position:0% or ask for lighting talks and uh i think folks<01:12:41.520> who<01:12:41.760> propose<01:12:42.560> some<01:12:42.719> of<01:12:42.880> the<01:12:42.960> lightning 01:12:43.270 --> 01:12:43.280 align:start position:0% folks who propose some of the lightning 01:12:43.280 --> 01:12:44.709 align:start position:0% folks who propose some of the lightning talks<01:12:44.159> uh 01:12:44.709 --> 01:12:44.719 align:start position:0% talks uh 01:12:44.719 --> 01:12:48.310 align:start position:0% talks uh actually<01:12:45.120> are<01:12:45.280> not<01:12:45.600> here<01:12:46.800> but<01:12:47.440> i<01:12:47.600> think<01:12:47.840> rishi 01:12:48.310 --> 01:12:48.320 align:start position:0% actually are not here but i think rishi 01:12:48.320 --> 01:12:50.709 align:start position:0% actually are not here but i think rishi asked<01:12:48.840> uh<01:12:49.920> if<01:12:50.000> somebody<01:12:50.400> can 01:12:50.709 --> 01:12:50.719 align:start position:0% asked uh if somebody can 01:12:50.719 --> 01:12:53.990 align:start position:0% asked uh if somebody can teach<01:12:51.040> us<01:12:51.600> um<01:12:52.320> zx<01:12:52.719> calculus 01:12:53.990 --> 01:12:54.000 align:start position:0% teach us um zx calculus 01:12:54.000 --> 01:12:58.229 align:start position:0% teach us um zx calculus if<01:12:54.239> i'm<01:12:54.560> correct<01:12:55.280> and<01:12:55.679> uh<01:12:56.320> i<01:12:56.560> guess<01:12:56.880> we<01:12:57.040> need<01:12:57.280> to 01:12:58.229 --> 01:12:58.239 align:start position:0% if i'm correct and uh i guess we need to 01:12:58.239 --> 01:13:01.270 align:start position:0% if i'm correct and uh i guess we need to bring<01:12:58.560> alex<01:12:59.840> uh<01:13:00.560> back<01:13:00.880> from 01:13:01.270 --> 01:13:01.280 align:start position:0% bring alex uh back from 01:13:01.280 --> 01:13:03.750 align:start position:0% bring alex uh back from oxford<01:13:02.000> with<01:13:02.400> 101<01:13:02.960> right<01:13:03.199> i<01:13:03.280> think<01:13:03.440> this<01:13:03.600> was 01:13:03.750 --> 01:13:03.760 align:start position:0% oxford with 101 right i think this was 01:13:03.760 --> 01:13:04.870 align:start position:0% oxford with 101 right i think this was the 01:13:04.870 --> 01:13:04.880 align:start position:0% the 01:13:04.880 --> 01:13:08.229 align:start position:0% the topic<01:13:05.280> we<01:13:05.679> uh<01:13:06.400> discussed<01:13:07.440> right<01:13:07.760> but<01:13:07.920> we<01:13:08.080> need 01:13:08.229 --> 01:13:08.239 align:start position:0% topic we uh discussed right but we need 01:13:08.239 --> 01:13:08.950 align:start position:0% topic we uh discussed right but we need to<01:13:08.400> have<01:13:08.560> some 01:13:08.950 --> 01:13:08.960 align:start position:0% to have some 01:13:08.960 --> 01:13:12.149 align:start position:0% to have some um<01:13:10.159> 101<01:13:10.640> level<01:13:10.960> tutorials 01:13:12.149 --> 01:13:12.159 align:start position:0% um 101 level tutorials 01:13:12.159 --> 01:13:13.910 align:start position:0% um 101 level tutorials so<01:13:12.400> if<01:13:12.560> you<01:13:12.640> guys<01:13:12.800> are<01:13:12.960> interested<01:13:13.520> i<01:13:13.600> think 01:13:13.910 --> 01:13:13.920 align:start position:0% so if you guys are interested i think 01:13:13.920 --> 01:13:16.229 align:start position:0% so if you guys are interested i think it's<01:13:14.400> uh<01:13:15.040> it's<01:13:15.280> probably<01:13:15.520> a<01:13:15.600> good<01:13:15.760> idea<01:13:16.080> to 01:13:16.229 --> 01:13:16.239 align:start position:0% it's uh it's probably a good idea to 01:13:16.239 --> 01:13:16.830 align:start position:0% it's uh it's probably a good idea to kind<01:13:16.400> of 01:13:16.830 --> 01:13:16.840 align:start position:0% kind of 01:13:16.840 --> 01:13:19.910 align:start position:0% kind of invite<01:13:18.320> invite 01:13:19.910 --> 01:13:19.920 align:start position:0% invite invite 01:13:19.920 --> 01:13:21.750 align:start position:0% invite invite some<01:13:20.080> of<01:13:20.159> the<01:13:20.320> speakers<01:13:20.640> back<01:13:20.880> and<01:13:20.960> teach<01:13:21.520> us 01:13:21.750 --> 01:13:21.760 align:start position:0% some of the speakers back and teach us 01:13:21.760 --> 01:13:23.990 align:start position:0% some of the speakers back and teach us the<01:13:21.840> basics<01:13:22.239> which<01:13:22.480> brings<01:13:22.800> me<01:13:22.960> to<01:13:23.120> another 01:13:23.990 --> 01:13:24.000 align:start position:0% the basics which brings me to another 01:13:24.000 --> 01:13:25.669 align:start position:0% the basics which brings me to another question<01:13:24.480> i<01:13:24.560> think<01:13:24.800> there<01:13:25.040> are<01:13:25.120> several<01:13:25.440> folks 01:13:25.669 --> 01:13:25.679 align:start position:0% question i think there are several folks 01:13:25.679 --> 01:13:27.189 align:start position:0% question i think there are several folks here<01:13:26.800> who 01:13:27.189 --> 01:13:27.199 align:start position:0% here who 01:13:27.199 --> 01:13:29.430 align:start position:0% here who are<01:13:28.080> looking<01:13:28.400> to<01:13:28.480> enter<01:13:28.719> the<01:13:28.880> field<01:13:29.120> and<01:13:29.199> i 01:13:29.430 --> 01:13:29.440 align:start position:0% are looking to enter the field and i 01:13:29.440 --> 01:13:30.229 align:start position:0% are looking to enter the field and i received 01:13:30.229 --> 01:13:30.239 align:start position:0% received 01:13:30.239 --> 01:13:32.550 align:start position:0% received requests<01:13:30.800> from<01:13:31.520> some<01:13:31.760> of<01:13:31.920> the<01:13:32.000> pretty<01:13:32.320> senior 01:13:32.550 --> 01:13:32.560 align:start position:0% requests from some of the pretty senior 01:13:32.560 --> 01:13:34.470 align:start position:0% requests from some of the pretty senior software<01:13:32.880> engineers<01:13:33.520> in<01:13:33.600> the<01:13:33.679> bay<01:13:33.920> area<01:13:34.239> whom 01:13:34.470 --> 01:13:34.480 align:start position:0% software engineers in the bay area whom 01:13:34.480 --> 01:13:35.110 align:start position:0% software engineers in the bay area whom i<01:13:34.560> knew 01:13:35.110 --> 01:13:35.120 align:start position:0% i knew 01:13:35.120 --> 01:13:36.870 align:start position:0% i knew as<01:13:35.280> colleagues<01:13:35.679> in<01:13:35.840> various<01:13:36.159> startups<01:13:36.719> and 01:13:36.870 --> 01:13:36.880 align:start position:0% as colleagues in various startups and 01:13:36.880 --> 01:13:39.270 align:start position:0% as colleagues in various startups and some<01:13:37.360> you<01:13:37.440> know<01:13:37.679> folks<01:13:38.000> kind<01:13:38.239> of<01:13:38.400> really 01:13:39.270 --> 01:13:39.280 align:start position:0% some you know folks kind of really 01:13:39.280 --> 01:13:42.229 align:start position:0% some you know folks kind of really uh<01:13:39.760> advanced<01:13:40.400> for<01:13:40.560> instance<01:13:40.800> databases<01:13:42.000> and 01:13:42.229 --> 01:13:42.239 align:start position:0% uh advanced for instance databases and 01:13:42.239 --> 01:13:43.350 align:start position:0% uh advanced for instance databases and they<01:13:42.480> actually 01:13:43.350 --> 01:13:43.360 align:start position:0% they actually 01:13:43.360 --> 01:13:46.550 align:start position:0% they actually educate<01:13:43.840> themselves<01:13:44.400> in<01:13:44.800> quantum<01:13:45.760> computing 01:13:46.550 --> 01:13:46.560 align:start position:0% educate themselves in quantum computing 01:13:46.560 --> 01:13:49.430 align:start position:0% educate themselves in quantum computing and<01:13:46.640> so<01:13:46.800> i<01:13:46.960> just<01:13:47.120> wanted<01:13:47.360> to<01:13:47.520> ask<01:13:48.480> amir<01:13:48.960> maybe 01:13:49.430 --> 01:13:49.440 align:start position:0% and so i just wanted to ask amir maybe 01:13:49.440 --> 01:13:49.830 align:start position:0% and so i just wanted to ask amir maybe uh 01:13:49.830 --> 01:13:49.840 align:start position:0% uh 01:13:49.840 --> 01:13:52.229 align:start position:0% uh sasha<01:13:50.719> uh<01:13:51.040> so<01:13:51.199> you<01:13:51.280> guys<01:13:51.520> are<01:13:51.600> looking<01:13:51.920> to<01:13:52.000> move 01:13:52.229 --> 01:13:52.239 align:start position:0% sasha uh so you guys are looking to move 01:13:52.239 --> 01:13:53.590 align:start position:0% sasha uh so you guys are looking to move into<01:13:52.480> this<01:13:52.719> field 01:13:53.590 --> 01:13:53.600 align:start position:0% into this field 01:13:53.600 --> 01:13:56.070 align:start position:0% into this field what<01:13:53.920> are<01:13:54.080> the<01:13:54.880> recommendations<01:13:55.679> what<01:13:55.840> are 01:13:56.070 --> 01:13:56.080 align:start position:0% what are the recommendations what are 01:13:56.080 --> 01:13:58.709 align:start position:0% what are the recommendations what are some<01:13:56.320> starting<01:13:56.719> points<01:13:57.120> do<01:13:57.280> you<01:13:57.360> have 01:13:58.709 --> 01:13:58.719 align:start position:0% some starting points do you have 01:13:58.719 --> 01:14:01.830 align:start position:0% some starting points do you have some<01:13:59.120> uh<01:14:00.080> ideas<01:14:00.800> uh<01:14:01.199> how 01:14:01.830 --> 01:14:01.840 align:start position:0% some uh ideas uh how 01:14:01.840 --> 01:14:04.870 align:start position:0% some uh ideas uh how can<01:14:02.080> somebody<01:14:03.199> you<01:14:03.360> know<01:14:03.679> with<01:14:04.239> general 01:14:04.870 --> 01:14:04.880 align:start position:0% can somebody you know with general 01:14:04.880 --> 01:14:08.310 align:start position:0% can somebody you know with general science<01:14:05.199> background<01:14:05.920> maybe<01:14:06.960> working<01:14:07.440> in<01:14:07.760> um 01:14:08.310 --> 01:14:08.320 align:start position:0% science background maybe working in um 01:14:08.320 --> 01:14:10.790 align:start position:0% science background maybe working in um software<01:14:08.640> engineering<01:14:09.280> right<01:14:09.520> now<01:14:10.480> what's 01:14:10.790 --> 01:14:10.800 align:start position:0% software engineering right now what's 01:14:10.800 --> 01:14:12.470 align:start position:0% software engineering right now what's what<01:14:11.040> are<01:14:11.120> the<01:14:11.280> good<01:14:11.440> ways<01:14:11.760> to 01:14:12.470 --> 01:14:12.480 align:start position:0% what are the good ways to 01:14:12.480 --> 01:14:14.709 align:start position:0% what are the good ways to kind<01:14:12.640> of<01:14:13.199> familiarize<01:14:13.920> themselves<01:14:14.320> with<01:14:14.480> this 01:14:14.709 --> 01:14:14.719 align:start position:0% kind of familiarize themselves with this 01:14:14.719 --> 01:14:15.669 align:start position:0% kind of familiarize themselves with this field 01:14:15.669 --> 01:14:15.679 align:start position:0% field 01:14:15.679 --> 01:14:18.790 align:start position:0% field uh<01:14:16.159> and<01:14:16.400> maybe<01:14:16.880> kind<01:14:17.040> of<01:14:17.760> like<01:14:18.000> eventually 01:14:18.790 --> 01:14:18.800 align:start position:0% uh and maybe kind of like eventually 01:14:18.800 --> 01:14:20.390 align:start position:0% uh and maybe kind of like eventually i<01:14:18.880> think<01:14:19.120> folks<01:14:19.440> really<01:14:19.600> want<01:14:19.760> to<01:14:19.840> get<01:14:20.000> a<01:14:20.080> job 01:14:20.390 --> 01:14:20.400 align:start position:0% i think folks really want to get a job 01:14:20.400 --> 01:14:22.229 align:start position:0% i think folks really want to get a job in<01:14:20.480> this<01:14:20.719> field<01:14:21.440> um 01:14:22.229 --> 01:14:22.239 align:start position:0% in this field um 01:14:22.239 --> 01:14:24.229 align:start position:0% in this field um if<01:14:22.400> anybody<01:14:22.880> has<01:14:23.040> an<01:14:23.199> idea<01:14:23.600> because<01:14:23.920> you<01:14:24.000> know 01:14:24.229 --> 01:14:24.239 align:start position:0% if anybody has an idea because you know 01:14:24.239 --> 01:14:26.470 align:start position:0% if anybody has an idea because you know i<01:14:24.400> i<01:14:24.719> receive<01:14:25.040> actually<01:14:25.360> specific<01:14:25.760> requests 01:14:26.470 --> 01:14:26.480 align:start position:0% i i receive actually specific requests 01:14:26.480 --> 01:14:29.270 align:start position:0% i i receive actually specific requests for<01:14:26.719> advice<01:14:27.440> what<01:14:27.679> would<01:14:27.840> you<01:14:28.000> advise<01:14:28.880> yeah<01:14:29.199> i 01:14:29.270 --> 01:14:29.280 align:start position:0% for advice what would you advise yeah i 01:14:29.280 --> 01:14:30.149 align:start position:0% for advice what would you advise yeah i have<01:14:29.440> a<01:14:29.520> quick 01:14:30.149 --> 01:14:30.159 align:start position:0% have a quick 01:14:30.159 --> 01:14:32.070 align:start position:0% have a quick addition<01:14:30.480> to<01:14:30.640> that<01:14:30.960> uh<01:14:31.199> because<01:14:31.440> i<01:14:31.600> prepared 01:14:32.070 --> 01:14:32.080 align:start position:0% addition to that uh because i prepared 01:14:32.080 --> 01:14:34.630 align:start position:0% addition to that uh because i prepared some<01:14:32.560> questions<01:14:32.960> for<01:14:33.120> the<01:14:33.280> discussion<01:14:33.760> and<01:14:33.920> uh 01:14:34.630 --> 01:14:34.640 align:start position:0% some questions for the discussion and uh 01:14:34.640 --> 01:14:36.950 align:start position:0% some questions for the discussion and uh also<01:14:34.880> can<01:14:35.040> you<01:14:35.280> focus<01:14:35.679> on<01:14:35.920> like<01:14:36.320> everyone<01:14:36.719> here 01:14:36.950 --> 01:14:36.960 align:start position:0% also can you focus on like everyone here 01:14:36.960 --> 01:14:38.630 align:start position:0% also can you focus on like everyone here with<01:14:37.199> like<01:14:37.440> phds 01:14:38.630 --> 01:14:38.640 align:start position:0% with like phds 01:14:38.640 --> 01:14:40.310 align:start position:0% with like phds and<01:14:38.800> in<01:14:38.880> the<01:14:39.040> field<01:14:39.360> and<01:14:39.520> also<01:14:39.840> people<01:14:40.159> who 01:14:40.310 --> 01:14:40.320 align:start position:0% and in the field and also people who 01:14:40.320 --> 01:14:42.070 align:start position:0% and in the field and also people who don't<01:14:40.480> have<01:14:40.640> phds<01:14:41.120> in<01:14:41.199> the<01:14:41.280> field<01:14:41.520> focus<01:14:41.920> on 01:14:42.070 --> 01:14:42.080 align:start position:0% don't have phds in the field focus on 01:14:42.080 --> 01:14:42.870 align:start position:0% don't have phds in the field focus on the<01:14:42.239> benefits 01:14:42.870 --> 01:14:42.880 align:start position:0% the benefits 01:14:42.880 --> 01:14:48.870 align:start position:0% the benefits of<01:14:43.199> and<01:14:43.360> the<01:14:43.440> necessity<01:14:44.080> of<01:14:44.239> a<01:14:44.320> phd 01:14:48.870 --> 01:14:48.880 align:start position:0% 01:14:48.880 --> 01:14:52.310 align:start position:0% well<01:14:49.120> i<01:14:49.199> mean<01:14:50.080> in<01:14:50.239> the<01:14:50.480> in<01:14:50.560> this<01:14:51.280> i<01:14:51.440> mean<01:14:51.760> phd 01:14:52.310 --> 01:14:52.320 align:start position:0% well i mean in the in this i mean phd 01:14:52.320 --> 01:14:53.750 align:start position:0% well i mean in the in this i mean phd versus<01:14:52.800> not<01:14:52.960> phd 01:14:53.750 --> 01:14:53.760 align:start position:0% versus not phd 01:14:53.760 --> 01:14:56.870 align:start position:0% versus not phd and<01:14:55.120> i<01:14:55.280> believe<01:14:55.600> that<01:14:56.239> things 01:14:56.870 --> 01:14:56.880 align:start position:0% and i believe that things 01:14:56.880 --> 01:14:59.750 align:start position:0% and i believe that things has<01:14:57.199> changed<01:14:57.679> a<01:14:57.760> lot<01:14:58.000> in<01:14:58.080> the<01:14:58.239> last<01:14:58.480> years<01:14:59.520> in<01:14:59.679> a 01:14:59.750 --> 01:14:59.760 align:start position:0% has changed a lot in the last years in a 01:14:59.760 --> 01:15:00.550 align:start position:0% has changed a lot in the last years in a sense<01:15:00.000> that<01:15:00.159> when 01:15:00.550 --> 01:15:00.560 align:start position:0% sense that when 01:15:00.560 --> 01:15:03.510 align:start position:0% sense that when when<01:15:00.800> i<01:15:00.960> started<01:15:01.280> my<01:15:01.440> phd<01:15:01.920> for<01:15:02.080> instance<01:15:02.640> um 01:15:03.510 --> 01:15:03.520 align:start position:0% when i started my phd for instance um 01:15:03.520 --> 01:15:05.510 align:start position:0% when i started my phd for instance um who<01:15:03.760> was<01:15:04.080> working<01:15:04.480> in<01:15:04.640> quantum<01:15:04.960> computing<01:15:05.440> i 01:15:05.510 --> 01:15:05.520 align:start position:0% who was working in quantum computing i 01:15:05.520 --> 01:15:06.070 align:start position:0% who was working in quantum computing i mean<01:15:05.679> were 01:15:06.070 --> 01:15:06.080 align:start position:0% mean were 01:15:06.080 --> 01:15:07.590 align:start position:0% mean were people<01:15:06.400> that<01:15:06.560> were<01:15:06.800> working<01:15:07.120> in<01:15:07.280> quantum 01:15:07.590 --> 01:15:07.600 align:start position:0% people that were working in quantum 01:15:07.600 --> 01:15:10.070 align:start position:0% people that were working in quantum information<01:15:08.159> for<01:15:08.320> the<01:15:08.480> last<01:15:08.719> years<01:15:09.120> basically 01:15:10.070 --> 01:15:10.080 align:start position:0% information for the last years basically 01:15:10.080 --> 01:15:13.430 align:start position:0% information for the last years basically it<01:15:10.239> was<01:15:10.719> quite<01:15:10.960> a<01:15:11.280> small<01:15:11.600> subfield<01:15:12.159> in<01:15:12.320> physics 01:15:13.430 --> 01:15:13.440 align:start position:0% it was quite a small subfield in physics 01:15:13.440 --> 01:15:16.709 align:start position:0% it was quite a small subfield in physics and<01:15:14.159> quantum<01:15:14.480> computing<01:15:14.960> in<01:15:15.040> particular<01:15:16.159> and 01:15:16.709 --> 01:15:16.719 align:start position:0% and quantum computing in particular and 01:15:16.719 --> 01:15:19.030 align:start position:0% and quantum computing in particular and but<01:15:17.360> with<01:15:17.600> all<01:15:17.840> this<01:15:18.080> creation<01:15:18.480> of<01:15:18.640> these 01:15:19.030 --> 01:15:19.040 align:start position:0% but with all this creation of these 01:15:19.040 --> 01:15:19.910 align:start position:0% but with all this creation of these companies 01:15:19.910 --> 01:15:19.920 align:start position:0% companies 01:15:19.920 --> 01:15:21.830 align:start position:0% companies and<01:15:20.480> and<01:15:20.719> the<01:15:20.880> realization<01:15:21.440> that<01:15:21.600> yeah 01:15:21.830 --> 01:15:21.840 align:start position:0% and and the realization that yeah 01:15:21.840 --> 01:15:23.030 align:start position:0% and and the realization that yeah quantum<01:15:22.159> computer<01:15:22.719> may 01:15:23.030 --> 01:15:23.040 align:start position:0% quantum computer may 01:15:23.040 --> 01:15:26.630 align:start position:0% quantum computer may exist<01:15:23.600> and<01:15:23.760> may<01:15:23.920> be<01:15:24.159> useful<01:15:25.199> and<01:15:26.000> many<01:15:26.320> many 01:15:26.630 --> 01:15:26.640 align:start position:0% exist and may be useful and many many 01:15:26.640 --> 01:15:27.750 align:start position:0% exist and may be useful and many many jobs<01:15:26.960> have<01:15:27.199> appeared 01:15:27.750 --> 01:15:27.760 align:start position:0% jobs have appeared 01:15:27.760 --> 01:15:30.229 align:start position:0% jobs have appeared and<01:15:27.920> now<01:15:28.159> we<01:15:28.400> need<01:15:28.719> not<01:15:29.040> only<01:15:29.360> theoreticians 01:15:30.229 --> 01:15:30.239 align:start position:0% and now we need not only theoreticians 01:15:30.239 --> 01:15:31.189 align:start position:0% and now we need not only theoreticians that<01:15:30.400> you<01:15:30.560> know<01:15:30.800> that 01:15:31.189 --> 01:15:31.199 align:start position:0% that you know that 01:15:31.199 --> 01:15:33.110 align:start position:0% that you know that think<01:15:31.440> about<01:15:31.600> the<01:15:31.679> complexity<01:15:32.480> of<01:15:32.960> the 01:15:33.110 --> 01:15:33.120 align:start position:0% think about the complexity of the 01:15:33.120 --> 01:15:34.470 align:start position:0% think about the complexity of the algorithms<01:15:33.920> or 01:15:34.470 --> 01:15:34.480 align:start position:0% algorithms or 01:15:34.480 --> 01:15:37.270 align:start position:0% algorithms or or<01:15:34.719> designing<01:15:35.280> the<01:15:35.760> the<01:15:35.920> new<01:15:36.159> ones<01:15:36.480> etc<01:15:36.960> but<01:15:37.120> we 01:15:37.270 --> 01:15:37.280 align:start position:0% or designing the the new ones etc but we 01:15:37.280 --> 01:15:38.950 align:start position:0% or designing the the new ones etc but we need<01:15:37.840> many<01:15:38.159> engineers 01:15:38.950 --> 01:15:38.960 align:start position:0% need many engineers 01:15:38.960 --> 01:15:41.590 align:start position:0% need many engineers many<01:15:39.600> to<01:15:39.760> construct<01:15:40.239> the<01:15:40.320> device<01:15:40.719> because<01:15:41.360> if 01:15:41.590 --> 01:15:41.600 align:start position:0% many to construct the device because if 01:15:41.600 --> 01:15:42.310 align:start position:0% many to construct the device because if not<01:15:41.920> it 01:15:42.310 --> 01:15:42.320 align:start position:0% not it 01:15:42.320 --> 01:15:44.390 align:start position:0% not it doesn't<01:15:42.880> make<01:15:43.120> sense<01:15:43.440> to<01:15:43.760> everything<01:15:44.159> about 01:15:44.390 --> 01:15:44.400 align:start position:0% doesn't make sense to everything about 01:15:44.400 --> 01:15:45.830 align:start position:0% doesn't make sense to everything about the<01:15:44.480> algorithms 01:15:45.830 --> 01:15:45.840 align:start position:0% the algorithms 01:15:45.840 --> 01:15:48.390 align:start position:0% the algorithms but<01:15:46.080> also<01:15:46.400> many<01:15:46.719> software<01:15:47.120> engineers<01:15:47.679> so<01:15:47.920> and 01:15:48.390 --> 01:15:48.400 align:start position:0% but also many software engineers so and 01:15:48.400 --> 01:15:49.910 align:start position:0% but also many software engineers so and tequila<01:15:48.960> is<01:15:49.040> one<01:15:49.199> of<01:15:49.360> the 01:15:49.910 --> 01:15:49.920 align:start position:0% tequila is one of the 01:15:49.920 --> 01:15:52.390 align:start position:0% tequila is one of the of<01:15:50.080> the<01:15:50.239> examples<01:15:50.960> and<01:15:51.440> many<01:15:51.760> other<01:15:51.920> languages 01:15:52.390 --> 01:15:52.400 align:start position:0% of the examples and many other languages 01:15:52.400 --> 01:15:53.189 align:start position:0% of the examples and many other languages in<01:15:52.480> the<01:15:52.640> end<01:15:52.800> so 01:15:53.189 --> 01:15:53.199 align:start position:0% in the end so 01:15:53.199 --> 01:15:55.430 align:start position:0% in the end so there<01:15:53.440> is<01:15:53.600> a<01:15:53.760> lot<01:15:54.000> of<01:15:54.239> jobs<01:15:54.880> that<01:15:55.120> doesn't 01:15:55.430 --> 01:15:55.440 align:start position:0% there is a lot of jobs that doesn't 01:15:55.440 --> 01:15:56.790 align:start position:0% there is a lot of jobs that doesn't require<01:15:55.920> a<01:15:56.000> phd 01:15:56.790 --> 01:15:56.800 align:start position:0% require a phd 01:15:56.800 --> 01:15:59.669 align:start position:0% require a phd but<01:15:57.040> rather<01:15:57.440> a<01:15:57.760> huge<01:15:58.159> experience<01:15:58.880> with<01:15:59.280> python 01:15:59.669 --> 01:15:59.679 align:start position:0% but rather a huge experience with python 01:15:59.679 --> 01:16:01.990 align:start position:0% but rather a huge experience with python for<01:15:59.920> instance<01:16:00.480> or<01:16:00.640> with<01:16:00.880> other<01:16:01.199> tools 01:16:01.990 --> 01:16:02.000 align:start position:0% for instance or with other tools 01:16:02.000 --> 01:16:03.590 align:start position:0% for instance or with other tools to<01:16:02.159> really<01:16:02.560> implement<01:16:03.040> these<01:16:03.280> quantum 01:16:03.590 --> 01:16:03.600 align:start position:0% to really implement these quantum 01:16:03.600 --> 01:16:05.270 align:start position:0% to really implement these quantum languages<01:16:04.159> because<01:16:04.400> that<01:16:04.640> would<01:16:04.800> be<01:16:04.960> the<01:16:05.120> only 01:16:05.270 --> 01:16:05.280 align:start position:0% languages because that would be the only 01:16:05.280 --> 01:16:07.350 align:start position:0% languages because that would be the only way<01:16:05.520> that<01:16:05.760> it<01:16:05.920> would<01:16:06.080> be<01:16:06.159> useful<01:16:06.560> for<01:16:06.800> us 01:16:07.350 --> 01:16:07.360 align:start position:0% way that it would be useful for us 01:16:07.360 --> 01:16:10.070 align:start position:0% way that it would be useful for us uh<01:16:07.840> especially<01:16:08.400> in<01:16:08.480> this<01:16:08.800> niskera<01:16:09.679> because<01:16:09.920> we 01:16:10.070 --> 01:16:10.080 align:start position:0% uh especially in this niskera because we 01:16:10.080 --> 01:16:10.630 align:start position:0% uh especially in this niskera because we have<01:16:10.320> the 01:16:10.630 --> 01:16:10.640 align:start position:0% have the 01:16:10.640 --> 01:16:13.510 align:start position:0% have the one<01:16:11.360> so<01:16:11.760> experimentally<01:16:12.800> we<01:16:12.960> have<01:16:13.120> a<01:16:13.199> quantum 01:16:13.510 --> 01:16:13.520 align:start position:0% one so experimentally we have a quantum 01:16:13.520 --> 01:16:14.630 align:start position:0% one so experimentally we have a quantum computer<01:16:13.920> which<01:16:14.159> is 01:16:14.630 --> 01:16:14.640 align:start position:0% computer which is 01:16:14.640 --> 01:16:16.950 align:start position:0% computer which is you<01:16:14.800> know<01:16:14.960> a<01:16:15.040> device<01:16:15.440> an<01:16:15.600> experimental<01:16:16.159> device 01:16:16.950 --> 01:16:16.960 align:start position:0% you know a device an experimental device 01:16:16.960 --> 01:16:18.950 align:start position:0% you know a device an experimental device we<01:16:17.120> want<01:16:17.360> to<01:16:17.440> control<01:16:17.920> that 01:16:18.950 --> 01:16:18.960 align:start position:0% we want to control that 01:16:18.960 --> 01:16:21.430 align:start position:0% we want to control that and<01:16:19.360> we<01:16:19.520> need<01:16:19.760> a<01:16:19.920> good<01:16:20.159> interface<01:16:20.800> between<01:16:21.199> our 01:16:21.430 --> 01:16:21.440 align:start position:0% and we need a good interface between our 01:16:21.440 --> 01:16:23.030 align:start position:0% and we need a good interface between our computer<01:16:22.000> and<01:16:22.159> our 01:16:23.030 --> 01:16:23.040 align:start position:0% computer and our 01:16:23.040 --> 01:16:26.550 align:start position:0% computer and our hardware<01:16:24.080> so<01:16:24.400> we<01:16:24.560> need<01:16:24.800> to<01:16:25.040> engineer<01:16:25.600> that<01:16:26.000> and 01:16:26.550 --> 01:16:26.560 align:start position:0% hardware so we need to engineer that and 01:16:26.560 --> 01:16:28.870 align:start position:0% hardware so we need to engineer that and especially<01:16:27.120> if<01:16:27.199> the<01:16:27.520> coherence<01:16:28.080> times<01:16:28.560> in<01:16:28.640> the 01:16:28.870 --> 01:16:28.880 align:start position:0% especially if the coherence times in the 01:16:28.880 --> 01:16:30.149 align:start position:0% especially if the coherence times in the quantum<01:16:29.199> computers<01:16:29.679> are<01:16:29.840> so 01:16:30.149 --> 01:16:30.159 align:start position:0% quantum computers are so 01:16:30.159 --> 01:16:32.470 align:start position:0% quantum computers are so short<01:16:31.040> and<01:16:31.199> we<01:16:31.360> need<01:16:31.520> to<01:16:31.840> you<01:16:31.920> know<01:16:32.080> perform 01:16:32.470 --> 01:16:32.480 align:start position:0% short and we need to you know perform 01:16:32.480 --> 01:16:33.990 align:start position:0% short and we need to you know perform all<01:16:32.560> of<01:16:32.640> the<01:16:32.800> operations<01:16:33.280> as<01:16:33.440> fast<01:16:33.760> as 01:16:33.990 --> 01:16:34.000 align:start position:0% all of the operations as fast as 01:16:34.000 --> 01:16:36.790 align:start position:0% all of the operations as fast as possible<01:16:35.040> and<01:16:35.280> for<01:16:35.440> that<01:16:35.600> i<01:16:35.760> believe<01:16:36.000> that 01:16:36.790 --> 01:16:36.800 align:start position:0% possible and for that i believe that 01:16:36.800 --> 01:16:38.870 align:start position:0% possible and for that i believe that there's<01:16:37.120> plenty<01:16:37.520> of<01:16:37.679> jobs<01:16:38.000> and<01:16:38.159> you<01:16:38.320> can<01:16:38.560> check 01:16:38.870 --> 01:16:38.880 align:start position:0% there's plenty of jobs and you can check 01:16:38.880 --> 01:16:40.870 align:start position:0% there's plenty of jobs and you can check easily<01:16:39.280> in<01:16:39.440> many<01:16:39.760> of<01:16:40.000> the<01:16:40.159> startups<01:16:40.719> and 01:16:40.870 --> 01:16:40.880 align:start position:0% easily in many of the startups and 01:16:40.880 --> 01:16:41.910 align:start position:0% easily in many of the startups and companies 01:16:41.910 --> 01:16:41.920 align:start position:0% companies 01:16:41.920 --> 01:16:44.390 align:start position:0% companies that<01:16:42.080> doesn't<01:16:42.400> require<01:16:42.800> a<01:16:42.880> phd<01:16:43.520> but<01:16:43.840> rather 01:16:44.390 --> 01:16:44.400 align:start position:0% that doesn't require a phd but rather 01:16:44.400 --> 01:16:46.709 align:start position:0% that doesn't require a phd but rather maybe<01:16:44.719> experience<01:16:45.520> in<01:16:45.679> quantum<01:16:46.000> computing<01:16:46.560> or 01:16:46.709 --> 01:16:46.719 align:start position:0% maybe experience in quantum computing or 01:16:46.719 --> 01:16:47.430 align:start position:0% maybe experience in quantum computing or not<01:16:46.880> even<01:16:47.120> that 01:16:47.430 --> 01:16:47.440 align:start position:0% not even that 01:16:47.440 --> 01:16:50.070 align:start position:0% not even that like<01:16:47.760> experience<01:16:48.239> in<01:16:48.320> other<01:16:48.560> fields<01:16:49.040> and<01:16:49.920> and 01:16:50.070 --> 01:16:50.080 align:start position:0% like experience in other fields and and 01:16:50.080 --> 01:16:51.910 align:start position:0% like experience in other fields and and then<01:16:50.320> this<01:16:50.560> from<01:16:50.800> one<01:16:50.960> side<01:16:51.199> but<01:16:51.440> also<01:16:51.679> from 01:16:51.910 --> 01:16:51.920 align:start position:0% then this from one side but also from 01:16:51.920 --> 01:16:53.430 align:start position:0% then this from one side but also from other<01:16:52.239> sides<01:16:52.640> uh 01:16:53.430 --> 01:16:53.440 align:start position:0% other sides uh 01:16:53.440 --> 01:16:56.070 align:start position:0% other sides uh even<01:16:53.679> if<01:16:53.920> you<01:16:54.080> have<01:16:54.239> a<01:16:54.320> phd<01:16:54.800> or<01:16:54.960> not<01:16:55.280> and<01:16:55.920> we 01:16:56.070 --> 01:16:56.080 align:start position:0% even if you have a phd or not and we 01:16:56.080 --> 01:16:56.470 align:start position:0% even if you have a phd or not and we only 01:16:56.470 --> 01:16:56.480 align:start position:0% only 01:16:56.480 --> 01:16:58.229 align:start position:0% only we<01:16:56.640> also<01:16:56.960> need<01:16:57.280> people<01:16:57.600> from<01:16:57.840> different 01:16:58.229 --> 01:16:58.239 align:start position:0% we also need people from different 01:16:58.239 --> 01:17:00.229 align:start position:0% we also need people from different backgrounds<01:16:58.800> not<01:16:59.040> only<01:16:59.280> physics 01:17:00.229 --> 01:17:00.239 align:start position:0% backgrounds not only physics 01:17:00.239 --> 01:17:01.830 align:start position:0% backgrounds not only physics we<01:17:00.400> need<01:17:00.640> people<01:17:00.880> for<01:17:01.120> chemistry<01:17:01.600> for 01:17:01.830 --> 01:17:01.840 align:start position:0% we need people for chemistry for 01:17:01.840 --> 01:17:03.350 align:start position:0% we need people for chemistry for instance<01:17:02.239> to<01:17:02.719> tell<01:17:03.040> us 01:17:03.350 --> 01:17:03.360 align:start position:0% instance to tell us 01:17:03.360 --> 01:17:04.950 align:start position:0% instance to tell us what<01:17:03.600> are<01:17:03.679> the<01:17:03.840> problems<01:17:04.239> in<01:17:04.320> chemistry 01:17:04.950 --> 01:17:04.960 align:start position:0% what are the problems in chemistry 01:17:04.960 --> 01:17:06.950 align:start position:0% what are the problems in chemistry people<01:17:05.280> from<01:17:05.600> finance<01:17:06.159> that<01:17:06.400> tell<01:17:06.640> us<01:17:06.800> what 01:17:06.950 --> 01:17:06.960 align:start position:0% people from finance that tell us what 01:17:06.960 --> 01:17:08.950 align:start position:0% people from finance that tell us what are<01:17:07.040> the<01:17:07.199> problems<01:17:07.600> in<01:17:07.760> finance<01:17:08.159> etc 01:17:08.950 --> 01:17:08.960 align:start position:0% are the problems in finance etc 01:17:08.960 --> 01:17:10.470 align:start position:0% are the problems in finance etc because<01:17:09.280> in<01:17:09.360> the<01:17:09.440> end<01:17:09.600> we<01:17:09.760> are<01:17:09.840> developing<01:17:10.400> a 01:17:10.470 --> 01:17:10.480 align:start position:0% because in the end we are developing a 01:17:10.480 --> 01:17:12.070 align:start position:0% because in the end we are developing a tool<01:17:10.800> that<01:17:10.960> can<01:17:11.120> be<01:17:11.280> used<01:17:11.520> for 01:17:12.070 --> 01:17:12.080 align:start position:0% tool that can be used for 01:17:12.080 --> 01:17:14.790 align:start position:0% tool that can be used for solving<01:17:12.719> many<01:17:13.120> problems<01:17:13.920> but<01:17:14.320> we<01:17:14.480> need<01:17:14.640> to 01:17:14.790 --> 01:17:14.800 align:start position:0% solving many problems but we need to 01:17:14.800 --> 01:17:16.550 align:start position:0% solving many problems but we need to know<01:17:15.040> which<01:17:15.280> problems<01:17:15.600> we<01:17:15.679> want<01:17:15.840> to<01:17:16.000> solve 01:17:16.550 --> 01:17:16.560 align:start position:0% know which problems we want to solve 01:17:16.560 --> 01:17:18.070 align:start position:0% know which problems we want to solve so<01:17:16.719> that's<01:17:16.960> why<01:17:17.199> maybe<01:17:17.440> people<01:17:17.679> that<01:17:17.840> doesn't 01:17:18.070 --> 01:17:18.080 align:start position:0% so that's why maybe people that doesn't 01:17:18.080 --> 01:17:19.990 align:start position:0% so that's why maybe people that doesn't have<01:17:18.320> a<01:17:18.400> psd<01:17:18.800> is<01:17:18.880> also<01:17:19.199> useful<01:17:19.600> of<01:17:19.679> course 01:17:19.990 --> 01:17:20.000 align:start position:0% have a psd is also useful of course 01:17:20.000 --> 01:17:20.390 align:start position:0% have a psd is also useful of course because 01:17:20.390 --> 01:17:20.400 align:start position:0% because 01:17:20.400 --> 01:17:22.229 align:start position:0% because if<01:17:20.560> they<01:17:20.719> have<01:17:20.960> experience<01:17:21.600> in<01:17:21.760> i<01:17:21.840> don't<01:17:21.920> know 01:17:22.229 --> 01:17:22.239 align:start position:0% if they have experience in i don't know 01:17:22.239 --> 01:17:23.990 align:start position:0% if they have experience in i don't know finance<01:17:22.719> for<01:17:22.880> instance 01:17:23.990 --> 01:17:24.000 align:start position:0% finance for instance 01:17:24.000 --> 01:17:25.990 align:start position:0% finance for instance they<01:17:24.159> can<01:17:24.400> provide<01:17:24.800> this<01:17:25.120> this<01:17:25.440> information 01:17:25.990 --> 01:17:26.000 align:start position:0% they can provide this this information 01:17:26.000 --> 01:17:28.390 align:start position:0% they can provide this this information to<01:17:26.159> us<01:17:26.400> and<01:17:26.480> we<01:17:26.640> can<01:17:26.800> work<01:17:27.120> together<01:17:27.520> to<01:17:27.840> find 01:17:28.390 --> 01:17:28.400 align:start position:0% to us and we can work together to find 01:17:28.400 --> 01:17:31.590 align:start position:0% to us and we can work together to find the<01:17:28.480> proper<01:17:28.800> algorithm<01:17:29.280> for<01:17:29.440> instance 01:17:31.590 --> 01:17:31.600 align:start position:0% the proper algorithm for instance 01:17:31.600 --> 01:17:33.750 align:start position:0% the proper algorithm for instance yeah<01:17:31.840> so<01:17:32.080> uh<01:17:32.480> a<01:17:32.640> quick<01:17:32.880> follow-up<01:17:33.280> on<01:17:33.440> that<01:17:33.600> so 01:17:33.750 --> 01:17:33.760 align:start position:0% yeah so uh a quick follow-up on that so 01:17:33.760 --> 01:17:35.430 align:start position:0% yeah so uh a quick follow-up on that so we<01:17:34.000> we<01:17:34.159> see<01:17:34.320> that<01:17:34.560> trend<01:17:34.800> in<01:17:34.880> the<01:17:34.960> industry 01:17:35.430 --> 01:17:35.440 align:start position:0% we we see that trend in the industry 01:17:35.440 --> 01:17:36.070 align:start position:0% we we see that trend in the industry right<01:17:35.600> that 01:17:36.070 --> 01:17:36.080 align:start position:0% right that 01:17:36.080 --> 01:17:39.030 align:start position:0% right that in<01:17:36.239> like<01:17:36.719> most<01:17:37.040> emerging<01:17:37.440> technologies<01:17:38.719> uh 01:17:39.030 --> 01:17:39.040 align:start position:0% in like most emerging technologies uh 01:17:39.040 --> 01:17:39.430 align:start position:0% in like most emerging technologies uh peop 01:17:39.430 --> 01:17:39.440 align:start position:0% peop 01:17:39.440 --> 01:17:41.910 align:start position:0% peop usually<01:17:39.760> like<01:17:40.239> uh<01:17:40.560> people<01:17:40.800> with<01:17:40.960> phds<01:17:41.600> drive 01:17:41.910 --> 01:17:41.920 align:start position:0% usually like uh people with phds drive 01:17:41.920 --> 01:17:44.229 align:start position:0% usually like uh people with phds drive the<01:17:42.080> industry<01:17:42.480> until<01:17:42.800> there's<01:17:43.040> like<01:17:43.280> a<01:17:43.920> point 01:17:44.229 --> 01:17:44.239 align:start position:0% the industry until there's like a point 01:17:44.239 --> 01:17:44.709 align:start position:0% the industry until there's like a point where 01:17:44.709 --> 01:17:44.719 align:start position:0% where 01:17:44.719 --> 01:17:46.709 align:start position:0% where you<01:17:44.800> need<01:17:45.040> more<01:17:45.520> engineers<01:17:46.239> especially 01:17:46.709 --> 01:17:46.719 align:start position:0% you need more engineers especially 01:17:46.719 --> 01:17:47.830 align:start position:0% you need more engineers especially software<01:17:47.199> engineers 01:17:47.830 --> 01:17:47.840 align:start position:0% software engineers 01:17:47.840 --> 01:17:49.590 align:start position:0% software engineers that<01:17:48.080> don't<01:17:48.320> necessarily<01:17:48.880> do<01:17:49.120> research<01:17:49.520> in 01:17:49.590 --> 01:17:49.600 align:start position:0% that don't necessarily do research in 01:17:49.600 --> 01:17:51.189 align:start position:0% that don't necessarily do research in that<01:17:49.840> field<01:17:50.159> or<01:17:50.239> have<01:17:50.480> that<01:17:50.719> like 01:17:51.189 --> 01:17:51.199 align:start position:0% that field or have that like 01:17:51.199 --> 01:17:53.350 align:start position:0% that field or have that like breadth<01:17:51.520> of<01:17:51.679> knowledge<01:17:52.320> but<01:17:52.560> can<01:17:52.800> do<01:17:52.960> like<01:17:53.199> the 01:17:53.350 --> 01:17:53.360 align:start position:0% breadth of knowledge but can do like the 01:17:53.360 --> 01:17:55.669 align:start position:0% breadth of knowledge but can do like the hard<01:17:54.000> tasks<01:17:54.320> of<01:17:54.480> like<01:17:54.719> coding<01:17:55.120> that<01:17:55.360> in<01:17:55.520> or 01:17:55.669 --> 01:17:55.679 align:start position:0% hard tasks of like coding that in or 01:17:55.679 --> 01:17:56.390 align:start position:0% hard tasks of like coding that in or like 01:17:56.390 --> 01:17:56.400 align:start position:0% like 01:17:56.400 --> 01:17:58.390 align:start position:0% like making<01:17:56.800> the<01:17:56.960> like<01:17:57.280> circuit<01:17:57.679> connections<01:17:58.159> that 01:17:58.390 --> 01:17:58.400 align:start position:0% making the like circuit connections that 01:17:58.400 --> 01:17:59.990 align:start position:0% making the like circuit connections that in<01:17:58.880> in<01:17:58.960> the<01:17:59.120> hardware<01:17:59.520> right 01:17:59.990 --> 01:18:00.000 align:start position:0% in in the hardware right 01:18:00.000 --> 01:18:02.870 align:start position:0% in in the hardware right but<01:18:00.320> um<01:18:01.280> the<01:18:01.520> question<01:18:01.840> is<01:18:02.000> here<01:18:02.239> i<01:18:02.400> think<01:18:02.640> like 01:18:02.870 --> 01:18:02.880 align:start position:0% but um the question is here i think like 01:18:02.880 --> 01:18:03.430 align:start position:0% but um the question is here i think like right<01:18:03.040> now 01:18:03.430 --> 01:18:03.440 align:start position:0% right now 01:18:03.440 --> 01:18:05.990 align:start position:0% right now what<01:18:03.600> i'm<01:18:03.760> trying<01:18:04.000> to<01:18:04.159> ask<01:18:04.480> is<01:18:05.360> do<01:18:05.520> you<01:18:05.679> think 01:18:05.990 --> 01:18:06.000 align:start position:0% what i'm trying to ask is do you think 01:18:06.000 --> 01:18:08.149 align:start position:0% what i'm trying to ask is do you think that<01:18:06.400> people<01:18:06.800> can<01:18:07.040> train<01:18:07.360> themselves 01:18:08.149 --> 01:18:08.159 align:start position:0% that people can train themselves 01:18:08.159 --> 01:18:11.270 align:start position:0% that people can train themselves and<01:18:08.480> do<01:18:08.800> research<01:18:09.360> in<01:18:09.440> the<01:18:09.600> field<01:18:09.920> like<01:18:10.480> um 01:18:11.270 --> 01:18:11.280 align:start position:0% and do research in the field like um 01:18:11.280 --> 01:18:12.950 align:start position:0% and do research in the field like um doing<01:18:11.520> like<01:18:11.760> designing<01:18:12.239> actual<01:18:12.560> quantum 01:18:12.950 --> 01:18:12.960 align:start position:0% doing like designing actual quantum 01:18:12.960 --> 01:18:15.110 align:start position:0% doing like designing actual quantum algorithms<01:18:13.600> not<01:18:13.760> like<01:18:14.000> the<01:18:14.239> hard<01:18:14.560> hard<01:18:14.800> task 01:18:15.110 --> 01:18:15.120 align:start position:0% algorithms not like the hard hard task 01:18:15.120 --> 01:18:17.189 align:start position:0% algorithms not like the hard hard task jobs<01:18:15.440> but<01:18:15.679> as<01:18:15.840> like<01:18:16.080> as<01:18:16.320> researchers<01:18:16.960> do<01:18:17.120> you 01:18:17.189 --> 01:18:17.199 align:start position:0% jobs but as like as researchers do you 01:18:17.199 --> 01:18:18.070 align:start position:0% jobs but as like as researchers do you think<01:18:17.360> people<01:18:17.679> can 01:18:18.070 --> 01:18:18.080 align:start position:0% think people can 01:18:18.080 --> 01:18:19.990 align:start position:0% think people can join<01:18:18.400> the<01:18:18.560> field<01:18:18.800> as<01:18:18.960> research<01:18:19.520> researchers 01:18:19.990 --> 01:18:20.000 align:start position:0% join the field as research researchers 01:18:20.000 --> 01:18:22.709 align:start position:0% join the field as research researchers without<01:18:20.320> a<01:18:20.400> phd 01:18:22.709 --> 01:18:22.719 align:start position:0% without a phd 01:18:22.719 --> 01:18:25.430 align:start position:0% without a phd yeah<01:18:23.040> and<01:18:23.360> i<01:18:23.520> believe<01:18:23.840> it's<01:18:24.000> possible<01:18:24.480> yeah<01:18:25.280> in 01:18:25.430 --> 01:18:25.440 align:start position:0% yeah and i believe it's possible yeah in 01:18:25.440 --> 01:18:27.189 align:start position:0% yeah and i believe it's possible yeah in general<01:18:25.840> the<01:18:26.000> only<01:18:26.239> problem<01:18:26.640> that<01:18:26.800> i 01:18:27.189 --> 01:18:27.199 align:start position:0% general the only problem that i 01:18:27.199 --> 01:18:29.430 align:start position:0% general the only problem that i i<01:18:27.360> can<01:18:27.600> see<01:18:27.920> of<01:18:28.000> course<01:18:28.239> i<01:18:28.320> have<01:18:28.480> a<01:18:28.560> phd<01:18:28.960> so<01:18:29.199> i'm 01:18:29.430 --> 01:18:29.440 align:start position:0% i can see of course i have a phd so i'm 01:18:29.440 --> 01:18:30.550 align:start position:0% i can see of course i have a phd so i'm biased<01:18:29.920> okay 01:18:30.550 --> 01:18:30.560 align:start position:0% biased okay 01:18:30.560 --> 01:18:33.750 align:start position:0% biased okay so<01:18:31.360> uh<01:18:32.080> in<01:18:32.159> the<01:18:32.400> indexes<01:18:32.800> matter<01:18:33.120> but 01:18:33.750 --> 01:18:33.760 align:start position:0% so uh in the indexes matter but 01:18:33.760 --> 01:18:35.990 align:start position:0% so uh in the indexes matter but the<01:18:34.080> only<01:18:34.320> problem<01:18:34.640> that<01:18:34.800> i<01:18:35.040> see<01:18:35.280> because<01:18:35.600> i 01:18:35.990 --> 01:18:36.000 align:start position:0% the only problem that i see because i 01:18:36.000 --> 01:18:37.030 align:start position:0% the only problem that i see because i also<01:18:36.239> suffer<01:18:36.560> from<01:18:36.719> that 01:18:37.030 --> 01:18:37.040 align:start position:0% also suffer from that 01:18:37.040 --> 01:18:39.910 align:start position:0% also suffer from that is<01:18:37.199> there<01:18:37.440> is<01:18:37.600> a<01:18:37.840> lot<01:18:38.159> of<01:18:38.400> noise<01:18:39.040> in<01:18:39.120> the<01:18:39.360> field 01:18:39.910 --> 01:18:39.920 align:start position:0% is there is a lot of noise in the field 01:18:39.920 --> 01:18:41.510 align:start position:0% is there is a lot of noise in the field and<01:18:40.080> that<01:18:40.239> happens<01:18:40.640> all<01:18:40.800> the<01:18:40.880> time<01:18:41.120> with<01:18:41.280> all 01:18:41.510 --> 01:18:41.520 align:start position:0% and that happens all the time with all 01:18:41.520 --> 01:18:42.149 align:start position:0% and that happens all the time with all fields 01:18:42.149 --> 01:18:42.159 align:start position:0% fields 01:18:42.159 --> 01:18:44.229 align:start position:0% fields so<01:18:42.320> sometimes<01:18:42.719> it's<01:18:42.880> difficult<01:18:43.440> to<01:18:43.760> tackle 01:18:44.229 --> 01:18:44.239 align:start position:0% so sometimes it's difficult to tackle 01:18:44.239 --> 01:18:46.310 align:start position:0% so sometimes it's difficult to tackle what<01:18:44.480> are<01:18:44.640> the<01:18:44.800> real<01:18:45.120> problems<01:18:45.679> or<01:18:46.000> if 01:18:46.310 --> 01:18:46.320 align:start position:0% what are the real problems or if 01:18:46.320 --> 01:18:48.790 align:start position:0% what are the real problems or if what<01:18:46.640> you<01:18:46.880> are<01:18:47.040> doing<01:18:47.360> is<01:18:47.840> actually<01:18:48.239> useful<01:18:48.640> or 01:18:48.790 --> 01:18:48.800 align:start position:0% what you are doing is actually useful or 01:18:48.800 --> 01:18:49.430 align:start position:0% what you are doing is actually useful or not 01:18:49.430 --> 01:18:49.440 align:start position:0% not 01:18:49.440 --> 01:18:51.350 align:start position:0% not and<01:18:49.600> for<01:18:49.840> that<01:18:50.080> it's<01:18:50.320> really<01:18:50.640> useful<01:18:50.960> to<01:18:51.120> talk 01:18:51.350 --> 01:18:51.360 align:start position:0% and for that it's really useful to talk 01:18:51.360 --> 01:18:52.870 align:start position:0% and for that it's really useful to talk with<01:18:51.600> other<01:18:51.840> people 01:18:52.870 --> 01:18:52.880 align:start position:0% with other people 01:18:52.880 --> 01:18:55.189 align:start position:0% with other people that<01:18:53.120> provides<01:18:53.760> feedback<01:18:54.239> about<01:18:54.480> your<01:18:54.640> idea 01:18:55.189 --> 01:18:55.199 align:start position:0% that provides feedback about your idea 01:18:55.199 --> 01:18:57.110 align:start position:0% that provides feedback about your idea and<01:18:55.360> what<01:18:55.760> about<01:18:56.080> what<01:18:56.239> you<01:18:56.400> are<01:18:56.560> doing 01:18:57.110 --> 01:18:57.120 align:start position:0% and what about what you are doing 01:18:57.120 --> 01:18:58.709 align:start position:0% and what about what you are doing and<01:18:57.280> this<01:18:57.440> is<01:18:57.600> very<01:18:57.840> difficult<01:18:58.239> to<01:18:58.320> do<01:18:58.480> if<01:18:58.640> you 01:18:58.709 --> 01:18:58.719 align:start position:0% and this is very difficult to do if you 01:18:58.719 --> 01:19:00.550 align:start position:0% and this is very difficult to do if you are<01:18:58.960> you<01:18:59.120> know<01:18:59.360> alone<01:18:59.840> in<01:19:00.000> your<01:19:00.159> home 01:19:00.550 --> 01:19:00.560 align:start position:0% are you know alone in your home 01:19:00.560 --> 01:19:02.950 align:start position:0% are you know alone in your home and<01:19:00.880> you<01:19:01.040> are<01:19:01.120> not<01:19:01.360> part<01:19:01.600> of<01:19:01.840> an<01:19:02.080> organization 01:19:02.950 --> 01:19:02.960 align:start position:0% and you are not part of an organization 01:19:02.960 --> 01:19:04.229 align:start position:0% and you are not part of an organization or 01:19:04.229 --> 01:19:04.239 align:start position:0% or 01:19:04.239 --> 01:19:07.270 align:start position:0% or or<01:19:04.400> a<01:19:04.560> university<01:19:05.120> or<01:19:05.280> a<01:19:05.360> company<01:19:06.320> but<01:19:06.880> to<01:19:07.040> be 01:19:07.270 --> 01:19:07.280 align:start position:0% or a university or a company but to be 01:19:07.280 --> 01:19:08.790 align:start position:0% or a university or a company but to be honest<01:19:07.600> there<01:19:07.840> are<01:19:08.000> many<01:19:08.320> many 01:19:08.790 --> 01:19:08.800 align:start position:0% honest there are many many 01:19:08.800 --> 01:19:10.790 align:start position:0% honest there are many many ways<01:19:09.280> to<01:19:09.440> get<01:19:09.679> in<01:19:09.840> touch<01:19:10.239> with<01:19:10.480> other 01:19:10.790 --> 01:19:10.800 align:start position:0% ways to get in touch with other 01:19:10.800 --> 01:19:12.149 align:start position:0% ways to get in touch with other researchers<01:19:11.440> nowadays 01:19:12.149 --> 01:19:12.159 align:start position:0% researchers nowadays 01:19:12.159 --> 01:19:14.390 align:start position:0% researchers nowadays for<01:19:12.320> instance<01:19:12.719> this<01:19:13.040> kind<01:19:13.280> of<01:19:13.360> talks<01:19:13.840> and 01:19:14.390 --> 01:19:14.400 align:start position:0% for instance this kind of talks and 01:19:14.400 --> 01:19:16.310 align:start position:0% for instance this kind of talks and events<01:19:14.960> and<01:19:15.199> many<01:19:15.520> others 01:19:16.310 --> 01:19:16.320 align:start position:0% events and many others 01:19:16.320 --> 01:19:18.550 align:start position:0% events and many others so<01:19:16.800> i<01:19:17.040> believe<01:19:17.360> that<01:19:17.520> you<01:19:17.679> can<01:19:17.920> really<01:19:18.320> start 01:19:18.550 --> 01:19:18.560 align:start position:0% so i believe that you can really start 01:19:18.560 --> 01:19:19.350 align:start position:0% so i believe that you can really start by<01:19:18.719> your<01:19:18.960> own 01:19:19.350 --> 01:19:19.360 align:start position:0% by your own 01:19:19.360 --> 01:19:20.630 align:start position:0% by your own and<01:19:19.520> then<01:19:19.760> at<01:19:19.840> some<01:19:20.000> point<01:19:20.239> of<01:19:20.320> course<01:19:20.560> you 01:19:20.630 --> 01:19:20.640 align:start position:0% and then at some point of course you 01:19:20.640 --> 01:19:22.550 align:start position:0% and then at some point of course you will<01:19:20.880> have<01:19:21.120> to<01:19:21.360> make<01:19:21.760> some<01:19:22.000> contact<01:19:22.320> with 01:19:22.550 --> 01:19:22.560 align:start position:0% will have to make some contact with 01:19:22.560 --> 01:19:23.430 align:start position:0% will have to make some contact with other<01:19:22.800> people<01:19:23.120> but 01:19:23.430 --> 01:19:23.440 align:start position:0% other people but 01:19:23.440 --> 01:19:25.669 align:start position:0% other people but you<01:19:23.600> can<01:19:24.000> you<01:19:24.159> have<01:19:24.560> you<01:19:24.719> have<01:19:25.040> i<01:19:25.199> believe<01:19:25.600> all 01:19:25.669 --> 01:19:25.679 align:start position:0% you can you have you have i believe all 01:19:25.679 --> 01:19:27.510 align:start position:0% you can you have you have i believe all the<01:19:25.920> tools<01:19:26.320> to<01:19:26.560> start 01:19:27.510 --> 01:19:27.520 align:start position:0% the tools to start 01:19:27.520 --> 01:19:29.590 align:start position:0% the tools to start and<01:19:27.679> then<01:19:27.920> of<01:19:28.000> course<01:19:28.239> just<01:19:28.480> contact<01:19:29.280> other 01:19:29.590 --> 01:19:29.600 align:start position:0% and then of course just contact other 01:19:29.600 --> 01:19:30.550 align:start position:0% and then of course just contact other guys<01:19:29.920> and<01:19:30.159> ask 01:19:30.550 --> 01:19:30.560 align:start position:0% guys and ask 01:19:30.560 --> 01:19:32.310 align:start position:0% guys and ask questions<01:19:31.040> like<01:19:31.199> yeah<01:19:31.440> i<01:19:31.520> have<01:19:31.679> this<01:19:31.840> idea<01:19:32.159> do 01:19:32.310 --> 01:19:32.320 align:start position:0% questions like yeah i have this idea do 01:19:32.320 --> 01:19:33.990 align:start position:0% questions like yeah i have this idea do you<01:19:32.400> think<01:19:32.560> this<01:19:32.719> has<01:19:32.960> said<01:19:33.199> etc<01:19:33.679> or<01:19:33.840> just 01:19:33.990 --> 01:19:34.000 align:start position:0% you think this has said etc or just 01:19:34.000 --> 01:19:35.750 align:start position:0% you think this has said etc or just discuss<01:19:34.400> that<01:19:34.640> in<01:19:34.800> some<01:19:35.040> panel<01:19:35.280> discussions 01:19:35.750 --> 01:19:35.760 align:start position:0% discuss that in some panel discussions 01:19:35.760 --> 01:19:35.990 align:start position:0% discuss that in some panel discussions like 01:19:35.990 --> 01:19:36.000 align:start position:0% like 01:19:36.000 --> 01:19:38.630 align:start position:0% like this<01:19:36.239> one<01:19:37.280> so<01:19:37.440> it's<01:19:37.600> easy<01:19:37.840> to<01:19:38.000> start<01:19:38.239> by<01:19:38.480> your 01:19:38.630 --> 01:19:38.640 align:start position:0% this one so it's easy to start by your 01:19:38.640 --> 01:19:39.110 align:start position:0% this one so it's easy to start by your own 01:19:39.110 --> 01:19:39.120 align:start position:0% own 01:19:39.120 --> 01:19:41.910 align:start position:0% own and<01:19:40.080> but<01:19:40.239> yet<01:19:40.400> at<01:19:40.560> some<01:19:40.719> point<01:19:41.120> you<01:19:41.280> should 01:19:41.910 --> 01:19:41.920 align:start position:0% and but yet at some point you should 01:19:41.920 --> 01:19:43.510 align:start position:0% and but yet at some point you should take<01:19:42.239> some<01:19:42.400> contact<01:19:42.719> with<01:19:42.880> other<01:19:43.120> people 01:19:43.510 --> 01:19:43.520 align:start position:0% take some contact with other people 01:19:43.520 --> 01:19:45.189 align:start position:0% take some contact with other people and<01:19:43.679> other<01:19:43.840> researchers<01:19:44.480> if<01:19:44.640> you<01:19:44.719> want<01:19:44.880> to<01:19:44.960> do 01:19:45.189 --> 01:19:45.199 align:start position:0% and other researchers if you want to do 01:19:45.199 --> 01:19:47.030 align:start position:0% and other researchers if you want to do something<01:19:45.920> because<01:19:46.159> it's<01:19:46.400> really<01:19:46.640> difficult 01:19:47.030 --> 01:19:47.040 align:start position:0% something because it's really difficult 01:19:47.040 --> 01:19:48.149 align:start position:0% something because it's really difficult that<01:19:47.199> you<01:19:47.440> just<01:19:47.679> have 01:19:48.149 --> 01:19:48.159 align:start position:0% that you just have 01:19:48.159 --> 01:19:49.990 align:start position:0% that you just have an<01:19:48.320> idea<01:19:48.800> that<01:19:49.040> works<01:19:49.280> because<01:19:49.600> it<01:19:49.679> may<01:19:49.840> be 01:19:49.990 --> 01:19:50.000 align:start position:0% an idea that works because it may be 01:19:50.000 --> 01:19:51.189 align:start position:0% an idea that works because it may be worse<01:19:50.239> in<01:19:50.320> your<01:19:50.480> head<01:19:50.719> but 01:19:51.189 --> 01:19:51.199 align:start position:0% worse in your head but 01:19:51.199 --> 01:19:53.189 align:start position:0% worse in your head but it's<01:19:51.760> or<01:19:51.920> maybe<01:19:52.239> someone<01:19:52.560> has<01:19:52.719> developed<01:19:53.120> that 01:19:53.189 --> 01:19:53.199 align:start position:0% it's or maybe someone has developed that 01:19:53.199 --> 01:19:54.390 align:start position:0% it's or maybe someone has developed that before<01:19:53.600> and<01:19:53.679> that<01:19:53.840> happens 01:19:54.390 --> 01:19:54.400 align:start position:0% before and that happens 01:19:54.400 --> 01:19:56.550 align:start position:0% before and that happens all<01:19:54.560> the<01:19:54.719> time<01:19:55.360> so<01:19:55.520> especially<01:19:56.080> with<01:19:56.320> this 01:19:56.550 --> 01:19:56.560 align:start position:0% all the time so especially with this 01:19:56.560 --> 01:19:58.229 align:start position:0% all the time so especially with this quantum<01:19:56.960> information<01:19:57.440> on<01:19:57.520> quantum<01:19:57.760> computing 01:19:58.229 --> 01:19:58.239 align:start position:0% quantum information on quantum computing 01:19:58.239 --> 01:19:59.669 align:start position:0% quantum information on quantum computing many<01:19:58.480> people<01:19:58.719> have<01:19:58.960> worked<01:19:59.199> in<01:19:59.280> this<01:19:59.520> field 01:19:59.669 --> 01:19:59.679 align:start position:0% many people have worked in this field 01:19:59.679 --> 01:20:01.189 align:start position:0% many people have worked in this field for<01:19:59.920> years 01:20:01.189 --> 01:20:01.199 align:start position:0% for years 01:20:01.199 --> 01:20:02.630 align:start position:0% for years and<01:20:01.360> there<01:20:01.600> are<01:20:01.679> many<01:20:02.000> papers<01:20:02.400> that<01:20:02.560> are 01:20:02.630 --> 01:20:02.640 align:start position:0% and there are many papers that are 01:20:02.640 --> 01:20:04.470 align:start position:0% and there are many papers that are hidden<01:20:03.120> and<01:20:03.360> you<01:20:03.360> just<01:20:03.760> discover<01:20:04.239> these 01:20:04.470 --> 01:20:04.480 align:start position:0% hidden and you just discover these 01:20:04.480 --> 01:20:05.350 align:start position:0% hidden and you just discover these papers<01:20:04.960> like 01:20:05.350 --> 01:20:05.360 align:start position:0% papers like 01:20:05.360 --> 01:20:07.430 align:start position:0% papers like you<01:20:05.520> have<01:20:05.760> a<01:20:05.840> super<01:20:06.159> clear<01:20:06.639> clever<01:20:07.040> idea<01:20:07.360> and 01:20:07.430 --> 01:20:07.440 align:start position:0% you have a super clear clever idea and 01:20:07.440 --> 01:20:09.189 align:start position:0% you have a super clear clever idea and then<01:20:07.600> some<01:20:07.840> guy<01:20:08.000> in<01:20:08.080> the<01:20:08.239> 90s<01:20:08.639> just<01:20:08.800> develop 01:20:09.189 --> 01:20:09.199 align:start position:0% then some guy in the 90s just develop 01:20:09.199 --> 01:20:10.470 align:start position:0% then some guy in the 90s just develop exactly<01:20:09.520> the<01:20:09.679> same 01:20:10.470 --> 01:20:10.480 align:start position:0% exactly the same 01:20:10.480 --> 01:20:12.470 align:start position:0% exactly the same and<01:20:10.639> it's<01:20:10.800> difficult<01:20:11.280> to<01:20:11.600> keep<01:20:11.840> track<01:20:12.159> of<01:20:12.239> that 01:20:12.470 --> 01:20:12.480 align:start position:0% and it's difficult to keep track of that 01:20:12.480 --> 01:20:14.629 align:start position:0% and it's difficult to keep track of that only<01:20:12.719> the<01:20:13.199> all<01:20:13.440> guys<01:20:13.760> in<01:20:13.840> the<01:20:14.000> field<01:20:14.239> know<01:20:14.480> this 01:20:14.629 --> 01:20:14.639 align:start position:0% only the all guys in the field know this 01:20:14.639 --> 01:20:16.470 align:start position:0% only the all guys in the field know this kind<01:20:14.880> of<01:20:15.040> paper<01:20:15.360> so<01:20:15.520> that's<01:20:15.760> why<01:20:16.000> it's 01:20:16.470 --> 01:20:16.480 align:start position:0% kind of paper so that's why it's 01:20:16.480 --> 01:20:20.310 align:start position:0% kind of paper so that's why it's also<01:20:16.800> useful<01:20:17.199> to<01:20:17.520> to<01:20:17.679> make<01:20:17.920> some<01:20:18.080> contacts 01:20:20.310 --> 01:20:20.320 align:start position:0% also useful to to make some contacts 01:20:20.320 --> 01:20:21.669 align:start position:0% also useful to to make some contacts okay<01:20:20.560> so<01:20:20.719> from<01:20:20.880> what<01:20:21.040> i<01:20:21.120> understand<01:20:21.520> you're 01:20:21.669 --> 01:20:21.679 align:start position:0% okay so from what i understand you're 01:20:21.679 --> 01:20:23.430 align:start position:0% okay so from what i understand you're saying<01:20:21.920> that<01:20:22.719> the<01:20:23.040> the 01:20:23.430 --> 01:20:23.440 align:start position:0% saying that the the 01:20:23.440 --> 01:20:26.709 align:start position:0% saying that the the the<01:20:23.840> the<01:20:24.000> collaboration<01:20:25.040> uh 01:20:26.709 --> 01:20:26.719 align:start position:0% the the collaboration uh 01:20:26.719 --> 01:20:29.830 align:start position:0% the the collaboration uh between<01:20:27.199> researchers<01:20:27.840> is<01:20:28.000> necessary<01:20:29.440> it's 01:20:29.830 --> 01:20:29.840 align:start position:0% between researchers is necessary it's 01:20:29.840 --> 01:20:30.790 align:start position:0% between researchers is necessary it's not<01:20:30.000> it<01:20:30.080> doesn't<01:20:30.320> matter 01:20:30.790 --> 01:20:30.800 align:start position:0% not it doesn't matter 01:20:30.800 --> 01:20:32.790 align:start position:0% not it doesn't matter whether<01:20:31.120> you<01:20:31.199> have<01:20:31.360> a<01:20:31.440> piece<01:20:31.679> or<01:20:31.760> not<01:20:32.000> but<01:20:32.400> you 01:20:32.790 --> 01:20:32.800 align:start position:0% whether you have a piece or not but you 01:20:32.800 --> 01:20:34.070 align:start position:0% whether you have a piece or not but you it's<01:20:33.040> good<01:20:33.199> to<01:20:33.280> be<01:20:33.440> a<01:20:33.520> part<01:20:33.760> of<01:20:33.920> an 01:20:34.070 --> 01:20:34.080 align:start position:0% it's good to be a part of an 01:20:34.080 --> 01:20:35.430 align:start position:0% it's good to be a part of an organization<01:20:34.800> or 01:20:35.430 --> 01:20:35.440 align:start position:0% organization or 01:20:35.440 --> 01:20:37.750 align:start position:0% organization or an<01:20:35.520> academic<01:20:36.159> institution<01:20:36.960> can<01:20:37.199> we<01:20:37.360> do<01:20:37.520> a 01:20:37.750 --> 01:20:37.760 align:start position:0% an academic institution can we do a 01:20:37.760 --> 01:20:39.350 align:start position:0% an academic institution can we do a quick<01:20:38.000> survey<01:20:38.560> here<01:20:38.880> on 01:20:39.350 --> 01:20:39.360 align:start position:0% quick survey here on 01:20:39.360 --> 01:20:41.669 align:start position:0% quick survey here on how<01:20:39.520> many<01:20:39.760> people<01:20:40.639> watching<01:20:40.960> this<01:20:41.199> right<01:20:41.360> now 01:20:41.669 --> 01:20:41.679 align:start position:0% how many people watching this right now 01:20:41.679 --> 01:20:42.550 align:start position:0% how many people watching this right now are 01:20:42.550 --> 01:20:42.560 align:start position:0% are 01:20:42.560 --> 01:20:45.669 align:start position:0% are have<01:20:42.800> phds<01:20:43.360> if<01:20:43.440> you<01:20:43.600> do<01:20:43.840> have<01:20:44.080> one<01:20:44.480> can<01:20:44.639> you<01:20:45.440> put 01:20:45.669 --> 01:20:45.679 align:start position:0% have phds if you do have one can you put 01:20:45.679 --> 01:20:47.590 align:start position:0% have phds if you do have one can you put a<01:20:45.840> plus<01:20:46.080> one<01:20:46.400> to<01:20:46.560> the<01:20:46.800> chat 01:20:47.590 --> 01:20:47.600 align:start position:0% a plus one to the chat 01:20:47.600 --> 01:20:50.390 align:start position:0% a plus one to the chat obviously<01:20:48.000> alba<01:20:48.400> has<01:20:48.639> one<01:20:48.960> but<01:20:49.199> um<01:20:49.760> i<01:20:50.080> it<01:20:50.239> would 01:20:50.390 --> 01:20:50.400 align:start position:0% obviously alba has one but um i it would 01:20:50.400 --> 01:20:52.149 align:start position:0% obviously alba has one but um i it would be<01:20:50.560> nice<01:20:50.800> to<01:20:50.880> have<01:20:51.040> like<01:20:51.280> uh 01:20:52.149 --> 01:20:52.159 align:start position:0% be nice to have like uh 01:20:52.159 --> 01:20:55.430 align:start position:0% be nice to have like uh um<01:20:53.120> see<01:20:53.280> how<01:20:53.440> many<01:20:53.679> people<01:20:54.080> have<01:20:54.480> had<01:20:54.639> phds 01:20:55.430 --> 01:20:55.440 align:start position:0% um see how many people have had phds 01:20:55.440 --> 01:20:56.950 align:start position:0% um see how many people have had phds and<01:20:55.600> watching<01:20:55.920> this<01:20:56.159> interested<01:20:56.560> in<01:20:56.719> quantum 01:20:56.950 --> 01:20:56.960 align:start position:0% and watching this interested in quantum 01:20:56.960 --> 01:20:59.030 align:start position:0% and watching this interested in quantum computing<01:20:58.159> um 01:20:59.030 --> 01:20:59.040 align:start position:0% computing um 01:20:59.040 --> 01:21:01.430 align:start position:0% computing um if<01:20:59.520> i<01:20:59.600> could<01:20:59.840> add<01:21:00.000> a<01:21:00.159> few<01:21:00.480> comments<01:21:01.040> um<01:21:01.280> i 01:21:01.430 --> 01:21:01.440 align:start position:0% if i could add a few comments um i 01:21:01.440 --> 01:21:02.950 align:start position:0% if i could add a few comments um i totally<01:21:01.760> agree<01:21:02.000> with<01:21:02.159> everything 01:21:02.950 --> 01:21:02.960 align:start position:0% totally agree with everything 01:21:02.960 --> 01:21:05.750 align:start position:0% totally agree with everything alba<01:21:03.360> said<01:21:03.679> but<01:21:04.000> um<01:21:04.800> so<01:21:04.960> i'm<01:21:05.440> i<01:21:05.600> have<01:21:05.679> a 01:21:05.750 --> 01:21:05.760 align:start position:0% alba said but um so i'm i have a 01:21:05.760 --> 01:21:06.870 align:start position:0% alba said but um so i'm i have a position<01:21:06.080> at<01:21:06.239> intel 01:21:06.870 --> 01:21:06.880 align:start position:0% position at intel 01:21:06.880 --> 01:21:08.550 align:start position:0% position at intel and<01:21:07.520> i<01:21:07.679> should<01:21:07.840> say<01:21:08.000> there<01:21:08.159> are<01:21:08.320> some 01:21:08.550 --> 01:21:08.560 align:start position:0% and i should say there are some 01:21:08.560 --> 01:21:10.070 align:start position:0% and i should say there are some companies<01:21:08.960> including<01:21:09.360> intel<01:21:09.679> that<01:21:09.840> still 01:21:10.070 --> 01:21:10.080 align:start position:0% companies including intel that still 01:21:10.080 --> 01:21:14.149 align:start position:0% companies including intel that still have<01:21:10.239> a<01:21:10.320> very<01:21:10.639> strong<01:21:10.960> bias<01:21:11.440> towards<01:21:12.840> phds 01:21:14.149 --> 01:21:14.159 align:start position:0% have a very strong bias towards phds 01:21:14.159 --> 01:21:15.590 align:start position:0% have a very strong bias towards phds you<01:21:14.239> know<01:21:14.400> that's<01:21:14.639> not<01:21:15.120> obviously<01:21:15.440> not 01:21:15.590 --> 01:21:15.600 align:start position:0% you know that's not obviously not 01:21:15.600 --> 01:21:17.030 align:start position:0% you know that's not obviously not universally<01:21:16.159> true<01:21:16.480> i<01:21:16.560> know<01:21:16.719> people<01:21:16.960> at 01:21:17.030 --> 01:21:17.040 align:start position:0% universally true i know people at 01:21:17.040 --> 01:21:17.910 align:start position:0% universally true i know people at righetti 01:21:17.910 --> 01:21:17.920 align:start position:0% righetti 01:21:17.920 --> 01:21:20.950 align:start position:0% righetti who<01:21:18.080> don't<01:21:18.239> have<01:21:18.320> phds<01:21:18.880> same<01:21:19.040> with<01:21:19.280> zapata<01:21:20.800> but 01:21:20.950 --> 01:21:20.960 align:start position:0% who don't have phds same with zapata but 01:21:20.960 --> 01:21:22.229 align:start position:0% who don't have phds same with zapata but i<01:21:21.040> don't<01:21:21.199> want<01:21:21.280> you<01:21:21.440> to<01:21:21.520> get<01:21:21.679> the 01:21:22.229 --> 01:21:22.239 align:start position:0% i don't want you to get the 01:21:22.239 --> 01:21:25.590 align:start position:0% i don't want you to get the the<01:21:22.400> wrong<01:21:22.639> impression<01:21:23.040> that<01:21:23.199> there<01:21:23.440> are<01:21:23.520> some 01:21:25.590 --> 01:21:25.600 align:start position:0% the wrong impression that there are some 01:21:25.600 --> 01:21:27.110 align:start position:0% the wrong impression that there are some companies<01:21:26.000> that<01:21:26.080> are<01:21:26.159> a<01:21:26.239> bit<01:21:26.400> slow<01:21:26.639> to<01:21:26.800> adopt 01:21:27.110 --> 01:21:27.120 align:start position:0% companies that are a bit slow to adopt 01:21:27.120 --> 01:21:28.550 align:start position:0% companies that are a bit slow to adopt this<01:21:27.280> but<01:21:27.360> i<01:21:27.440> think<01:21:27.600> that<01:21:27.760> should<01:21:28.239> change 01:21:28.550 --> 01:21:28.560 align:start position:0% this but i think that should change 01:21:28.560 --> 01:21:29.430 align:start position:0% this but i think that should change pretty<01:21:28.800> soon 01:21:29.430 --> 01:21:29.440 align:start position:0% pretty soon 01:21:29.440 --> 01:21:31.189 align:start position:0% pretty soon because<01:21:29.679> as<01:21:29.920> alba<01:21:30.159> said<01:21:30.320> we<01:21:30.480> need<01:21:30.800> so<01:21:30.960> many 01:21:31.189 --> 01:21:31.199 align:start position:0% because as alba said we need so many 01:21:31.199 --> 01:21:32.629 align:start position:0% because as alba said we need so many workers<01:21:31.679> um 01:21:32.629 --> 01:21:32.639 align:start position:0% workers um 01:21:32.639 --> 01:21:36.390 align:start position:0% workers um to<01:21:32.800> do<01:21:32.960> all<01:21:33.280> the<01:21:33.360> work 01:21:36.390 --> 01:21:36.400 align:start position:0% 01:21:36.400 --> 01:21:38.790 align:start position:0% yeah<01:21:36.880> i<01:21:36.960> mean<01:21:37.199> as<01:21:37.360> as<01:21:37.600> for<01:21:37.760> my<01:21:37.920> background<01:21:38.400> i'm 01:21:38.790 --> 01:21:38.800 align:start position:0% yeah i mean as as for my background i'm 01:21:38.800 --> 01:21:41.430 align:start position:0% yeah i mean as as for my background i'm currently<01:21:39.199> working<01:21:39.520> part-time<01:21:40.080> with<01:21:40.320> qceware 01:21:41.430 --> 01:21:41.440 align:start position:0% currently working part-time with qceware 01:21:41.440 --> 01:21:43.910 align:start position:0% currently working part-time with qceware and<01:21:41.679> i<01:21:42.000> i<01:21:42.239> am<01:21:42.400> a<01:21:42.480> masters<01:21:42.960> student<01:21:43.360> at<01:21:43.440> stanford 01:21:43.910 --> 01:21:43.920 align:start position:0% and i i am a masters student at stanford 01:21:43.920 --> 01:21:45.189 align:start position:0% and i i am a masters student at stanford right<01:21:44.239> so 01:21:45.189 --> 01:21:45.199 align:start position:0% right so 01:21:45.199 --> 01:21:48.149 align:start position:0% right so we<01:21:45.440> see<01:21:45.679> we<01:21:45.920> see<01:21:46.080> this<01:21:46.480> trend<01:21:47.040> changing<01:21:47.600> uh<01:21:47.920> but 01:21:48.149 --> 01:21:48.159 align:start position:0% we see we see this trend changing uh but 01:21:48.159 --> 01:21:50.709 align:start position:0% we see we see this trend changing uh but obviously<01:21:48.639> there<01:21:48.880> are<01:21:49.040> like 01:21:50.709 --> 01:21:50.719 align:start position:0% obviously there are like 01:21:50.719 --> 01:21:53.910 align:start position:0% obviously there are like different<01:21:51.120> perks<01:21:51.440> of<01:21:51.520> having<01:21:51.840> a<01:21:51.920> phd<01:21:52.560> and<01:21:52.719> um 01:21:53.910 --> 01:21:53.920 align:start position:0% different perks of having a phd and um 01:21:53.920 --> 01:21:56.310 align:start position:0% different perks of having a phd and um i'm<01:21:54.239> not<01:21:54.400> like<01:21:54.639> biased<01:21:55.120> against<01:21:55.440> a<01:21:55.520> phd<01:21:56.000> i 01:21:56.310 --> 01:21:56.320 align:start position:0% i'm not like biased against a phd i 01:21:56.320 --> 01:21:57.750 align:start position:0% i'm not like biased against a phd i would<01:21:56.480> like<01:21:56.719> to<01:21:56.800> get<01:21:56.960> one<01:21:57.120> as<01:21:57.199> well<01:21:57.440> i'm<01:21:57.520> just 01:21:57.750 --> 01:21:57.760 align:start position:0% would like to get one as well i'm just 01:21:57.760 --> 01:21:58.950 align:start position:0% would like to get one as well i'm just like<01:21:58.000> trying<01:21:58.239> to 01:21:58.950 --> 01:21:58.960 align:start position:0% like trying to 01:21:58.960 --> 01:22:02.070 align:start position:0% like trying to um<01:22:00.080> see<01:22:00.400> the<01:22:00.880> understand<01:22:01.280> the<01:22:01.360> field<01:22:01.679> and<01:22:01.840> make 01:22:02.070 --> 01:22:02.080 align:start position:0% um see the understand the field and make 01:22:02.080 --> 01:22:03.590 align:start position:0% um see the understand the field and make other<01:22:02.320> people<01:22:02.639> understand 01:22:03.590 --> 01:22:03.600 align:start position:0% other people understand 01:22:03.600 --> 01:22:05.910 align:start position:0% other people understand um<01:22:04.320> another<01:22:04.719> question<01:22:05.120> that<01:22:05.280> i<01:22:05.440> have<01:22:05.600> and<01:22:05.760> this 01:22:05.910 --> 01:22:05.920 align:start position:0% um another question that i have and this 01:22:05.920 --> 01:22:07.750 align:start position:0% um another question that i have and this is<01:22:06.000> also<01:22:06.320> open<01:22:06.639> to<01:22:06.880> everyone 01:22:07.750 --> 01:22:07.760 align:start position:0% is also open to everyone 01:22:07.760 --> 01:22:11.510 align:start position:0% is also open to everyone um<01:22:09.120> is<01:22:09.360> about<01:22:10.000> the<01:22:10.239> barriers<01:22:10.880> to<01:22:11.120> quantum 01:22:11.510 --> 01:22:11.520 align:start position:0% um is about the barriers to quantum 01:22:11.520 --> 01:22:13.189 align:start position:0% um is about the barriers to quantum simulation<01:22:12.320> so 01:22:13.189 --> 01:22:13.199 align:start position:0% simulation so 01:22:13.199 --> 01:22:16.310 align:start position:0% simulation so um<01:22:13.760> obviously<01:22:14.239> tequila<01:22:15.040> is<01:22:15.679> backhand<01:22:16.159> or 01:22:16.310 --> 01:22:16.320 align:start position:0% um obviously tequila is backhand or 01:22:16.320 --> 01:22:17.910 align:start position:0% um obviously tequila is backhand or hardware<01:22:16.719> agnostic<01:22:17.360> it's<01:22:17.440> not<01:22:17.600> just<01:22:17.840> a 01:22:17.910 --> 01:22:17.920 align:start position:0% hardware agnostic it's not just a 01:22:17.920 --> 01:22:19.430 align:start position:0% hardware agnostic it's not just a simulation<01:22:18.480> tool<01:22:18.719> it<01:22:18.800> can<01:22:18.960> run<01:22:19.120> on<01:22:19.280> real 01:22:19.430 --> 01:22:19.440 align:start position:0% simulation tool it can run on real 01:22:19.440 --> 01:22:20.310 align:start position:0% simulation tool it can run on real hardware 01:22:20.310 --> 01:22:20.320 align:start position:0% hardware 01:22:20.320 --> 01:22:23.430 align:start position:0% hardware but<01:22:20.800> um<01:22:22.639> what<01:22:22.960> are<01:22:23.120> the 01:22:23.430 --> 01:22:23.440 align:start position:0% but um what are the 01:22:23.440 --> 01:22:25.189 align:start position:0% but um what are the what<01:22:23.679> are<01:22:23.920> the<01:22:24.080> barriers<01:22:24.719> to<01:22:24.880> quantum 01:22:25.189 --> 01:22:25.199 align:start position:0% what are the barriers to quantum 01:22:25.199 --> 01:22:26.550 align:start position:0% what are the barriers to quantum simulation<01:22:25.679> when<01:22:25.920> we're<01:22:26.159> trying<01:22:26.400> to 01:22:26.550 --> 01:22:26.560 align:start position:0% simulation when we're trying to 01:22:26.560 --> 01:22:27.430 align:start position:0% simulation when we're trying to understand<01:22:26.960> real 01:22:27.430 --> 01:22:27.440 align:start position:0% understand real 01:22:27.440 --> 01:22:30.550 align:start position:0% understand real quantum<01:22:27.920> systems<01:22:28.560> and<01:22:29.280> do<01:22:29.440> you<01:22:29.520> think<01:22:30.320> there 01:22:30.550 --> 01:22:30.560 align:start position:0% quantum systems and do you think there 01:22:30.560 --> 01:22:31.990 align:start position:0% quantum systems and do you think there will<01:22:30.719> be<01:22:30.880> a<01:22:30.960> point<01:22:31.280> where<01:22:31.520> the 01:22:31.990 --> 01:22:32.000 align:start position:0% will be a point where the 01:22:32.000 --> 01:22:34.870 align:start position:0% will be a point where the the<01:22:32.239> simulations<01:22:33.120> will<01:22:33.600> no<01:22:33.840> longer<01:22:34.239> be 01:22:34.870 --> 01:22:34.880 align:start position:0% the simulations will no longer be 01:22:34.880 --> 01:22:37.430 align:start position:0% the simulations will no longer be relevant<01:22:35.360> we'll<01:22:35.679> reach<01:22:36.000> a<01:22:36.080> point<01:22:36.400> in<01:22:36.560> hardware 01:22:37.430 --> 01:22:37.440 align:start position:0% relevant we'll reach a point in hardware 01:22:37.440 --> 01:22:41.189 align:start position:0% relevant we'll reach a point in hardware where<01:22:37.840> the<01:22:38.000> hardware<01:22:38.480> will<01:22:38.719> be 01:22:41.189 --> 01:22:41.199 align:start position:0% 01:22:41.199 --> 01:22:43.590 align:start position:0% we<01:22:41.360> won't<01:22:41.600> be<01:22:41.840> able<01:22:42.159> to<01:22:42.639> uh<01:22:42.960> simulate<01:22:43.440> that 01:22:43.590 --> 01:22:43.600 align:start position:0% we won't be able to uh simulate that 01:22:43.600 --> 01:22:44.709 align:start position:0% we won't be able to uh simulate that hardware<01:22:44.159> well<01:22:44.320> that's 01:22:44.709 --> 01:22:44.719 align:start position:0% hardware well that's 01:22:44.719 --> 01:22:46.950 align:start position:0% hardware well that's theoretically<01:22:45.360> that's<01:22:45.840> that's<01:22:46.480> that's 01:22:46.950 --> 01:22:46.960 align:start position:0% theoretically that's that's that's 01:22:46.960 --> 01:22:48.149 align:start position:0% theoretically that's that's that's that's<01:22:47.280> possible<01:22:47.679> but 01:22:48.149 --> 01:22:48.159 align:start position:0% that's possible but 01:22:48.159 --> 01:22:49.669 align:start position:0% that's possible but when<01:22:48.400> do<01:22:48.480> you<01:22:48.560> think<01:22:48.719> that<01:22:48.880> will<01:22:49.120> happen<01:22:49.520> and 01:22:49.669 --> 01:22:49.679 align:start position:0% when do you think that will happen and 01:22:49.679 --> 01:22:51.189 align:start position:0% when do you think that will happen and again<01:22:49.920> this<01:22:50.080> is<01:22:50.239> open<01:22:50.400> to<01:22:50.560> everyone<01:22:50.880> so<01:22:51.040> if 01:22:51.189 --> 01:22:51.199 align:start position:0% again this is open to everyone so if 01:22:51.199 --> 01:22:59.590 align:start position:0% again this is open to everyone so if anyone<01:22:51.440> wants<01:22:51.679> to<01:22:51.840> join<01:22:52.159> in 01:22:59.590 --> 01:22:59.600 align:start position:0% 01:22:59.600 --> 01:23:03.030 align:start position:0% well<01:23:00.639> sorry<01:23:00.960> to<01:23:01.600> answer<01:23:02.000> again 01:23:03.030 --> 01:23:03.040 align:start position:0% well sorry to answer again 01:23:03.040 --> 01:23:06.229 align:start position:0% well sorry to answer again um<01:23:04.480> yeah<01:23:04.719> i<01:23:04.800> mean<01:23:05.120> if<01:23:05.280> you<01:23:05.520> think<01:23:05.920> so 01:23:06.229 --> 01:23:06.239 align:start position:0% um yeah i mean if you think so 01:23:06.239 --> 01:23:09.350 align:start position:0% um yeah i mean if you think so you<01:23:06.400> mean<01:23:06.960> classical<01:23:07.520> simulation<01:23:08.080> of<01:23:08.239> quantum 01:23:09.350 --> 01:23:09.360 align:start position:0% you mean classical simulation of quantum 01:23:09.360 --> 01:23:13.510 align:start position:0% you mean classical simulation of quantum algorithms<01:23:10.719> yeah<01:23:12.000> i<01:23:12.159> mean 01:23:13.510 --> 01:23:13.520 align:start position:0% algorithms yeah i mean 01:23:13.520 --> 01:23:16.070 align:start position:0% algorithms yeah i mean you<01:23:13.679> know<01:23:14.080> it's<01:23:14.239> exponentially<01:23:15.040> hard<01:23:15.600> so<01:23:15.920> at 01:23:16.070 --> 01:23:16.080 align:start position:0% you know it's exponentially hard so at 01:23:16.080 --> 01:23:18.390 align:start position:0% you know it's exponentially hard so at some<01:23:16.320> point<01:23:16.560> it<01:23:16.719> will<01:23:17.040> not<01:23:17.280> be<01:23:17.520> possible<01:23:18.159> at 01:23:18.390 --> 01:23:18.400 align:start position:0% some point it will not be possible at 01:23:18.400 --> 01:23:19.430 align:start position:0% some point it will not be possible at all 01:23:19.430 --> 01:23:19.440 align:start position:0% all 01:23:19.440 --> 01:23:22.870 align:start position:0% all although<01:23:20.400> if<01:23:20.560> you<01:23:20.800> have<01:23:21.920> low<01:23:22.159> entanglement 01:23:22.870 --> 01:23:22.880 align:start position:0% although if you have low entanglement 01:23:22.880 --> 01:23:25.430 align:start position:0% although if you have low entanglement you<01:23:23.120> can<01:23:23.440> do<01:23:24.239> efficient<01:23:24.639> simulations<01:23:25.199> with 01:23:25.430 --> 01:23:25.440 align:start position:0% you can do efficient simulations with 01:23:25.440 --> 01:23:27.510 align:start position:0% you can do efficient simulations with tensor<01:23:25.760> network<01:23:26.080> techniques<01:23:26.480> for<01:23:26.719> instance 01:23:27.510 --> 01:23:27.520 align:start position:0% tensor network techniques for instance 01:23:27.520 --> 01:23:29.430 align:start position:0% tensor network techniques for instance so<01:23:27.679> in<01:23:27.760> the<01:23:28.000> end<01:23:28.239> that's<01:23:28.719> to<01:23:28.880> me<01:23:29.040> one<01:23:29.280> of<01:23:29.360> the 01:23:29.430 --> 01:23:29.440 align:start position:0% so in the end that's to me one of the 01:23:29.440 --> 01:23:31.110 align:start position:0% so in the end that's to me one of the important<01:23:29.840> points<01:23:30.080> of<01:23:30.159> quantum<01:23:30.560> computing 01:23:31.110 --> 01:23:31.120 align:start position:0% important points of quantum computing 01:23:31.120 --> 01:23:33.590 align:start position:0% important points of quantum computing any<01:23:31.360> algorithm<01:23:31.920> any<01:23:32.159> application<01:23:33.199> you<01:23:33.360> need 01:23:33.590 --> 01:23:33.600 align:start position:0% any algorithm any application you need 01:23:33.600 --> 01:23:34.470 align:start position:0% any algorithm any application you need to<01:23:33.920> check 01:23:34.470 --> 01:23:34.480 align:start position:0% to check 01:23:34.480 --> 01:23:36.550 align:start position:0% to check if<01:23:34.639> the<01:23:34.719> amount<01:23:35.040> of<01:23:35.199> entanglement<01:23:36.000> is<01:23:36.159> high<01:23:36.480> or 01:23:36.550 --> 01:23:36.560 align:start position:0% if the amount of entanglement is high or 01:23:36.560 --> 01:23:37.510 align:start position:0% if the amount of entanglement is high or not<01:23:36.800> because<01:23:37.120> if 01:23:37.510 --> 01:23:37.520 align:start position:0% not because if 01:23:37.520 --> 01:23:38.709 align:start position:0% not because if it's<01:23:37.679> not<01:23:37.920> you<01:23:38.080> don't<01:23:38.159> need<01:23:38.320> a<01:23:38.400> quantum 01:23:38.709 --> 01:23:38.719 align:start position:0% it's not you don't need a quantum 01:23:38.719 --> 01:23:40.629 align:start position:0% it's not you don't need a quantum computer<01:23:39.280> you<01:23:39.440> can<01:23:39.679> do<01:23:39.840> everything 01:23:40.629 --> 01:23:40.639 align:start position:0% computer you can do everything 01:23:40.639 --> 01:23:43.750 align:start position:0% computer you can do everything classically<01:23:41.920> so<01:23:42.080> that's<01:23:42.400> on<01:23:42.560> one<01:23:42.880> side<01:23:43.280> uh<01:23:43.600> on 01:23:43.750 --> 01:23:43.760 align:start position:0% classically so that's on one side uh on 01:23:43.760 --> 01:23:44.550 align:start position:0% classically so that's on one side uh on the<01:23:43.920> other<01:23:44.159> side 01:23:44.550 --> 01:23:44.560 align:start position:0% the other side 01:23:44.560 --> 01:23:47.990 align:start position:0% the other side um<01:23:45.679> we<01:23:45.920> are<01:23:46.320> we<01:23:46.560> don't<01:23:46.880> only<01:23:47.360> have<01:23:47.679> quant 01:23:47.990 --> 01:23:48.000 align:start position:0% um we are we don't only have quant 01:23:48.000 --> 01:23:50.070 align:start position:0% um we are we don't only have quant digital<01:23:48.400> quantum<01:23:48.719> computers<01:23:49.199> we<01:23:49.360> cannot<01:23:49.920> we 01:23:50.070 --> 01:23:50.080 align:start position:0% digital quantum computers we cannot we 01:23:50.080 --> 01:23:52.149 align:start position:0% digital quantum computers we cannot we also<01:23:50.400> have<01:23:50.639> quantum<01:23:51.040> simulators<01:23:51.679> like<01:23:51.840> called 01:23:52.149 --> 01:23:52.159 align:start position:0% also have quantum simulators like called 01:23:52.159 --> 01:23:53.990 align:start position:0% also have quantum simulators like called atoms<01:23:52.719> etc 01:23:53.990 --> 01:23:54.000 align:start position:0% atoms etc 01:23:54.000 --> 01:23:57.270 align:start position:0% atoms etc and<01:23:54.719> and<01:23:54.960> you<01:23:55.120> can<01:23:55.280> do<01:23:56.400> practical<01:23:56.880> stuff<01:23:57.120> with 01:23:57.270 --> 01:23:57.280 align:start position:0% and and you can do practical stuff with 01:23:57.280 --> 01:23:59.110 align:start position:0% and and you can do practical stuff with that<01:23:57.520> the<01:23:57.679> problem<01:23:58.000> with<01:23:58.159> these<01:23:58.400> ones<01:23:58.719> is<01:23:58.880> they 01:23:59.110 --> 01:23:59.120 align:start position:0% that the problem with these ones is they 01:23:59.120 --> 01:23:59.510 align:start position:0% that the problem with these ones is they are<01:23:59.199> not 01:23:59.510 --> 01:23:59.520 align:start position:0% are not 01:23:59.520 --> 01:24:01.270 align:start position:0% are not universal<01:24:00.080> so<01:24:00.239> they<01:24:00.400> are<01:24:00.560> only<01:24:00.800> useful<01:24:01.120> for 01:24:01.270 --> 01:24:01.280 align:start position:0% universal so they are only useful for 01:24:01.280 --> 01:24:03.030 align:start position:0% universal so they are only useful for particular<01:24:01.840> problems<01:24:02.159> or<01:24:02.400> you<01:24:02.480> can<01:24:02.639> also<01:24:02.800> have 01:24:03.030 --> 01:24:03.040 align:start position:0% particular problems or you can also have 01:24:03.040 --> 01:24:04.070 align:start position:0% particular problems or you can also have quantum<01:24:03.360> annealing 01:24:04.070 --> 01:24:04.080 align:start position:0% quantum annealing 01:24:04.080 --> 01:24:06.229 align:start position:0% quantum annealing so<01:24:04.560> there<01:24:04.719> are<01:24:04.960> other<01:24:05.280> techniques<01:24:05.760> besides 01:24:06.229 --> 01:24:06.239 align:start position:0% so there are other techniques besides 01:24:06.239 --> 01:24:08.149 align:start position:0% so there are other techniques besides digital<01:24:06.719> quantum<01:24:07.040> computation 01:24:08.149 --> 01:24:08.159 align:start position:0% digital quantum computation 01:24:08.159 --> 01:24:10.070 align:start position:0% digital quantum computation that<01:24:08.320> can<01:24:08.480> be<01:24:08.639> useful<01:24:08.960> for<01:24:09.199> simulation<01:24:09.840> even 01:24:10.070 --> 01:24:10.080 align:start position:0% that can be useful for simulation even 01:24:10.080 --> 01:24:11.590 align:start position:0% that can be useful for simulation even simulating<01:24:10.639> many<01:24:10.880> things 01:24:11.590 --> 01:24:11.600 align:start position:0% simulating many things 01:24:11.600 --> 01:24:14.830 align:start position:0% simulating many things and<01:24:12.080> but<01:24:12.239> yeah<01:24:12.480> in<01:24:12.560> the<01:24:12.800> end<01:24:13.120> um<01:24:13.920> what<01:24:14.080> we<01:24:14.320> do<01:24:14.560> as 01:24:14.830 --> 01:24:14.840 align:start position:0% and but yeah in the end um what we do as 01:24:14.840 --> 01:24:15.990 align:start position:0% and but yeah in the end um what we do as a 01:24:15.990 --> 01:24:16.000 align:start position:0% a 01:24:16.000 --> 01:24:17.910 align:start position:0% a theoretically<01:24:16.719> let's<01:24:16.880> say<01:24:17.040> when<01:24:17.280> you<01:24:17.600> develop 01:24:17.910 --> 01:24:17.920 align:start position:0% theoretically let's say when you develop 01:24:17.920 --> 01:24:19.750 align:start position:0% theoretically let's say when you develop an<01:24:18.080> algorithm<01:24:18.560> you<01:24:18.719> just<01:24:18.880> develop<01:24:19.360> a<01:24:19.440> proof<01:24:19.679> of 01:24:19.750 --> 01:24:19.760 align:start position:0% an algorithm you just develop a proof of 01:24:19.760 --> 01:24:20.629 align:start position:0% an algorithm you just develop a proof of concept<01:24:20.320> uh 01:24:20.629 --> 01:24:20.639 align:start position:0% concept uh 01:24:20.639 --> 01:24:23.430 align:start position:0% concept uh algorithm<01:24:21.199> you<01:24:21.360> run<01:24:21.600> that<01:24:21.840> with<01:24:22.560> 14<01:24:22.960> cubits<01:24:23.360> or 01:24:23.430 --> 01:24:23.440 align:start position:0% algorithm you run that with 14 cubits or 01:24:23.440 --> 01:24:24.790 align:start position:0% algorithm you run that with 14 cubits or so<01:24:23.679> something<01:24:24.000> that<01:24:24.159> your<01:24:24.320> laptop<01:24:24.639> can 01:24:24.790 --> 01:24:24.800 align:start position:0% so something that your laptop can 01:24:24.800 --> 01:24:25.750 align:start position:0% so something that your laptop can understand 01:24:25.750 --> 01:24:25.760 align:start position:0% understand 01:24:25.760 --> 01:24:27.830 align:start position:0% understand and<01:24:26.239> what<01:24:26.800> you<01:24:26.960> should<01:24:27.199> check<01:24:27.520> is 01:24:27.830 --> 01:24:27.840 align:start position:0% and what you should check is 01:24:27.840 --> 01:24:30.149 align:start position:0% and what you should check is theoretically<01:24:28.560> if<01:24:28.719> there<01:24:28.880> is<01:24:28.960> some<01:24:29.199> advantage 01:24:30.149 --> 01:24:30.159 align:start position:0% theoretically if there is some advantage 01:24:30.159 --> 01:24:32.149 align:start position:0% theoretically if there is some advantage or<01:24:30.400> at<01:24:30.560> least<01:24:31.120> even<01:24:31.360> if<01:24:31.600> the<01:24:31.760> result<01:24:32.080> is 01:24:32.149 --> 01:24:32.159 align:start position:0% or at least even if the result is 01:24:32.159 --> 01:24:34.310 align:start position:0% or at least even if the result is heuristic<01:24:32.719> as<01:24:32.880> the<01:24:32.960> variational<01:24:33.440> algorithms 01:24:34.310 --> 01:24:34.320 align:start position:0% heuristic as the variational algorithms 01:24:34.320 --> 01:24:37.510 align:start position:0% heuristic as the variational algorithms if<01:24:34.480> the<01:24:34.719> scaling<01:24:35.760> is<01:24:35.920> exponential<01:24:37.040> because<01:24:37.280> if 01:24:37.510 --> 01:24:37.520 align:start position:0% if the scaling is exponential because if 01:24:37.520 --> 01:24:39.430 align:start position:0% if the scaling is exponential because if it's<01:24:37.679> exponential<01:24:38.320> and<01:24:38.480> your 01:24:39.430 --> 01:24:39.440 align:start position:0% it's exponential and your 01:24:39.440 --> 01:24:41.270 align:start position:0% it's exponential and your and<01:24:39.520> your<01:24:39.760> algorithm<01:24:40.239> is<01:24:40.400> working<01:24:40.800> with<01:24:40.960> a<01:24:41.040> few 01:24:41.270 --> 01:24:41.280 align:start position:0% and your algorithm is working with a few 01:24:41.280 --> 01:24:42.709 align:start position:0% and your algorithm is working with a few qubits<01:24:41.679> of<01:24:41.760> course<01:24:42.000> you<01:24:42.080> will<01:24:42.239> know<01:24:42.400> that<01:24:42.639> it 01:24:42.709 --> 01:24:42.719 align:start position:0% qubits of course you will know that it 01:24:42.719 --> 01:24:45.110 align:start position:0% qubits of course you will know that it will<01:24:42.960> continue<01:24:43.440> working<01:24:43.840> with<01:24:44.080> more<01:24:44.320> probably 01:24:45.110 --> 01:24:45.120 align:start position:0% will continue working with more probably 01:24:45.120 --> 01:24:47.270 align:start position:0% will continue working with more probably but<01:24:45.440> still<01:24:46.159> you<01:24:46.320> can't<01:24:46.560> simulate<01:24:47.040> that 01:24:47.270 --> 01:24:47.280 align:start position:0% but still you can't simulate that 01:24:47.280 --> 01:24:48.950 align:start position:0% but still you can't simulate that anymore<01:24:47.760> and<01:24:47.920> that's<01:24:48.239> one<01:24:48.400> of<01:24:48.480> the<01:24:48.639> quantum 01:24:48.950 --> 01:24:48.960 align:start position:0% anymore and that's one of the quantum 01:24:48.960 --> 01:24:49.350 align:start position:0% anymore and that's one of the quantum super 01:24:49.350 --> 01:24:49.360 align:start position:0% super 01:24:49.360 --> 01:24:51.270 align:start position:0% super and<01:24:49.440> the<01:24:49.520> supremacy<01:24:50.000> paper<01:24:50.320> from<01:24:50.480> google<01:24:51.040> was 01:24:51.270 --> 01:24:51.280 align:start position:0% and the supremacy paper from google was 01:24:51.280 --> 01:24:52.470 align:start position:0% and the supremacy paper from google was precisely<01:24:51.840> that<01:24:52.000> they 01:24:52.470 --> 01:24:52.480 align:start position:0% precisely that they 01:24:52.480 --> 01:24:55.750 align:start position:0% precisely that they do<01:24:52.639> they<01:24:52.960> rest<01:24:53.360> to<01:24:53.520> simulate<01:24:54.880> the<01:24:55.120> result<01:24:55.600> with 01:24:55.750 --> 01:24:55.760 align:start position:0% do they rest to simulate the result with 01:24:55.760 --> 01:24:57.430 align:start position:0% do they rest to simulate the result with a<01:24:55.840> classical<01:24:56.239> computer<01:24:56.639> but<01:24:56.880> at<01:24:57.040> some<01:24:57.199> point 01:24:57.430 --> 01:24:57.440 align:start position:0% a classical computer but at some point 01:24:57.440 --> 01:24:59.030 align:start position:0% a classical computer but at some point it<01:24:57.520> was<01:24:57.679> not<01:24:57.920> possible<01:24:58.320> anymore<01:24:58.719> because<01:24:58.880> the 01:24:59.030 --> 01:24:59.040 align:start position:0% it was not possible anymore because the 01:24:59.040 --> 01:25:00.870 align:start position:0% it was not possible anymore because the amount<01:24:59.280> of<01:24:59.360> entanglement<01:24:59.920> was 01:25:00.870 --> 01:25:00.880 align:start position:0% amount of entanglement was 01:25:00.880 --> 01:25:06.709 align:start position:0% amount of entanglement was too<01:25:01.040> high 01:25:06.709 --> 01:25:06.719 align:start position:0% 01:25:06.719 --> 01:25:09.990 align:start position:0% yeah<01:25:08.560> so 01:25:09.990 --> 01:25:10.000 align:start position:0% yeah so 01:25:10.000 --> 01:25:13.350 align:start position:0% yeah so if<01:25:10.159> we<01:25:10.400> did<01:25:10.639> put<01:25:10.880> a<01:25:11.120> time<01:25:11.600> frame<01:25:12.080> to<01:25:12.320> that 01:25:13.350 --> 01:25:13.360 align:start position:0% if we did put a time frame to that 01:25:13.360 --> 01:25:16.070 align:start position:0% if we did put a time frame to that uh<01:25:14.080> when<01:25:14.560> when<01:25:14.800> do<01:25:15.040> when<01:25:15.280> when<01:25:15.440> does<01:25:15.679> everyone 01:25:16.070 --> 01:25:16.080 align:start position:0% uh when when do when when does everyone 01:25:16.080 --> 01:25:16.870 align:start position:0% uh when when do when when does everyone think 01:25:16.870 --> 01:25:16.880 align:start position:0% think 01:25:16.880 --> 01:25:20.709 align:start position:0% think that<01:25:18.000> simulation<01:25:19.440> we<01:25:19.679> won't<01:25:20.000> be<01:25:20.159> able<01:25:20.400> to 01:25:20.709 --> 01:25:20.719 align:start position:0% that simulation we won't be able to 01:25:20.719 --> 01:25:24.070 align:start position:0% that simulation we won't be able to like<01:25:22.480> yes<01:25:22.800> for<01:25:22.960> like<01:25:23.199> low<01:25:23.440> entanglement 01:25:24.070 --> 01:25:24.080 align:start position:0% like yes for like low entanglement 01:25:24.080 --> 01:25:25.030 align:start position:0% like yes for like low entanglement systems 01:25:25.030 --> 01:25:25.040 align:start position:0% systems 01:25:25.040 --> 01:25:26.550 align:start position:0% systems we<01:25:25.199> can<01:25:25.360> efficiently<01:25:25.840> simulate<01:25:26.239> but<01:25:26.400> there 01:25:26.550 --> 01:25:26.560 align:start position:0% we can efficiently simulate but there 01:25:26.560 --> 01:25:27.830 align:start position:0% we can efficiently simulate but there will<01:25:26.719> be<01:25:26.880> a<01:25:26.960> point<01:25:27.199> where<01:25:27.360> like<01:25:27.679> the 01:25:27.830 --> 01:25:27.840 align:start position:0% will be a point where like the 01:25:27.840 --> 01:25:28.870 align:start position:0% will be a point where like the algorithms 01:25:28.870 --> 01:25:28.880 align:start position:0% algorithms 01:25:28.880 --> 01:25:31.990 align:start position:0% algorithms that<01:25:29.040> are<01:25:29.280> useful<01:25:30.000> to<01:25:30.159> real<01:25:30.480> world<01:25:31.520> uh 01:25:31.990 --> 01:25:32.000 align:start position:0% that are useful to real world uh 01:25:32.000 --> 01:25:34.709 align:start position:0% that are useful to real world uh will<01:25:32.239> not<01:25:32.480> be<01:25:33.679> we<01:25:33.760> won't<01:25:34.000> be<01:25:34.080> able<01:25:34.239> to<01:25:34.320> simulate 01:25:34.709 --> 01:25:34.719 align:start position:0% will not be we won't be able to simulate 01:25:34.719 --> 01:25:36.149 align:start position:0% will not be we won't be able to simulate them<01:25:34.880> when<01:25:35.120> do<01:25:35.199> you<01:25:35.360> think<01:25:35.600> that's<01:25:35.920> gonna 01:25:36.149 --> 01:25:36.159 align:start position:0% them when do you think that's gonna 01:25:36.159 --> 01:25:36.870 align:start position:0% them when do you think that's gonna happen<01:25:36.480> if<01:25:36.639> you 01:25:36.870 --> 01:25:36.880 align:start position:0% happen if you 01:25:36.880 --> 01:25:39.510 align:start position:0% happen if you if<01:25:37.040> you<01:25:37.520> were<01:25:37.760> to<01:25:37.920> take<01:25:38.159> a<01:25:38.239> guess<01:25:39.040> if<01:25:39.199> you<01:25:39.360> had 01:25:39.510 --> 01:25:39.520 align:start position:0% if you were to take a guess if you had 01:25:39.520 --> 01:25:40.310 align:start position:0% if you were to take a guess if you had to<01:25:39.679> like 01:25:40.310 --> 01:25:40.320 align:start position:0% to like 01:25:40.320 --> 01:25:42.870 align:start position:0% to like say<01:25:40.560> like<01:25:41.199> a<01:25:41.360> month<01:25:42.320> when<01:25:42.480> do<01:25:42.639> you<01:25:42.719> think 01:25:42.870 --> 01:25:42.880 align:start position:0% say like a month when do you think 01:25:42.880 --> 01:25:43.830 align:start position:0% say like a month when do you think that's<01:25:43.120> gonna<01:25:43.360> happen 01:25:43.830 --> 01:25:43.840 align:start position:0% that's gonna happen 01:25:43.840 --> 01:25:46.470 align:start position:0% that's gonna happen i'm<01:25:43.920> not<01:25:44.159> asking<01:25:44.400> about<01:25:44.639> like<01:25:46.080> quantum 01:25:46.470 --> 01:25:46.480 align:start position:0% i'm not asking about like quantum 01:25:46.480 --> 01:25:47.350 align:start position:0% i'm not asking about like quantum supremacy 01:25:47.350 --> 01:25:47.360 align:start position:0% supremacy 01:25:47.360 --> 01:25:50.390 align:start position:0% supremacy in<01:25:47.520> some<01:25:47.679> sense<01:25:48.000> but<01:25:48.159> like<01:25:48.560> just<01:25:48.800> like 01:25:50.390 --> 01:25:50.400 align:start position:0% in some sense but like just like 01:25:50.400 --> 01:25:53.110 align:start position:0% in some sense but like just like we<01:25:50.880> you<01:25:51.600> simulations<01:25:52.080> won't<01:25:52.320> be<01:25:52.480> like<01:25:52.719> useful 01:25:53.110 --> 01:25:53.120 align:start position:0% we you simulations won't be like useful 01:25:53.120 --> 01:25:54.550 align:start position:0% we you simulations won't be like useful or<01:25:53.280> relevant<01:25:53.760> anymore 01:25:54.550 --> 01:25:54.560 align:start position:0% or relevant anymore 01:25:54.560 --> 01:25:56.229 align:start position:0% or relevant anymore that<01:25:54.719> will<01:25:55.040> have<01:25:55.280> to<01:25:55.600> stick<01:25:55.760> to<01:25:55.920> using 01:25:56.229 --> 01:25:56.239 align:start position:0% that will have to stick to using 01:25:56.239 --> 01:25:57.990 align:start position:0% that will have to stick to using hardware<01:25:56.880> even<01:25:57.040> if<01:25:57.199> you're<01:25:57.280> not<01:25:57.440> doing<01:25:57.679> useful 01:25:57.990 --> 01:25:58.000 align:start position:0% hardware even if you're not doing useful 01:25:58.000 --> 01:25:58.310 align:start position:0% hardware even if you're not doing useful things 01:25:58.310 --> 01:25:58.320 align:start position:0% things 01:25:58.320 --> 01:25:59.910 align:start position:0% things but<01:25:58.480> we<01:25:58.719> will<01:25:58.880> have<01:25:59.120> to<01:25:59.199> stick<01:25:59.440> the<01:25:59.520> hardware 01:25:59.910 --> 01:25:59.920 align:start position:0% but we will have to stick the hardware 01:25:59.920 --> 01:26:01.510 align:start position:0% but we will have to stick the hardware to<01:26:00.000> the<01:26:00.159> research 01:26:01.510 --> 01:26:01.520 align:start position:0% to the research 01:26:01.520 --> 01:26:03.430 align:start position:0% to the research but<01:26:01.840> that's<01:26:02.159> the<01:26:02.320> definition<01:26:02.880> of<01:26:03.040> quantum 01:26:03.430 --> 01:26:03.440 align:start position:0% but that's the definition of quantum 01:26:03.440 --> 01:26:05.030 align:start position:0% but that's the definition of quantum supremacy<01:26:04.000> precisely<01:26:04.480> when<01:26:04.639> you<01:26:04.719> cannot 01:26:05.030 --> 01:26:05.040 align:start position:0% supremacy precisely when you cannot 01:26:05.040 --> 01:26:06.709 align:start position:0% supremacy precisely when you cannot simulate<01:26:05.440> that<01:26:05.600> with<01:26:05.760> a<01:26:05.840> classical<01:26:06.239> computer 01:26:06.709 --> 01:26:06.719 align:start position:0% simulate that with a classical computer 01:26:06.719 --> 01:26:07.910 align:start position:0% simulate that with a classical computer even<01:26:06.960> if<01:26:07.040> it's<01:26:07.199> something<01:26:07.520> that<01:26:07.679> is<01:26:07.760> not 01:26:07.910 --> 01:26:07.920 align:start position:0% even if it's something that is not 01:26:07.920 --> 01:26:09.110 align:start position:0% even if it's something that is not useful<01:26:08.320> at<01:26:08.480> all<01:26:08.719> but 01:26:09.110 --> 01:26:09.120 align:start position:0% useful at all but 01:26:09.120 --> 01:26:12.550 align:start position:0% useful at all but you<01:26:09.280> know<01:26:10.000> yeah<01:26:11.600> i<01:26:11.760> don't<01:26:11.920> know<01:26:12.080> because<01:26:12.400> we 01:26:12.550 --> 01:26:12.560 align:start position:0% you know yeah i don't know because we 01:26:12.560 --> 01:26:13.430 align:start position:0% you know yeah i don't know because we are<01:26:12.719> currently 01:26:13.430 --> 01:26:13.440 align:start position:0% are currently 01:26:13.440 --> 01:26:16.390 align:start position:0% are currently in<01:26:13.600> this<01:26:14.400> area<01:26:15.040> because<01:26:15.360> now<01:26:15.679> the<01:26:15.920> chips<01:26:16.239> are 01:26:16.390 --> 01:26:16.400 align:start position:0% in this area because now the chips are 01:26:16.400 --> 01:26:17.910 align:start position:0% in this area because now the chips are 50<01:26:16.719> cubits<01:26:17.280> or<01:26:17.440> so 01:26:17.910 --> 01:26:17.920 align:start position:0% 50 cubits or so 01:26:17.920 --> 01:26:19.590 align:start position:0% 50 cubits or so still<01:26:18.239> you<01:26:18.400> need<01:26:18.560> to<01:26:18.639> control<01:26:19.040> these<01:26:19.199> qubits 01:26:19.590 --> 01:26:19.600 align:start position:0% still you need to control these qubits 01:26:19.600 --> 01:26:22.229 align:start position:0% still you need to control these qubits if<01:26:19.679> you<01:26:19.840> have<01:26:20.080> the<01:26:20.800> much<01:26:21.120> the<01:26:21.280> coherence 01:26:22.229 --> 01:26:22.239 align:start position:0% if you have the much the coherence 01:26:22.239 --> 01:26:23.990 align:start position:0% if you have the much the coherence and<01:26:22.480> the<01:26:22.560> entanglement<01:26:23.199> is<01:26:23.280> not<01:26:23.440> high<01:26:23.679> so<01:26:23.920> you 01:26:23.990 --> 01:26:24.000 align:start position:0% and the entanglement is not high so you 01:26:24.000 --> 01:26:25.430 align:start position:0% and the entanglement is not high so you can<01:26:24.639> again 01:26:25.430 --> 01:26:25.440 align:start position:0% can again 01:26:25.440 --> 01:26:29.270 align:start position:0% can again simulate<01:26:25.920> that<01:26:26.159> officially<01:26:26.719> classically<01:26:28.080> but 01:26:29.270 --> 01:26:29.280 align:start position:0% simulate that officially classically but 01:26:29.280 --> 01:26:30.950 align:start position:0% simulate that officially classically but i<01:26:29.360> would<01:26:29.600> say<01:26:29.760> that<01:26:30.000> in<01:26:30.080> the<01:26:30.239> following<01:26:30.719> years 01:26:30.950 --> 01:26:30.960 align:start position:0% i would say that in the following years 01:26:30.960 --> 01:26:32.310 align:start position:0% i would say that in the following years i<01:26:31.040> mean<01:26:31.280> this<01:26:31.600> year 01:26:32.310 --> 01:26:32.320 align:start position:0% i mean this year 01:26:32.320 --> 01:26:35.270 align:start position:0% i mean this year the<01:26:33.199> next<01:26:33.520> one<01:26:33.840> and<01:26:34.000> so<01:26:34.320> i<01:26:34.480> believe<01:26:34.719> that<01:26:34.960> yeah 01:26:35.270 --> 01:26:35.280 align:start position:0% the next one and so i believe that yeah 01:26:35.280 --> 01:26:36.070 align:start position:0% the next one and so i believe that yeah we<01:26:35.440> will<01:26:35.679> start 01:26:36.070 --> 01:26:36.080 align:start position:0% we will start 01:26:36.080 --> 01:26:38.070 align:start position:0% we will start seeing<01:26:36.719> some<01:26:36.960> results<01:26:37.440> that<01:26:37.600> cannot<01:26:37.920> be 01:26:38.070 --> 01:26:38.080 align:start position:0% seeing some results that cannot be 01:26:38.080 --> 01:26:40.470 align:start position:0% seeing some results that cannot be simulated<01:26:38.560> with<01:26:38.800> a<01:26:39.040> classical<01:26:39.520> computer 01:26:40.470 --> 01:26:40.480 align:start position:0% simulated with a classical computer 01:26:40.480 --> 01:26:42.229 align:start position:0% simulated with a classical computer i<01:26:40.639> don't<01:26:40.800> believe<01:26:41.040> that<01:26:41.199> there<01:26:41.360> will<01:26:41.600> be 01:26:42.229 --> 01:26:42.239 align:start position:0% i don't believe that there will be 01:26:42.239 --> 01:26:43.910 align:start position:0% i don't believe that there will be probably<01:26:42.560> not<01:26:42.800> super<01:26:43.040> useful<01:26:43.440> results 01:26:43.910 --> 01:26:43.920 align:start position:0% probably not super useful results 01:26:43.920 --> 01:26:45.030 align:start position:0% probably not super useful results because<01:26:44.159> it's<01:26:44.320> still 01:26:45.030 --> 01:26:45.040 align:start position:0% because it's still 01:26:45.040 --> 01:26:47.189 align:start position:0% because it's still you<01:26:45.120> know<01:26:45.679> small<01:26:46.080> things<01:26:46.480> and<01:26:46.719> see<01:26:46.960> things 01:26:47.189 --> 01:26:47.199 align:start position:0% you know small things and see things 01:26:47.199 --> 01:26:48.709 align:start position:0% you know small things and see things that<01:26:47.280> maybe<01:26:47.600> can<01:26:47.760> be<01:26:47.920> simulated<01:26:48.480> with<01:26:48.639> a 01:26:48.709 --> 01:26:48.719 align:start position:0% that maybe can be simulated with a 01:26:48.719 --> 01:26:50.470 align:start position:0% that maybe can be simulated with a quantum<01:26:49.040> simulator 01:26:50.470 --> 01:26:50.480 align:start position:0% quantum simulator 01:26:50.480 --> 01:26:53.189 align:start position:0% quantum simulator but<01:26:51.040> we<01:26:51.199> will<01:26:51.679> still<01:26:52.239> i<01:26:52.400> believe<01:26:52.719> that<01:26:52.960> in<01:26:53.040> the 01:26:53.189 --> 01:26:53.199 align:start position:0% but we will still i believe that in the 01:26:53.199 --> 01:26:53.830 align:start position:0% but we will still i believe that in the next 01:26:53.830 --> 01:26:53.840 align:start position:0% next 01:26:53.840 --> 01:26:56.629 align:start position:0% next two<01:26:54.080> years<01:26:54.560> we<01:26:54.639> will<01:26:54.880> see<01:26:55.280> something<01:26:56.159> in<01:26:56.320> this 01:26:56.629 --> 01:26:56.639 align:start position:0% two years we will see something in this 01:26:56.639 --> 01:26:57.590 align:start position:0% two years we will see something in this direction 01:26:57.590 --> 01:26:57.600 align:start position:0% direction 01:26:57.600 --> 01:26:59.750 align:start position:0% direction but<01:26:57.920> still<01:26:58.400> will<01:26:58.560> depend<01:26:58.960> on<01:26:59.120> the<01:26:59.520> on<01:26:59.600> the 01:26:59.750 --> 01:26:59.760 align:start position:0% but still will depend on the on the 01:26:59.760 --> 01:27:00.709 align:start position:0% but still will depend on the on the hardware<01:27:00.239> side 01:27:00.709 --> 01:27:00.719 align:start position:0% hardware side 01:27:00.719 --> 01:27:03.189 align:start position:0% hardware side so<01:27:01.040> we<01:27:01.199> can<01:27:01.440> develop<01:27:01.920> many<01:27:02.159> clever<01:27:02.560> algorithms 01:27:03.189 --> 01:27:03.199 align:start position:0% so we can develop many clever algorithms 01:27:03.199 --> 01:27:03.990 align:start position:0% so we can develop many clever algorithms that<01:27:03.280> take<01:27:03.520> advantage 01:27:03.990 --> 01:27:04.000 align:start position:0% that take advantage 01:27:04.000 --> 01:27:06.149 align:start position:0% that take advantage of<01:27:04.159> noise<01:27:04.639> and<01:27:04.800> everything<01:27:05.280> and<01:27:05.440> solves<01:27:05.840> many 01:27:06.149 --> 01:27:06.159 align:start position:0% of noise and everything and solves many 01:27:06.159 --> 01:27:07.030 align:start position:0% of noise and everything and solves many problems<01:27:06.639> but 01:27:07.030 --> 01:27:07.040 align:start position:0% problems but 01:27:07.040 --> 01:27:09.590 align:start position:0% problems but if<01:27:07.199> the<01:27:07.280> device<01:27:07.600> is<01:27:07.760> not<01:27:08.000> well<01:27:08.400> designed 01:27:09.590 --> 01:27:09.600 align:start position:0% if the device is not well designed 01:27:09.600 --> 01:27:11.030 align:start position:0% if the device is not well designed nothing<01:27:09.920> will<01:27:10.159> work 01:27:11.030 --> 01:27:11.040 align:start position:0% nothing will work 01:27:11.040 --> 01:27:13.590 align:start position:0% nothing will work so<01:27:11.520> yeah<01:27:12.080> so<01:27:12.239> that's<01:27:12.480> why<01:27:12.800> we<01:27:13.040> need<01:27:13.199> so<01:27:13.360> many 01:27:13.590 --> 01:27:13.600 align:start position:0% so yeah so that's why we need so many 01:27:13.600 --> 01:27:14.550 align:start position:0% so yeah so that's why we need so many people<01:27:14.000> in<01:27:14.080> the<01:27:14.239> end 01:27:14.550 --> 01:27:14.560 align:start position:0% people in the end 01:27:14.560 --> 01:27:17.669 align:start position:0% people in the end so<01:27:17.199> yeah 01:27:17.669 --> 01:27:17.679 align:start position:0% so yeah 01:27:17.679 --> 01:27:20.790 align:start position:0% so yeah it's<01:27:17.840> an<01:27:18.000> exciting<01:27:18.400> field<01:27:18.719> to<01:27:18.880> be<01:27:19.040> in<01:27:19.440> um<01:27:20.480> also 01:27:20.790 --> 01:27:20.800 align:start position:0% it's an exciting field to be in um also 01:27:20.800 --> 01:27:22.790 align:start position:0% it's an exciting field to be in um also i<01:27:20.880> wanna<01:27:21.199> i<01:27:21.280> wanna<01:27:21.600> talk<01:27:21.840> about<01:27:22.239> like 01:27:22.790 --> 01:27:22.800 align:start position:0% i wanna i wanna talk about like 01:27:22.800 --> 01:27:26.229 align:start position:0% i wanna i wanna talk about like um<01:27:23.120> the<01:27:23.360> landscape<01:27:23.920> in<01:27:24.080> europe<01:27:24.480> for<01:27:24.639> a<01:27:24.719> bit<01:27:25.360> um 01:27:26.229 --> 01:27:26.239 align:start position:0% um the landscape in europe for a bit um 01:27:26.239 --> 01:27:29.590 align:start position:0% um the landscape in europe for a bit um so<01:27:26.880> this<01:27:27.280> article<01:27:27.840> just<01:27:28.080> came<01:27:28.320> out<01:27:29.199> uh 01:27:29.590 --> 01:27:29.600 align:start position:0% so this article just came out uh 01:27:29.600 --> 01:27:34.310 align:start position:0% so this article just came out uh i<01:27:29.760> wanna<01:27:30.000> share<01:27:30.239> it<01:27:30.400> with<01:27:30.560> everyone<01:27:31.360> the<01:27:31.600> link 01:27:34.310 --> 01:27:34.320 align:start position:0% 01:27:34.320 --> 01:27:37.669 align:start position:0% and<01:27:34.880> there<01:27:35.199> are<01:27:35.520> there<01:27:35.760> is<01:27:35.920> a<01:27:36.320> so<01:27:37.199> united 01:27:37.669 --> 01:27:37.679 align:start position:0% and there are there is a so united 01:27:37.679 --> 01:27:38.149 align:start position:0% and there are there is a so united states 01:27:38.149 --> 01:27:38.159 align:start position:0% states 01:27:38.159 --> 01:27:41.270 align:start position:0% states i<01:27:38.239> think<01:27:38.560> started<01:27:40.239> uh<01:27:40.719> they<01:27:40.880> had<01:27:41.120> more 01:27:41.270 --> 01:27:41.280 align:start position:0% i think started uh they had more 01:27:41.280 --> 01:27:41.910 align:start position:0% i think started uh they had more startups 01:27:41.910 --> 01:27:41.920 align:start position:0% startups 01:27:41.920 --> 01:27:44.550 align:start position:0% startups at<01:27:42.080> the<01:27:42.159> beginning<01:27:42.480> but<01:27:42.719> now<01:27:42.960> like<01:27:43.199> europe<01:27:43.679> is 01:27:44.550 --> 01:27:44.560 align:start position:0% at the beginning but now like europe is 01:27:44.560 --> 01:27:45.350 align:start position:0% at the beginning but now like europe is emerging<01:27:45.040> with 01:27:45.350 --> 01:27:45.360 align:start position:0% emerging with 01:27:45.360 --> 01:27:48.470 align:start position:0% emerging with more<01:27:45.760> projects<01:27:46.320> and<01:27:46.560> startups<01:27:47.760> and 01:27:48.470 --> 01:27:48.480 align:start position:0% more projects and startups and 01:27:48.480 --> 01:27:51.510 align:start position:0% more projects and startups and as<01:27:49.040> a<01:27:49.199> as<01:27:49.440> a<01:27:49.679> so<01:27:49.840> now<01:27:50.080> you're<01:27:50.239> in<01:27:50.400> toronto<01:27:51.040> but 01:27:51.510 --> 01:27:51.520 align:start position:0% as a as a so now you're in toronto but 01:27:51.520 --> 01:27:54.870 align:start position:0% as a as a so now you're in toronto but right<01:27:52.320> if<01:27:52.560> i'm<01:27:52.639> not<01:27:53.520> mistaken<01:27:54.239> but<01:27:54.480> you<01:27:54.639> you 01:27:54.870 --> 01:27:54.880 align:start position:0% right if i'm not mistaken but you you 01:27:54.880 --> 01:27:55.669 align:start position:0% right if i'm not mistaken but you you are<01:27:55.040> from<01:27:55.280> the 01:27:55.669 --> 01:27:55.679 align:start position:0% are from the 01:27:55.679 --> 01:27:59.990 align:start position:0% are from the um<01:27:56.719> you're<01:27:56.880> from<01:27:57.520> barcelona<01:27:58.840> yeah 01:27:59.990 --> 01:28:00.000 align:start position:0% um you're from barcelona yeah 01:28:00.000 --> 01:28:01.510 align:start position:0% um you're from barcelona yeah i'm<01:28:00.159> checking<01:28:00.480> this<01:28:00.639> graph<01:28:00.960> and<01:28:01.199> there<01:28:01.360> are 01:28:01.510 --> 01:28:01.520 align:start position:0% i'm checking this graph and there are 01:28:01.520 --> 01:28:03.669 align:start position:0% i'm checking this graph and there are some<01:28:01.920> so<01:28:02.400> what<01:28:02.639> is<01:28:02.719> this<01:28:02.880> landscape<01:28:03.360> is 01:28:03.669 --> 01:28:03.679 align:start position:0% some so what is this landscape is 01:28:03.679 --> 01:28:07.430 align:start position:0% some so what is this landscape is universities<01:28:04.400> or<01:28:04.560> also<01:28:04.880> companies<01:28:05.760> products 01:28:07.430 --> 01:28:07.440 align:start position:0% universities or also companies products 01:28:07.440 --> 01:28:10.149 align:start position:0% universities or also companies products startups<01:28:08.480> so<01:28:08.800> it's<01:28:09.199> at<01:28:09.360> least<01:28:09.520> in<01:28:09.679> a<01:28:09.760> spin<01:28:10.000> it's 01:28:10.149 --> 01:28:10.159 align:start position:0% startups so it's at least in a spin it's 01:28:10.159 --> 01:28:11.350 align:start position:0% startups so it's at least in a spin it's not<01:28:10.320> correct<01:28:10.639> because<01:28:10.880> the 01:28:11.350 --> 01:28:11.360 align:start position:0% not correct because the 01:28:11.360 --> 01:28:13.270 align:start position:0% not correct because the spanish<01:28:11.840> national<01:28:12.159> research<01:28:12.560> council<01:28:12.960> is<01:28:13.040> not 01:28:13.270 --> 01:28:13.280 align:start position:0% spanish national research council is not 01:28:13.280 --> 01:28:15.750 align:start position:0% spanish national research council is not a<01:28:13.360> startup<01:28:13.840> it's<01:28:14.000> a<01:28:14.080> national<01:28:14.480> institute 01:28:15.750 --> 01:28:15.760 align:start position:0% a startup it's a national institute 01:28:15.760 --> 01:28:17.510 align:start position:0% a startup it's a national institute and<01:28:16.000> this<01:28:16.560> photonic<01:28:16.960> science<01:28:17.199> is<01:28:17.199> the<01:28:17.280> same 01:28:17.510 --> 01:28:17.520 align:start position:0% and this photonic science is the same 01:28:17.520 --> 01:28:19.270 align:start position:0% and this photonic science is the same and<01:28:17.600> barcelona<01:28:18.159> cubic<01:28:18.480> is<01:28:18.560> not<01:28:18.800> even<01:28:19.040> an 01:28:19.270 --> 01:28:19.280 align:start position:0% and barcelona cubic is not even an 01:28:19.280 --> 01:28:20.629 align:start position:0% and barcelona cubic is not even an institute<01:28:19.760> it's<01:28:19.840> just 01:28:20.629 --> 01:28:20.639 align:start position:0% institute it's just 01:28:20.639 --> 01:28:22.550 align:start position:0% institute it's just it's<01:28:20.800> a<01:28:20.880> twitter<01:28:21.280> and<01:28:21.440> linking<01:28:21.840> account<01:28:22.239> that 01:28:22.550 --> 01:28:22.560 align:start position:0% it's a twitter and linking account that 01:28:22.560 --> 01:28:23.990 align:start position:0% it's a twitter and linking account that tweets<01:28:22.960> about 01:28:23.990 --> 01:28:24.000 align:start position:0% tweets about 01:28:24.000 --> 01:28:26.149 align:start position:0% tweets about news<01:28:24.320> about<01:28:25.040> quantum<01:28:25.440> information<01:28:26.080> in 01:28:26.149 --> 01:28:26.159 align:start position:0% news about quantum information in 01:28:26.159 --> 01:28:27.110 align:start position:0% news about quantum information in general 01:28:27.110 --> 01:28:27.120 align:start position:0% general 01:28:27.120 --> 01:28:30.390 align:start position:0% general so<01:28:28.320> what<01:28:28.480> i<01:28:28.560> can<01:28:28.800> say<01:28:29.040> is<01:28:29.440> the<01:28:29.760> in<01:28:30.000> europe<01:28:30.320> the 01:28:30.390 --> 01:28:30.400 align:start position:0% so what i can say is the in europe the 01:28:30.400 --> 01:28:31.830 align:start position:0% so what i can say is the in europe the situation<01:28:30.880> is<01:28:30.960> the<01:28:31.120> following 01:28:31.830 --> 01:28:31.840 align:start position:0% situation is the following 01:28:31.840 --> 01:28:35.270 align:start position:0% situation is the following we<01:28:32.000> have<01:28:32.159> the<01:28:32.320> quantum<01:28:32.639> flagship<01:28:34.159> which<01:28:34.400> is<01:28:34.800> a 01:28:35.270 --> 01:28:35.280 align:start position:0% we have the quantum flagship which is a 01:28:35.280 --> 01:28:37.270 align:start position:0% we have the quantum flagship which is a lot<01:28:35.520> of<01:28:35.679> money<01:28:36.000> that<01:28:36.159> the<01:28:36.239> european<01:28:36.719> union<01:28:37.040> has 01:28:37.270 --> 01:28:37.280 align:start position:0% lot of money that the european union has 01:28:37.280 --> 01:28:38.950 align:start position:0% lot of money that the european union has put<01:28:37.600> in<01:28:37.760> quantum<01:28:38.239> technologies 01:28:38.950 --> 01:28:38.960 align:start position:0% put in quantum technologies 01:28:38.960 --> 01:28:41.910 align:start position:0% put in quantum technologies in<01:28:39.040> general<01:28:39.840> and<01:28:40.000> that<01:28:40.159> has<01:28:40.840> several<01:28:41.360> uh 01:28:41.910 --> 01:28:41.920 align:start position:0% in general and that has several uh 01:28:41.920 --> 01:28:42.950 align:start position:0% in general and that has several uh several<01:28:42.320> parts 01:28:42.950 --> 01:28:42.960 align:start position:0% several parts 01:28:42.960 --> 01:28:45.590 align:start position:0% several parts quantum<01:28:43.280> simulation<01:28:44.239> quantum<01:28:44.560> computation 01:28:45.590 --> 01:28:45.600 align:start position:0% quantum simulation quantum computation 01:28:45.600 --> 01:28:46.470 align:start position:0% quantum simulation quantum computation quantum<01:28:46.080> comp 01:28:46.470 --> 01:28:46.480 align:start position:0% quantum comp 01:28:46.480 --> 01:28:49.750 align:start position:0% quantum comp and<01:28:46.880> communication<01:28:48.400> and<01:28:48.960> quantum<01:28:49.440> sensing 01:28:49.750 --> 01:28:49.760 align:start position:0% and communication and quantum sensing 01:28:49.760 --> 01:28:50.950 align:start position:0% and communication and quantum sensing and<01:28:49.840> metrology 01:28:50.950 --> 01:28:50.960 align:start position:0% and metrology 01:28:50.960 --> 01:28:53.990 align:start position:0% and metrology and<01:28:51.199> also<01:28:51.440> by<01:28:51.679> basic<01:28:52.080> science<01:28:52.960> so<01:28:53.199> we<01:28:53.360> have<01:28:53.520> to 01:28:53.990 --> 01:28:54.000 align:start position:0% and also by basic science so we have to 01:28:54.000 --> 01:28:56.070 align:start position:0% and also by basic science so we have to you<01:28:54.080> know<01:28:54.719> split<01:28:55.120> the<01:28:55.360> different<01:28:55.679> parts<01:28:55.920> of 01:28:56.070 --> 01:28:56.080 align:start position:0% you know split the different parts of 01:28:56.080 --> 01:28:58.229 align:start position:0% you know split the different parts of this<01:28:56.239> money<01:28:56.719> and<01:28:56.960> in<01:28:57.120> quantum<01:28:57.520> computing<01:28:58.080> and 01:28:58.229 --> 01:28:58.239 align:start position:0% this money and in quantum computing and 01:28:58.239 --> 01:28:59.910 align:start position:0% this money and in quantum computing and i<01:28:58.320> believe<01:28:58.560> that<01:28:58.800> rishi<01:28:59.280> you<01:28:59.360> were<01:28:59.520> the<01:28:59.679> ones 01:28:59.910 --> 01:28:59.920 align:start position:0% i believe that rishi you were the ones 01:28:59.920 --> 01:29:00.390 align:start position:0% i believe that rishi you were the ones that 01:29:00.390 --> 01:29:00.400 align:start position:0% that 01:29:00.400 --> 01:29:03.510 align:start position:0% that is<01:29:00.639> in<01:29:00.880> charmers<01:29:01.440> right<01:29:03.120> uh 01:29:03.510 --> 01:29:03.520 align:start position:0% is in charmers right uh 01:29:03.520 --> 01:29:05.510 align:start position:0% is in charmers right uh probably<01:29:03.840> you<01:29:03.920> can<01:29:04.480> tell<01:29:04.800> more<01:29:05.040> about<01:29:05.280> that 01:29:05.510 --> 01:29:05.520 align:start position:0% probably you can tell more about that 01:29:05.520 --> 01:29:06.790 align:start position:0% probably you can tell more about that but<01:29:05.760> there<01:29:06.000> is<01:29:06.159> there<01:29:06.320> are<01:29:06.480> different 01:29:06.790 --> 01:29:06.800 align:start position:0% but there is there are different 01:29:06.800 --> 01:29:08.709 align:start position:0% but there is there are different projects<01:29:07.199> in<01:29:07.280> the<01:29:07.440> quantum<01:29:07.760> computing<01:29:08.239> part 01:29:08.709 --> 01:29:08.719 align:start position:0% projects in the quantum computing part 01:29:08.719 --> 01:29:10.950 align:start position:0% projects in the quantum computing part one<01:29:08.960> of<01:29:09.120> those<01:29:09.520> is<01:29:09.840> open<01:29:10.080> super<01:29:10.400> queue<01:29:10.639> which<01:29:10.880> i 01:29:10.950 --> 01:29:10.960 align:start position:0% one of those is open super queue which i 01:29:10.960 --> 01:29:12.390 align:start position:0% one of those is open super queue which i believe<01:29:11.280> is<01:29:11.360> the<01:29:11.440> one<01:29:11.600> that<01:29:11.760> probably<01:29:12.080> you're 01:29:12.390 --> 01:29:12.400 align:start position:0% believe is the one that probably you're 01:29:12.400 --> 01:29:13.030 align:start position:0% believe is the one that probably you're working<01:29:12.800> on 01:29:13.030 --> 01:29:13.040 align:start position:0% working on 01:29:13.040 --> 01:29:16.070 align:start position:0% working on or<01:29:13.360> i<01:29:13.520> don't<01:29:13.679> know<01:29:14.639> which<01:29:14.880> is<01:29:15.040> the 01:29:16.070 --> 01:29:16.080 align:start position:0% or i don't know which is the 01:29:16.080 --> 01:29:18.709 align:start position:0% or i don't know which is the they<01:29:16.320> are<01:29:16.960> constructing<01:29:17.679> a<01:29:17.840> quantum 01:29:18.709 --> 01:29:18.719 align:start position:0% they are constructing a quantum 01:29:18.719 --> 01:29:20.470 align:start position:0% they are constructing a quantum superconducting<01:29:19.440> quantum<01:29:19.760> circuit 01:29:20.470 --> 01:29:20.480 align:start position:0% superconducting quantum circuit 01:29:20.480 --> 01:29:22.950 align:start position:0% superconducting quantum circuit in<01:29:20.800> charmers<01:29:21.760> but<01:29:21.920> there<01:29:22.080> is<01:29:22.239> a<01:29:22.320> collaboration 01:29:22.950 --> 01:29:22.960 align:start position:0% in charmers but there is a collaboration 01:29:22.960 --> 01:29:24.550 align:start position:0% in charmers but there is a collaboration of<01:29:23.040> many<01:29:23.280> people<01:29:23.679> in<01:29:23.760> europe 01:29:24.550 --> 01:29:24.560 align:start position:0% of many people in europe 01:29:24.560 --> 01:29:26.550 align:start position:0% of many people in europe but<01:29:24.800> this<01:29:24.960> is<01:29:25.120> from<01:29:25.360> the<01:29:25.920> you<01:29:26.080> know<01:29:26.239> from<01:29:26.400> the 01:29:26.550 --> 01:29:26.560 align:start position:0% but this is from the you know from the 01:29:26.560 --> 01:29:28.229 align:start position:0% but this is from the you know from the governmental<01:29:27.280> point<01:29:27.440> of<01:29:27.600> view<01:29:27.760> but<01:29:27.920> there<01:29:28.080> are 01:29:28.229 --> 01:29:28.239 align:start position:0% governmental point of view but there are 01:29:28.239 --> 01:29:30.070 align:start position:0% governmental point of view but there are many<01:29:28.480> new<01:29:28.800> startups<01:29:29.360> there<01:29:29.600> is<01:29:29.760> one 01:29:30.070 --> 01:29:30.080 align:start position:0% many new startups there is one 01:29:30.080 --> 01:29:32.470 align:start position:0% many new startups there is one iqm<01:29:30.719> for<01:29:30.880> instance<01:29:31.280> that<01:29:31.520> is<01:29:31.679> in<01:29:31.920> thailand<01:29:32.320> and 01:29:32.470 --> 01:29:32.480 align:start position:0% iqm for instance that is in thailand and 01:29:32.480 --> 01:29:33.350 align:start position:0% iqm for instance that is in thailand and munich 01:29:33.350 --> 01:29:33.360 align:start position:0% munich 01:29:33.360 --> 01:29:35.430 align:start position:0% munich and<01:29:33.679> in<01:29:33.760> barcelona<01:29:34.400> you<01:29:34.480> have<01:29:34.639> kilimanjaro 01:29:35.430 --> 01:29:35.440 align:start position:0% and in barcelona you have kilimanjaro 01:29:35.440 --> 01:29:36.870 align:start position:0% and in barcelona you have kilimanjaro which<01:29:35.679> is<01:29:35.760> another<01:29:36.239> startup 01:29:36.870 --> 01:29:36.880 align:start position:0% which is another startup 01:29:36.880 --> 01:29:39.750 align:start position:0% which is another startup uh<01:29:37.679> and<01:29:37.920> also<01:29:38.719> multiverse<01:29:39.199> computing<01:29:39.600> which 01:29:39.750 --> 01:29:39.760 align:start position:0% uh and also multiverse computing which 01:29:39.760 --> 01:29:42.070 align:start position:0% uh and also multiverse computing which is<01:29:39.920> a<01:29:40.159> startup<01:29:40.560> that<01:29:40.800> focuses<01:29:41.280> on<01:29:41.440> software 01:29:42.070 --> 01:29:42.080 align:start position:0% is a startup that focuses on software 01:29:42.080 --> 01:29:45.189 align:start position:0% is a startup that focuses on software quantum<01:29:42.400> software<01:29:42.880> for<01:29:43.040> finance<01:29:44.400> and<01:29:45.040> and 01:29:45.189 --> 01:29:45.199 align:start position:0% quantum software for finance and and 01:29:45.199 --> 01:29:46.229 align:start position:0% quantum software for finance and and then 01:29:46.229 --> 01:29:46.239 align:start position:0% then 01:29:46.239 --> 01:29:48.470 align:start position:0% then not<01:29:46.480> only<01:29:46.719> that<01:29:46.960> so<01:29:47.280> you<01:29:47.840> you<01:29:48.000> should<01:29:48.239> also 01:29:48.470 --> 01:29:48.480 align:start position:0% not only that so you you should also 01:29:48.480 --> 01:29:49.990 align:start position:0% not only that so you you should also think<01:29:48.639> about<01:29:48.960> not<01:29:49.199> only<01:29:49.440> about<01:29:49.679> the 01:29:49.990 --> 01:29:50.000 align:start position:0% think about not only about the 01:29:50.000 --> 01:29:51.990 align:start position:0% think about not only about the you<01:29:50.080> know<01:29:50.320> software<01:29:51.040> computers<01:29:51.600> or<01:29:51.679> who<01:29:51.840> is 01:29:51.990 --> 01:29:52.000 align:start position:0% you know software computers or who is 01:29:52.000 --> 01:29:53.270 align:start position:0% you know software computers or who is building<01:29:52.320> the<01:29:52.480> computer 01:29:53.270 --> 01:29:53.280 align:start position:0% building the computer 01:29:53.280 --> 01:29:55.510 align:start position:0% building the computer also<01:29:53.679> who<01:29:53.840> is<01:29:54.000> developing<01:29:54.560> the<01:29:54.719> methods<01:29:55.360> and 01:29:55.510 --> 01:29:55.520 align:start position:0% also who is developing the methods and 01:29:55.520 --> 01:29:57.030 align:start position:0% also who is developing the methods and the<01:29:56.159> devices 01:29:57.030 --> 01:29:57.040 align:start position:0% the devices 01:29:57.040 --> 01:29:59.350 align:start position:0% the devices to<01:29:57.520> build<01:29:57.840> the<01:29:57.920> computer<01:29:58.480> and<01:29:58.719> in<01:29:58.880> europe<01:29:59.199> you 01:29:59.350 --> 01:29:59.360 align:start position:0% to build the computer and in europe you 01:29:59.360 --> 01:30:00.550 align:start position:0% to build the computer and in europe you have<01:29:59.600> blue<01:29:59.920> force 01:30:00.550 --> 01:30:00.560 align:start position:0% have blue force 01:30:00.560 --> 01:30:03.270 align:start position:0% have blue force which<01:30:01.040> which<01:30:01.280> is<01:30:01.360> a<01:30:01.520> huge<01:30:02.000> company<01:30:02.560> for<01:30:02.880> uh 01:30:03.270 --> 01:30:03.280 align:start position:0% which which is a huge company for uh 01:30:03.280 --> 01:30:04.470 align:start position:0% which which is a huge company for uh creating<01:30:03.760> the 01:30:04.470 --> 01:30:04.480 align:start position:0% creating the 01:30:04.480 --> 01:30:07.990 align:start position:0% creating the dilution<01:30:04.960> refrigerators<01:30:06.159> use<01:30:06.480> it<01:30:06.880> for<01:30:07.440> um 01:30:07.990 --> 01:30:08.000 align:start position:0% dilution refrigerators use it for um 01:30:08.000 --> 01:30:11.270 align:start position:0% dilution refrigerators use it for um super<01:30:08.320> conducting<01:30:08.880> uh<01:30:09.199> circuits<01:30:10.560> so<01:30:10.960> these 01:30:11.270 --> 01:30:11.280 align:start position:0% super conducting uh circuits so these 01:30:11.280 --> 01:30:13.350 align:start position:0% super conducting uh circuits so these are<01:30:11.520> basically<01:30:12.080> the<01:30:12.320> ones<01:30:12.560> that<01:30:12.800> are 01:30:13.350 --> 01:30:13.360 align:start position:0% are basically the ones that are 01:30:13.360 --> 01:30:16.149 align:start position:0% are basically the ones that are selling<01:30:14.239> the<01:30:14.960> all<01:30:15.120> these<01:30:15.280> refrigerators<01:30:15.920> to 01:30:16.149 --> 01:30:16.159 align:start position:0% selling the all these refrigerators to 01:30:16.159 --> 01:30:17.830 align:start position:0% selling the all these refrigerators to absolutely<01:30:16.719> everybody<01:30:17.199> including 01:30:17.830 --> 01:30:17.840 align:start position:0% absolutely everybody including 01:30:17.840 --> 01:30:19.990 align:start position:0% absolutely everybody including big<01:30:18.080> companies<01:30:18.560> like<01:30:18.800> google<01:30:19.280> ibm's<01:30:19.840> et 01:30:19.990 --> 01:30:20.000 align:start position:0% big companies like google ibm's et 01:30:20.000 --> 01:30:21.510 align:start position:0% big companies like google ibm's et cetera<01:30:20.800> so<01:30:20.960> and<01:30:21.120> they 01:30:21.510 --> 01:30:21.520 align:start position:0% cetera so and they 01:30:21.520 --> 01:30:24.629 align:start position:0% cetera so and they they<01:30:21.679> are<01:30:21.840> from<01:30:22.000> fina<01:30:23.199> finland<01:30:23.760> sorry 01:30:24.629 --> 01:30:24.639 align:start position:0% they are from fina finland sorry 01:30:24.639 --> 01:30:26.950 align:start position:0% they are from fina finland sorry so<01:30:24.960> many<01:30:25.360> uh<01:30:25.760> so<01:30:26.000> some<01:30:26.159> of<01:30:26.320> these<01:30:26.560> enabling 01:30:26.950 --> 01:30:26.960 align:start position:0% so many uh so some of these enabling 01:30:26.960 --> 01:30:28.870 align:start position:0% so many uh so some of these enabling technology<01:30:27.679> and 01:30:28.870 --> 01:30:28.880 align:start position:0% technology and 01:30:28.880 --> 01:30:32.070 align:start position:0% technology and parties<01:30:29.360> are<01:30:29.600> in<01:30:29.679> europe<01:30:30.080> some<01:30:30.320> of<01:30:30.400> them<01:30:31.280> and 01:30:32.070 --> 01:30:32.080 align:start position:0% parties are in europe some of them and 01:30:32.080 --> 01:30:34.790 align:start position:0% parties are in europe some of them and and<01:30:32.239> yeah<01:30:32.960> newest<01:30:33.360> startups<01:30:33.760> are<01:30:34.320> emerging 01:30:34.790 --> 01:30:34.800 align:start position:0% and yeah newest startups are emerging 01:30:34.800 --> 01:30:35.110 align:start position:0% and yeah newest startups are emerging but 01:30:35.110 --> 01:30:35.120 align:start position:0% but 01:30:35.120 --> 01:30:37.030 align:start position:0% but i<01:30:35.280> still<01:30:35.600> think<01:30:35.760> that<01:30:36.000> the<01:30:36.159> problem<01:30:36.560> in<01:30:36.719> europe 01:30:37.030 --> 01:30:37.040 align:start position:0% i still think that the problem in europe 01:30:37.040 --> 01:30:38.310 align:start position:0% i still think that the problem in europe is<01:30:37.199> that<01:30:37.440> uh 01:30:38.310 --> 01:30:38.320 align:start position:0% is that uh 01:30:38.320 --> 01:30:41.270 align:start position:0% is that uh we<01:30:38.560> don't<01:30:38.800> have<01:30:39.199> the<01:30:39.840> tradition<01:30:40.880> like<01:30:41.120> in 01:30:41.270 --> 01:30:41.280 align:start position:0% we don't have the tradition like in 01:30:41.280 --> 01:30:43.110 align:start position:0% we don't have the tradition like in america<01:30:41.920> of<01:30:42.080> developing<01:30:42.719> all<01:30:42.800> these 01:30:43.110 --> 01:30:43.120 align:start position:0% america of developing all these 01:30:43.120 --> 01:30:45.669 align:start position:0% america of developing all these startups<01:30:43.920> and<01:30:44.320> so<01:30:44.480> people<01:30:44.800> prefer<01:30:45.199> to<01:30:45.360> stay<01:30:45.520> in 01:30:45.669 --> 01:30:45.679 align:start position:0% startups and so people prefer to stay in 01:30:45.679 --> 01:30:47.189 align:start position:0% startups and so people prefer to stay in academia<01:30:46.239> in<01:30:46.320> general 01:30:47.189 --> 01:30:47.199 align:start position:0% academia in general 01:30:47.199 --> 01:30:49.110 align:start position:0% academia in general but<01:30:47.600> probably<01:30:47.920> this<01:30:48.159> is<01:30:48.320> starts<01:30:48.639> to<01:30:48.800> change 01:30:49.110 --> 01:30:49.120 align:start position:0% but probably this is starts to change 01:30:49.120 --> 01:30:50.790 align:start position:0% but probably this is starts to change because<01:30:49.440> some<01:30:49.679> people<01:30:50.000> leave<01:30:50.239> academia 01:30:50.790 --> 01:30:50.800 align:start position:0% because some people leave academia 01:30:50.800 --> 01:30:52.709 align:start position:0% because some people leave academia because<01:30:51.040> they<01:30:51.199> are<01:30:51.360> tired<01:30:51.760> of<01:30:52.000> other<01:30:52.320> things 01:30:52.709 --> 01:30:52.719 align:start position:0% because they are tired of other things 01:30:52.719 --> 01:30:53.350 align:start position:0% because they are tired of other things or<01:30:52.960> because 01:30:53.350 --> 01:30:53.360 align:start position:0% or because 01:30:53.360 --> 01:30:55.910 align:start position:0% or because it's<01:30:53.520> not<01:30:53.760> for<01:30:54.000> them<01:30:54.239> anymore<01:30:55.199> but<01:30:55.440> now<01:30:55.679> maybe 01:30:55.910 --> 01:30:55.920 align:start position:0% it's not for them anymore but now maybe 01:30:55.920 --> 01:30:57.669 align:start position:0% it's not for them anymore but now maybe they<01:30:56.080> have<01:30:56.239> the<01:30:56.320> opportunity<01:30:56.960> to<01:30:57.120> continue 01:30:57.669 --> 01:30:57.679 align:start position:0% they have the opportunity to continue 01:30:57.679 --> 01:30:59.590 align:start position:0% they have the opportunity to continue their<01:30:57.920> work<01:30:58.239> and<01:30:58.400> their<01:30:58.719> research<01:30:59.199> in<01:30:59.360> as<01:30:59.520> a 01:30:59.590 --> 01:30:59.600 align:start position:0% their work and their research in as a 01:30:59.600 --> 01:31:01.350 align:start position:0% their work and their research in as a startup<01:31:00.239> so 01:31:01.350 --> 01:31:01.360 align:start position:0% startup so 01:31:01.360 --> 01:31:03.189 align:start position:0% startup so there<01:31:01.600> i<01:31:01.760> believe<01:31:02.080> that<01:31:02.239> there<01:31:02.480> are<01:31:02.880> there<01:31:03.040> are 01:31:03.189 --> 01:31:03.199 align:start position:0% there i believe that there are there are 01:31:03.199 --> 01:31:04.870 align:start position:0% there i believe that there are there are some<01:31:03.360> opportunities<01:31:04.000> in<01:31:04.159> europe<01:31:04.480> and<01:31:04.639> more 01:31:04.870 --> 01:31:04.880 align:start position:0% some opportunities in europe and more 01:31:04.880 --> 01:31:06.629 align:start position:0% some opportunities in europe and more than<01:31:05.040> emerging<01:31:05.520> so<01:31:05.679> we<01:31:05.840> will<01:31:06.080> see<01:31:06.239> it's 01:31:06.629 --> 01:31:06.639 align:start position:0% than emerging so we will see it's 01:31:06.639 --> 01:31:09.750 align:start position:0% than emerging so we will see it's kind<01:31:06.880> of<01:31:07.040> a<01:31:07.199> race<01:31:07.679> so<01:31:08.080> between<01:31:08.639> america<01:31:09.520> now 01:31:09.750 --> 01:31:09.760 align:start position:0% kind of a race so between america now 01:31:09.760 --> 01:31:10.870 align:start position:0% kind of a race so between america now europe<01:31:10.159> and<01:31:10.320> of<01:31:10.480> course 01:31:10.870 --> 01:31:10.880 align:start position:0% europe and of course 01:31:10.880 --> 01:31:14.310 align:start position:0% europe and of course china<01:31:11.440> and<01:31:12.159> and<01:31:12.400> also<01:31:12.719> japan<01:31:13.199> and<01:31:13.360> also<01:31:13.679> in 01:31:14.310 --> 01:31:14.320 align:start position:0% china and and also japan and also in 01:31:14.320 --> 01:31:16.149 align:start position:0% china and and also japan and also in in<01:31:14.480> australia<01:31:15.120> so<01:31:15.280> there<01:31:15.360> are<01:31:15.600> many<01:31:15.600> many 01:31:16.149 --> 01:31:16.159 align:start position:0% in australia so there are many many 01:31:16.159 --> 01:31:18.229 align:start position:0% in australia so there are many many parties<01:31:16.639> here<01:31:17.199> and<01:31:17.360> in<01:31:17.440> the<01:31:17.679> end<01:31:17.840> is 01:31:18.229 --> 01:31:18.239 align:start position:0% parties here and in the end is 01:31:18.239 --> 01:31:19.830 align:start position:0% parties here and in the end is we<01:31:18.400> will<01:31:18.639> see<01:31:18.800> who<01:31:19.040> builds<01:31:19.360> the<01:31:19.520> quantum 01:31:19.830 --> 01:31:19.840 align:start position:0% we will see who builds the quantum 01:31:19.840 --> 01:31:21.910 align:start position:0% we will see who builds the quantum computer<01:31:20.320> first<01:31:20.639> and<01:31:20.880> who 01:31:21.910 --> 01:31:21.920 align:start position:0% computer first and who 01:31:21.920 --> 01:31:23.669 align:start position:0% computer first and who and<01:31:22.080> who<01:31:22.239> developed<01:31:22.719> the<01:31:22.960> killer<01:31:23.360> app<01:31:23.600> you 01:31:23.669 --> 01:31:23.679 align:start position:0% and who developed the killer app you 01:31:23.679 --> 01:31:25.990 align:start position:0% and who developed the killer app you know<01:31:24.800> but<01:31:24.960> yeah<01:31:25.199> i<01:31:25.280> believe<01:31:25.600> that<01:31:25.760> now<01:31:25.920> there 01:31:25.990 --> 01:31:26.000 align:start position:0% know but yeah i believe that now there 01:31:26.000 --> 01:31:27.750 align:start position:0% know but yeah i believe that now there are<01:31:26.159> opportunities<01:31:26.800> around<01:31:27.120> the<01:31:27.199> globe<01:31:27.600> in 01:31:27.750 --> 01:31:27.760 align:start position:0% are opportunities around the globe in 01:31:27.760 --> 01:31:28.709 align:start position:0% are opportunities around the globe in general 01:31:28.709 --> 01:31:28.719 align:start position:0% general 01:31:28.719 --> 01:31:31.270 align:start position:0% general uh<01:31:29.040> which<01:31:29.280> is<01:31:29.440> very<01:31:29.679> nice<01:31:30.159> so<01:31:30.320> you<01:31:30.719> practically 01:31:31.270 --> 01:31:31.280 align:start position:0% uh which is very nice so you practically 01:31:31.280 --> 01:31:32.870 align:start position:0% uh which is very nice so you practically you<01:31:31.360> can<01:31:31.600> select<01:31:31.920> whatever<01:31:32.320> continent<01:31:32.800> you 01:31:32.870 --> 01:31:32.880 align:start position:0% you can select whatever continent you 01:31:32.880 --> 01:31:33.510 align:start position:0% you can select whatever continent you want<01:31:33.040> to<01:31:33.199> leave 01:31:33.510 --> 01:31:33.520 align:start position:0% want to leave 01:31:33.520 --> 01:31:35.430 align:start position:0% want to leave and<01:31:33.760> try<01:31:34.000> to<01:31:34.080> find<01:31:34.320> the<01:31:34.639> quantum<01:31:34.960> startup 01:31:35.430 --> 01:31:35.440 align:start position:0% and try to find the quantum startup 01:31:35.440 --> 01:31:38.149 align:start position:0% and try to find the quantum startup there 01:31:38.149 --> 01:31:38.159 align:start position:0% 01:31:38.159 --> 01:31:41.510 align:start position:0% yeah<01:31:38.400> that's<01:31:38.560> great<01:31:38.800> to<01:31:38.960> hear 01:31:41.510 --> 01:31:41.520 align:start position:0% 01:31:41.520 --> 01:31:44.950 align:start position:0% alba<01:31:42.480> so<01:31:42.639> when<01:31:42.800> you<01:31:42.960> were<01:31:43.040> saying<01:31:44.239> about<01:31:44.560> a 01:31:44.950 --> 01:31:44.960 align:start position:0% alba so when you were saying about a 01:31:44.960 --> 01:31:47.590 align:start position:0% alba so when you were saying about a like<01:31:45.440> a<01:31:45.679> clarification<01:31:46.719> on<01:31:47.199> something<01:31:47.520> that 01:31:47.590 --> 01:31:47.600 align:start position:0% like a clarification on something that 01:31:47.600 --> 01:31:48.870 align:start position:0% like a clarification on something that you<01:31:47.760> were<01:31:47.840> saying<01:31:48.080> when<01:31:48.239> you<01:31:48.400> say 01:31:48.870 --> 01:31:48.880 align:start position:0% you were saying when you say 01:31:48.880 --> 01:31:50.470 align:start position:0% you were saying when you say the<01:31:49.040> amount<01:31:49.440> of<01:31:49.600> entanglement<01:31:50.159> grows 01:31:50.470 --> 01:31:50.480 align:start position:0% the amount of entanglement grows 01:31:50.480 --> 01:31:51.990 align:start position:0% the amount of entanglement grows exponentially 01:31:51.990 --> 01:31:52.000 align:start position:0% exponentially 01:31:52.000 --> 01:31:54.790 align:start position:0% exponentially the<01:31:53.120> is<01:31:53.280> it<01:31:53.360> like<01:31:53.760> a<01:31:53.920> measure<01:31:54.480> that<01:31:54.639> you're 01:31:54.790 --> 01:31:54.800 align:start position:0% the is it like a measure that you're 01:31:54.800 --> 01:31:55.990 align:start position:0% the is it like a measure that you're referring<01:31:55.280> to<01:31:55.520> or 01:31:55.990 --> 01:31:56.000 align:start position:0% referring to or 01:31:56.000 --> 01:31:59.110 align:start position:0% referring to or so<01:31:56.159> i<01:31:56.480> keep<01:31:56.880> coming<01:31:57.280> across<01:31:57.679> this<01:31:58.000> but<01:31:58.320> uh 01:31:59.110 --> 01:31:59.120 align:start position:0% so i keep coming across this but uh 01:31:59.120 --> 01:32:00.550 align:start position:0% so i keep coming across this but uh how<01:31:59.280> do<01:31:59.360> you<01:31:59.679> know<01:31:59.760> the<01:31:59.840> entanglement<01:32:00.320> doesn't 01:32:00.550 --> 01:32:00.560 align:start position:0% how do you know the entanglement doesn't 01:32:00.560 --> 01:32:02.629 align:start position:0% how do you know the entanglement doesn't grow<01:32:00.800> exponentially 01:32:02.629 --> 01:32:02.639 align:start position:0% grow exponentially 01:32:02.639 --> 01:32:05.910 align:start position:0% grow exponentially sorry<01:32:03.040> if<01:32:03.520> uh<01:32:04.080> sorry<01:32:04.560> if<01:32:04.719> i<01:32:04.880> said<01:32:05.040> that<01:32:05.600> i<01:32:05.760> was 01:32:05.910 --> 01:32:05.920 align:start position:0% sorry if uh sorry if i said that i was 01:32:05.920 --> 01:32:06.709 align:start position:0% sorry if uh sorry if i said that i was mentioning<01:32:06.320> that 01:32:06.709 --> 01:32:06.719 align:start position:0% mentioning that 01:32:06.719 --> 01:32:08.310 align:start position:0% mentioning that the<01:32:06.880> um<01:32:07.120> the<01:32:07.360> simulation<01:32:07.920> will<01:32:08.159> grow 01:32:08.310 --> 01:32:08.320 align:start position:0% the um the simulation will grow 01:32:08.320 --> 01:32:09.510 align:start position:0% the um the simulation will grow exponentially<01:32:08.880> of<01:32:08.960> course<01:32:09.120> your<01:32:09.280> will 01:32:09.510 --> 01:32:09.520 align:start position:0% exponentially of course your will 01:32:09.520 --> 01:32:11.030 align:start position:0% exponentially of course your will function<01:32:09.840> will<01:32:10.000> grow<01:32:10.159> exponentially 01:32:11.030 --> 01:32:11.040 align:start position:0% function will grow exponentially 01:32:11.040 --> 01:32:13.189 align:start position:0% function will grow exponentially the<01:32:11.199> entanglement<01:32:11.840> grows<01:32:12.239> with<01:32:12.480> the<01:32:12.880> well<01:32:13.120> it 01:32:13.189 --> 01:32:13.199 align:start position:0% the entanglement grows with the well it 01:32:13.199 --> 01:32:15.990 align:start position:0% the entanglement grows with the well it depends<01:32:13.600> what<01:32:13.920> what<01:32:14.080> you<01:32:14.239> are<01:32:14.320> simulating<01:32:14.960> but 01:32:15.990 --> 01:32:16.000 align:start position:0% depends what what you are simulating but 01:32:16.000 --> 01:32:18.070 align:start position:0% depends what what you are simulating but with<01:32:16.239> random<01:32:16.639> circuits<01:32:17.199> i<01:32:17.280> believe<01:32:17.600> it<01:32:17.679> grows 01:32:18.070 --> 01:32:18.080 align:start position:0% with random circuits i believe it grows 01:32:18.080 --> 01:32:20.310 align:start position:0% with random circuits i believe it grows linearly<01:32:18.960> but<01:32:19.199> i'm<01:32:19.280> not<01:32:19.520> super<01:32:19.840> sure<01:32:20.080> about 01:32:20.310 --> 01:32:20.320 align:start position:0% linearly but i'm not super sure about 01:32:20.320 --> 01:32:21.030 align:start position:0% linearly but i'm not super sure about that 01:32:21.030 --> 01:32:21.040 align:start position:0% that 01:32:21.040 --> 01:32:22.709 align:start position:0% that with<01:32:21.440> if<01:32:21.520> you<01:32:21.679> simulate<01:32:22.080> condensed<01:32:22.400> matter 01:32:22.709 --> 01:32:22.719 align:start position:0% with if you simulate condensed matter 01:32:22.719 --> 01:32:24.709 align:start position:0% with if you simulate condensed matter experiments<01:32:23.280> etc 01:32:24.709 --> 01:32:24.719 align:start position:0% experiments etc 01:32:24.719 --> 01:32:28.790 align:start position:0% experiments etc it<01:32:24.880> grows<01:32:25.120> with<01:32:25.280> the<01:32:25.440> area<01:32:25.679> law<01:32:26.639> so<01:32:27.040> it<01:32:27.120> depends 01:32:28.790 --> 01:32:28.800 align:start position:0% it grows with the area law so it depends 01:32:28.800 --> 01:32:30.709 align:start position:0% it grows with the area law so it depends but<01:32:28.960> yeah<01:32:29.199> the<01:32:29.360> point<01:32:29.600> is<01:32:29.760> that<01:32:30.000> at<01:32:30.159> some<01:32:30.400> point 01:32:30.709 --> 01:32:30.719 align:start position:0% but yeah the point is that at some point 01:32:30.719 --> 01:32:32.229 align:start position:0% but yeah the point is that at some point if<01:32:30.960> the<01:32:31.040> entanglement<01:32:31.840> is<01:32:31.920> not 01:32:32.229 --> 01:32:32.239 align:start position:0% if the entanglement is not 01:32:32.239 --> 01:32:35.030 align:start position:0% if the entanglement is not low<01:32:33.840> you<01:32:33.920> can<01:32:34.080> simulate<01:32:34.560> everything 01:32:35.030 --> 01:32:35.040 align:start position:0% low you can simulate everything 01:32:35.040 --> 01:32:37.189 align:start position:0% low you can simulate everything classically<01:32:35.679> with<01:32:35.840> this 01:32:37.189 --> 01:32:37.199 align:start position:0% classically with this 01:32:37.199 --> 01:32:39.030 align:start position:0% classically with this yeah<01:32:37.440> so<01:32:37.600> but<01:32:37.760> when<01:32:38.000> you<01:32:38.080> say<01:32:38.239> entanglement<01:32:38.960> is 01:32:39.030 --> 01:32:39.040 align:start position:0% yeah so but when you say entanglement is 01:32:39.040 --> 01:32:40.229 align:start position:0% yeah so but when you say entanglement is low<01:32:39.360> is<01:32:39.520> it<01:32:39.679> like 01:32:40.229 --> 01:32:40.239 align:start position:0% low is it like 01:32:40.239 --> 01:32:42.149 align:start position:0% low is it like uh<01:32:40.560> one<01:32:40.719> human<01:32:41.040> entropy<01:32:41.360> of<01:32:41.440> the<01:32:41.600> entanglement 01:32:42.149 --> 01:32:42.159 align:start position:0% uh one human entropy of the entanglement 01:32:42.159 --> 01:32:43.910 align:start position:0% uh one human entropy of the entanglement or<01:32:42.320> like<01:32:42.480> are<01:32:42.639> you 01:32:43.910 --> 01:32:43.920 align:start position:0% or like are you 01:32:43.920 --> 01:32:45.910 align:start position:0% or like are you i'm<01:32:44.159> always<01:32:44.480> thinking<01:32:44.719> about<01:32:45.360> entropy 01:32:45.910 --> 01:32:45.920 align:start position:0% i'm always thinking about entropy 01:32:45.920 --> 01:32:47.430 align:start position:0% i'm always thinking about entropy between<01:32:46.320> you<01:32:46.400> know<01:32:46.639> half<01:32:46.880> of<01:32:46.960> the<01:32:47.120> system 01:32:47.430 --> 01:32:47.440 align:start position:0% between you know half of the system 01:32:47.440 --> 01:32:48.950 align:start position:0% between you know half of the system versus<01:32:47.760> the<01:32:47.920> other<01:32:48.159> which<01:32:48.320> is<01:32:48.400> the<01:32:48.560> typical 01:32:48.950 --> 01:32:48.960 align:start position:0% versus the other which is the typical 01:32:48.960 --> 01:32:49.830 align:start position:0% versus the other which is the typical measure 01:32:49.830 --> 01:32:49.840 align:start position:0% measure 01:32:49.840 --> 01:32:51.669 align:start position:0% measure but<01:32:50.080> there<01:32:50.239> is<01:32:50.639> as<01:32:50.800> far<01:32:50.960> as<01:32:51.120> i<01:32:51.199> know<01:32:51.360> there<01:32:51.520> is 01:32:51.669 --> 01:32:51.679 align:start position:0% but there is as far as i know there is 01:32:51.679 --> 01:32:52.950 align:start position:0% but there is as far as i know there is no<01:32:51.840> particular<01:32:52.400> bond 01:32:52.950 --> 01:32:52.960 align:start position:0% no particular bond 01:32:52.960 --> 01:32:54.790 align:start position:0% no particular bond of<01:32:53.120> course<01:32:53.520> like<01:32:53.920> yeah<01:32:54.159> if<01:32:54.239> you<01:32:54.400> have<01:32:54.560> more 01:32:54.790 --> 01:32:54.800 align:start position:0% of course like yeah if you have more 01:32:54.800 --> 01:32:56.709 align:start position:0% of course like yeah if you have more than<01:32:54.960> this<01:32:55.199> you<01:32:55.360> cannot<01:32:55.679> do<01:32:55.840> that<01:32:56.080> anyway 01:32:56.709 --> 01:32:56.719 align:start position:0% than this you cannot do that anyway 01:32:56.719 --> 01:32:59.510 align:start position:0% than this you cannot do that anyway anymore<01:32:57.520> it's<01:32:57.760> more<01:32:58.000> like<01:32:58.639> if<01:32:58.800> you<01:32:58.880> don't<01:32:59.040> have 01:32:59.510 --> 01:32:59.520 align:start position:0% anymore it's more like if you don't have 01:32:59.520 --> 01:33:00.310 align:start position:0% anymore it's more like if you don't have so<01:32:59.760> when<01:33:00.000> you 01:33:00.310 --> 01:33:00.320 align:start position:0% so when you 01:33:00.320 --> 01:33:01.830 align:start position:0% so when you approximate<01:33:00.960> everything<01:33:01.280> with<01:33:01.440> decent 01:33:01.830 --> 01:33:01.840 align:start position:0% approximate everything with decent 01:33:01.840 --> 01:33:04.229 align:start position:0% approximate everything with decent networks<01:33:02.960> you<01:33:03.120> need<01:33:03.280> to<01:33:03.440> select<01:33:03.760> your<01:33:04.000> bond 01:33:04.229 --> 01:33:04.239 align:start position:0% networks you need to select your bond 01:33:04.239 --> 01:33:06.149 align:start position:0% networks you need to select your bond dimension<01:33:04.800> which<01:33:05.040> is<01:33:05.199> related<01:33:05.679> with<01:33:05.920> your 01:33:06.149 --> 01:33:06.159 align:start position:0% dimension which is related with your 01:33:06.159 --> 01:33:07.189 align:start position:0% dimension which is related with your smith<01:33:06.560> rank 01:33:07.189 --> 01:33:07.199 align:start position:0% smith rank 01:33:07.199 --> 01:33:10.390 align:start position:0% smith rank yeah<01:33:07.600> so<01:33:07.840> if<01:33:08.080> that<01:33:08.320> will<01:33:08.480> depend<01:33:09.120> so<01:33:10.159> you<01:33:10.320> know 01:33:10.390 --> 01:33:10.400 align:start position:0% yeah so if that will depend so you know 01:33:10.400 --> 01:33:12.149 align:start position:0% yeah so if that will depend so you know if<01:33:10.560> your<01:33:10.719> computer<01:33:11.120> is<01:33:11.199> super<01:33:11.520> powerful<01:33:12.080> you 01:33:12.149 --> 01:33:12.159 align:start position:0% if your computer is super powerful you 01:33:12.159 --> 01:33:12.470 align:start position:0% if your computer is super powerful you can 01:33:12.470 --> 01:33:12.480 align:start position:0% can 01:33:12.480 --> 01:33:14.149 align:start position:0% can still<01:33:12.639> simulate<01:33:13.120> highly<01:33:13.360> entangled<01:33:13.920> states 01:33:14.149 --> 01:33:14.159 align:start position:0% still simulate highly entangled states 01:33:14.159 --> 01:33:15.990 align:start position:0% still simulate highly entangled states you<01:33:14.320> just<01:33:14.480> keep<01:33:14.719> the<01:33:14.800> bond<01:33:15.040> dimension<01:33:15.679> high 01:33:15.990 --> 01:33:16.000 align:start position:0% you just keep the bond dimension high 01:33:16.000 --> 01:33:17.030 align:start position:0% you just keep the bond dimension high and<01:33:16.080> that's<01:33:16.400> it 01:33:17.030 --> 01:33:17.040 align:start position:0% and that's it 01:33:17.040 --> 01:33:19.590 align:start position:0% and that's it so<01:33:17.199> at<01:33:17.280> some<01:33:17.440> point<01:33:17.760> if<01:33:17.840> you<01:33:18.000> want<01:33:18.159> to<01:33:18.320> cut<01:33:18.560> that 01:33:19.590 --> 01:33:19.600 align:start position:0% so at some point if you want to cut that 01:33:19.600 --> 01:33:20.149 align:start position:0% so at some point if you want to cut that you 01:33:20.149 --> 01:33:20.159 align:start position:0% you 01:33:20.159 --> 01:33:21.830 align:start position:0% you you<01:33:20.320> need<01:33:20.480> to<01:33:20.560> take<01:33:20.800> into<01:33:20.960> account<01:33:21.360> that<01:33:21.760> you 01:33:21.830 --> 01:33:21.840 align:start position:0% you need to take into account that you 01:33:21.840 --> 01:33:23.830 align:start position:0% you need to take into account that you are<01:33:22.080> cutting<01:33:22.880> a<01:33:22.960> lot<01:33:23.120> of<01:33:23.280> entanglement<01:33:23.760> of 01:33:23.830 --> 01:33:23.840 align:start position:0% are cutting a lot of entanglement of 01:33:23.840 --> 01:33:25.590 align:start position:0% are cutting a lot of entanglement of your<01:33:24.080> system<01:33:24.400> probably<01:33:24.800> if<01:33:24.960> it<01:33:25.040> doesn't<01:33:25.360> have 01:33:25.590 --> 01:33:25.600 align:start position:0% your system probably if it doesn't have 01:33:25.600 --> 01:33:26.229 align:start position:0% your system probably if it doesn't have much 01:33:26.229 --> 01:33:26.239 align:start position:0% much 01:33:26.239 --> 01:33:28.709 align:start position:0% much it's<01:33:26.480> okay<01:33:26.960> but<01:33:27.199> if<01:33:27.920> if<01:33:28.080> you<01:33:28.239> suspect<01:33:28.639> that 01:33:28.709 --> 01:33:28.719 align:start position:0% it's okay but if if you suspect that 01:33:28.719 --> 01:33:29.510 align:start position:0% it's okay but if if you suspect that there<01:33:28.960> is<01:33:29.120> much 01:33:29.510 --> 01:33:29.520 align:start position:0% there is much 01:33:29.520 --> 01:33:31.750 align:start position:0% there is much it's<01:33:29.760> not<01:33:29.920> so<01:33:30.159> okay<01:33:30.880> but<01:33:31.040> yeah<01:33:31.199> as<01:33:31.280> far<01:33:31.520> as<01:33:31.600> i 01:33:31.750 --> 01:33:31.760 align:start position:0% it's not so okay but yeah as far as i 01:33:31.760 --> 01:33:32.550 align:start position:0% it's not so okay but yeah as far as i know<01:33:31.920> there<01:33:32.080> is<01:33:32.239> no 01:33:32.550 --> 01:33:32.560 align:start position:0% know there is no 01:33:32.560 --> 01:33:34.390 align:start position:0% know there is no you<01:33:32.639> know<01:33:32.960> particular<01:33:33.600> boundary<01:33:34.000> more<01:33:34.159> than 01:33:34.390 --> 01:33:34.400 align:start position:0% you know particular boundary more than 01:33:34.400 --> 01:33:35.990 align:start position:0% you know particular boundary more than this<01:33:34.639> you<01:33:34.719> cannot<01:33:35.040> do<01:33:35.199> that<01:33:35.440> of<01:33:35.520> course<01:33:35.679> not<01:33:35.920> it 01:33:35.990 --> 01:33:36.000 align:start position:0% this you cannot do that of course not it 01:33:36.000 --> 01:33:37.590 align:start position:0% this you cannot do that of course not it depends<01:33:36.400> on<01:33:36.480> your<01:33:36.639> computer 01:33:37.590 --> 01:33:37.600 align:start position:0% depends on your computer 01:33:37.600 --> 01:33:39.350 align:start position:0% depends on your computer but<01:33:37.840> efficient<01:33:38.320> in<01:33:38.480> the<01:33:38.639> sense<01:33:38.880> that<01:33:39.040> you<01:33:39.199> can 01:33:39.350 --> 01:33:39.360 align:start position:0% but efficient in the sense that you can 01:33:39.360 --> 01:33:41.110 align:start position:0% but efficient in the sense that you can approximate<01:33:39.920> something<01:33:40.239> that<01:33:40.480> is<01:33:40.639> close<01:33:40.960> to 01:33:41.110 --> 01:33:41.120 align:start position:0% approximate something that is close to 01:33:41.120 --> 01:33:43.270 align:start position:0% approximate something that is close to the<01:33:41.360> reality 01:33:43.270 --> 01:33:43.280 align:start position:0% the reality 01:33:43.280 --> 01:33:46.950 align:start position:0% the reality yeah<01:33:43.600> and<01:33:44.400> another<01:33:44.719> comment<01:33:45.120> is<01:33:46.000> back<01:33:46.239> to<01:33:46.400> the 01:33:46.950 --> 01:33:46.960 align:start position:0% yeah and another comment is back to the 01:33:46.960 --> 01:33:50.149 align:start position:0% yeah and another comment is back to the phd<01:33:47.520> or<01:33:47.679> no<01:33:47.920> phd<01:33:48.480> thing<01:33:49.360> uh 01:33:50.149 --> 01:33:50.159 align:start position:0% phd or no phd thing uh 01:33:50.159 --> 01:33:53.350 align:start position:0% phd or no phd thing uh like<01:33:50.960> this<01:33:51.679> this<01:33:51.840> is<01:33:52.000> open<01:33:52.159> to<01:33:52.320> all<01:33:52.960> do<01:33:53.120> people 01:33:53.350 --> 01:33:53.360 align:start position:0% like this this is open to all do people 01:33:53.360 --> 01:33:55.350 align:start position:0% like this this is open to all do people here<01:33:53.679> think<01:33:53.920> that<01:33:54.080> there's<01:33:54.320> a<01:33:54.400> benefit<01:33:54.960> of 01:33:55.350 --> 01:33:55.360 align:start position:0% here think that there's a benefit of 01:33:55.360 --> 01:33:57.350 align:start position:0% here think that there's a benefit of having<01:33:55.679> an<01:33:55.840> industry<01:33:56.320> experience<01:33:56.880> before 01:33:57.350 --> 01:33:57.360 align:start position:0% having an industry experience before 01:33:57.360 --> 01:33:58.629 align:start position:0% having an industry experience before doing<01:33:57.600> their<01:33:57.840> phd 01:33:58.629 --> 01:33:58.639 align:start position:0% doing their phd 01:33:58.639 --> 01:34:02.830 align:start position:0% doing their phd or<01:33:59.040> uh<01:34:00.719> like<01:34:00.960> directly<01:34:01.520> jumping<01:34:01.840> into<01:34:02.080> phd<01:34:02.560> and 01:34:02.830 --> 01:34:02.840 align:start position:0% or uh like directly jumping into phd and 01:34:02.840 --> 01:34:04.149 align:start position:0% or uh like directly jumping into phd and then 01:34:04.149 --> 01:34:04.159 align:start position:0% then 01:34:04.159 --> 01:34:06.470 align:start position:0% then exploring<01:34:04.960> industry<01:34:05.600> or<01:34:05.760> academy<01:34:06.320> or 01:34:06.470 --> 01:34:06.480 align:start position:0% exploring industry or academy or 01:34:06.480 --> 01:34:07.830 align:start position:0% exploring industry or academy or whatever 01:34:07.830 --> 01:34:07.840 align:start position:0% whatever 01:34:07.840 --> 01:34:10.629 align:start position:0% whatever so<01:34:08.480> could<01:34:08.880> someone<01:34:09.280> who<01:34:09.440> is<01:34:09.920> experienced<01:34:10.480> or 01:34:10.629 --> 01:34:10.639 align:start position:0% so could someone who is experienced or 01:34:10.639 --> 01:34:11.910 align:start position:0% so could someone who is experienced or like<01:34:10.880> who<01:34:11.040> knows<01:34:11.199> more<01:34:11.360> about<01:34:11.600> this 01:34:11.910 --> 01:34:11.920 align:start position:0% like who knows more about this 01:34:11.920 --> 01:34:14.470 align:start position:0% like who knows more about this comment<01:34:12.320> on<01:34:12.400> this<01:34:13.760> it's<01:34:13.840> like<01:34:14.080> i<01:34:14.159> don't<01:34:14.320> have 01:34:14.470 --> 01:34:14.480 align:start position:0% comment on this it's like i don't have 01:34:14.480 --> 01:34:16.470 align:start position:0% comment on this it's like i don't have like<01:34:14.800> industrial<01:34:15.360> experience<01:34:16.000> but<01:34:16.159> like<01:34:16.400> at 01:34:16.470 --> 01:34:16.480 align:start position:0% like industrial experience but like at 01:34:16.480 --> 01:34:17.590 align:start position:0% like industrial experience but like at least<01:34:16.719> like<01:34:16.960> my 01:34:17.590 --> 01:34:17.600 align:start position:0% least like my 01:34:17.600 --> 01:34:20.550 align:start position:0% least like my scientific<01:34:18.320> path<01:34:18.639> was<01:34:18.880> not<01:34:19.120> super<01:34:19.520> straight 01:34:20.550 --> 01:34:20.560 align:start position:0% scientific path was not super straight 01:34:20.560 --> 01:34:21.189 align:start position:0% scientific path was not super straight so 01:34:21.189 --> 01:34:21.199 align:start position:0% so 01:34:21.199 --> 01:34:23.110 align:start position:0% so i<01:34:21.280> would<01:34:21.440> say<01:34:21.600> there's<01:34:21.840> no<01:34:22.000> general<01:34:22.639> answer<01:34:22.960> to 01:34:23.110 --> 01:34:23.120 align:start position:0% i would say there's no general answer to 01:34:23.120 --> 01:34:25.270 align:start position:0% i would say there's no general answer to this<01:34:23.600> if<01:34:23.760> you<01:34:23.920> have<01:34:24.080> industrial<01:34:24.639> experience 01:34:25.270 --> 01:34:25.280 align:start position:0% this if you have industrial experience 01:34:25.280 --> 01:34:26.950 align:start position:0% this if you have industrial experience before<01:34:25.600> your<01:34:25.840> phd 01:34:26.950 --> 01:34:26.960 align:start position:0% before your phd 01:34:26.960 --> 01:34:30.390 align:start position:0% before your phd this<01:34:27.199> for<01:34:27.360> sure<01:34:27.600> has<01:34:27.920> advantages<01:34:29.280> but<01:34:29.840> if<01:34:30.000> you 01:34:30.390 --> 01:34:30.400 align:start position:0% this for sure has advantages but if you 01:34:30.400 --> 01:34:32.390 align:start position:0% this for sure has advantages but if you jump<01:34:30.639> into<01:34:30.880> your<01:34:31.040> phd<01:34:31.520> directly<01:34:31.920> this<01:34:32.159> also 01:34:32.390 --> 01:34:32.400 align:start position:0% jump into your phd directly this also 01:34:32.400 --> 01:34:34.310 align:start position:0% jump into your phd directly this also has<01:34:32.639> advantages<01:34:33.280> because<01:34:33.520> then<01:34:33.679> you're<01:34:33.920> like 01:34:34.310 --> 01:34:34.320 align:start position:0% has advantages because then you're like 01:34:34.320 --> 01:34:36.470 align:start position:0% has advantages because then you're like finished<01:34:34.719> earlier<01:34:35.199> and<01:34:35.360> those<01:34:35.679> things<01:34:36.320> it 01:34:36.470 --> 01:34:36.480 align:start position:0% finished earlier and those things it 01:34:36.480 --> 01:34:37.669 align:start position:0% finished earlier and those things it really<01:34:36.719> depends<01:34:37.199> on 01:34:37.669 --> 01:34:37.679 align:start position:0% really depends on 01:34:37.679 --> 01:34:39.910 align:start position:0% really depends on like<01:34:37.920> you<01:34:38.159> like<01:34:38.400> if<01:34:38.480> you<01:34:38.639> have<01:34:38.719> an<01:34:38.880> opportunity 01:34:39.910 --> 01:34:39.920 align:start position:0% like you like if you have an opportunity 01:34:39.920 --> 01:34:41.189 align:start position:0% like you like if you have an opportunity to<01:34:40.080> have 01:34:41.189 --> 01:34:41.199 align:start position:0% to have 01:34:41.199 --> 01:34:44.070 align:start position:0% to have like<01:34:41.679> industry<01:34:42.239> experience<01:34:42.960> and<01:34:43.119> you<01:34:43.760> you 01:34:44.070 --> 01:34:44.080 align:start position:0% like industry experience and you you 01:34:44.080 --> 01:34:44.629 align:start position:0% like industry experience and you you like 01:34:44.629 --> 01:34:44.639 align:start position:0% like 01:34:44.639 --> 01:34:46.229 align:start position:0% like that<01:34:44.880> work<01:34:45.119> that<01:34:45.280> you're<01:34:45.440> doing<01:34:45.760> there<01:34:46.080> then 01:34:46.229 --> 01:34:46.239 align:start position:0% that work that you're doing there then 01:34:46.239 --> 01:34:48.149 align:start position:0% that work that you're doing there then you<01:34:46.400> should<01:34:46.560> do<01:34:46.800> it<01:34:47.280> but<01:34:47.440> you<01:34:47.600> should<01:34:47.840> not 01:34:48.149 --> 01:34:48.159 align:start position:0% you should do it but you should not 01:34:48.159 --> 01:34:50.310 align:start position:0% you should do it but you should not force<01:34:48.480> yourself<01:34:49.119> to<01:34:49.280> do<01:34:49.520> something<01:34:49.920> like<01:34:50.080> this 01:34:50.310 --> 01:34:50.320 align:start position:0% force yourself to do something like this 01:34:50.320 --> 01:34:51.830 align:start position:0% force yourself to do something like this in<01:34:50.480> order<01:34:50.719> to<01:34:50.880> have<01:34:51.119> some 01:34:51.830 --> 01:34:51.840 align:start position:0% in order to have some 01:34:51.840 --> 01:34:54.390 align:start position:0% in order to have some possible<01:34:52.400> advantage<01:34:53.280> because<01:34:53.520> then<01:34:53.760> usually 01:34:54.390 --> 01:34:54.400 align:start position:0% possible advantage because then usually 01:34:54.400 --> 01:34:55.669 align:start position:0% possible advantage because then usually this<01:34:54.639> goes<01:34:54.960> wrong 01:34:55.669 --> 01:34:55.679 align:start position:0% this goes wrong 01:34:55.679 --> 01:34:58.310 align:start position:0% this goes wrong like<01:34:55.920> if<01:34:56.080> you're<01:34:56.800> if<01:34:56.880> you're<01:34:57.040> not<01:34:57.280> enjoying<01:34:57.679> it 01:34:58.310 --> 01:34:58.320 align:start position:0% like if you're if you're not enjoying it 01:34:58.320 --> 01:34:58.870 align:start position:0% like if you're if you're not enjoying it yeah<01:34:58.480> of<01:34:58.560> course 01:34:58.870 --> 01:34:58.880 align:start position:0% yeah of course 01:34:58.880 --> 01:35:00.790 align:start position:0% yeah of course of<01:34:58.960> course<01:34:59.360> but<01:34:59.600> the<01:35:00.080> question<01:35:00.400> is<01:35:00.560> if<01:35:00.719> you 01:35:00.790 --> 01:35:00.800 align:start position:0% of course but the question is if you 01:35:00.800 --> 01:35:02.550 align:start position:0% of course but the question is if you have<01:35:01.040> like<01:35:01.360> both<01:35:01.679> options<01:35:02.159> that 01:35:02.550 --> 01:35:02.560 align:start position:0% have like both options that 01:35:02.560 --> 01:35:04.390 align:start position:0% have like both options that you<01:35:02.719> have<01:35:02.880> an<01:35:03.040> option<01:35:03.280> to<01:35:03.520> go<01:35:03.679> to<01:35:03.760> the<01:35:03.840> industry 01:35:04.390 --> 01:35:04.400 align:start position:0% you have an option to go to the industry 01:35:04.400 --> 01:35:06.870 align:start position:0% you have an option to go to the industry you<01:35:04.560> have<01:35:04.719> an<01:35:04.800> option<01:35:05.040> to<01:35:05.119> go<01:35:05.280> to<01:35:05.360> the<01:35:05.520> academia 01:35:06.870 --> 01:35:06.880 align:start position:0% you have an option to go to the academia 01:35:06.880 --> 01:35:10.229 align:start position:0% you have an option to go to the academia then<01:35:07.360> uh<01:35:08.639> how<01:35:08.800> would<01:35:09.280> how<01:35:09.440> would<01:35:09.600> one<01:35:09.760> go<01:35:10.000> about 01:35:10.229 --> 01:35:10.239 align:start position:0% then uh how would how would one go about 01:35:10.239 --> 01:35:12.070 align:start position:0% then uh how would how would one go about weighing<01:35:10.639> them 01:35:12.070 --> 01:35:12.080 align:start position:0% weighing them 01:35:12.080 --> 01:35:14.709 align:start position:0% weighing them both<01:35:12.320> are<01:35:12.480> interesting<01:35:12.960> work<01:35:13.280> let's<01:35:13.440> say<01:35:14.560> if 01:35:14.709 --> 01:35:14.719 align:start position:0% both are interesting work let's say if 01:35:14.719 --> 01:35:16.149 align:start position:0% both are interesting work let's say if you<01:35:14.800> got<01:35:14.960> to<01:35:15.040> industry<01:35:15.360> before<01:35:15.679> like<01:35:15.920> some<01:35:16.080> of 01:35:16.149 --> 01:35:16.159 align:start position:0% you got to industry before like some of 01:35:16.159 --> 01:35:17.109 align:start position:0% you got to industry before like some of my<01:35:16.320> colleagues 01:35:17.109 --> 01:35:17.119 align:start position:0% my colleagues 01:35:17.119 --> 01:35:19.109 align:start position:0% my colleagues worked<01:35:17.440> like<01:35:17.600> an<01:35:17.760> industry<01:35:18.560> a<01:35:18.719> year<01:35:18.960> or 01:35:19.109 --> 01:35:19.119 align:start position:0% worked like an industry a year or 01:35:19.119 --> 01:35:20.629 align:start position:0% worked like an industry a year or something<01:35:19.600> and<01:35:19.679> then<01:35:19.840> they<01:35:20.000> decided<01:35:20.480> they 01:35:20.629 --> 01:35:20.639 align:start position:0% something and then they decided they 01:35:20.639 --> 01:35:22.070 align:start position:0% something and then they decided they want<01:35:20.800> to<01:35:20.880> do<01:35:21.040> a<01:35:21.119> phd 01:35:22.070 --> 01:35:22.080 align:start position:0% want to do a phd 01:35:22.080 --> 01:35:23.669 align:start position:0% want to do a phd and<01:35:22.159> this<01:35:22.400> wasn't<01:35:22.719> a<01:35:22.800> disadvantage<01:35:23.360> for<01:35:23.520> them 01:35:23.669 --> 01:35:23.679 align:start position:0% and this wasn't a disadvantage for them 01:35:23.679 --> 01:35:26.310 align:start position:0% and this wasn't a disadvantage for them like<01:35:23.920> also<01:35:24.080> like<01:35:24.239> when<01:35:24.400> they<01:35:24.639> applied<01:35:25.040> here<01:35:25.440> uh 01:35:26.310 --> 01:35:26.320 align:start position:0% like also like when they applied here uh 01:35:26.320 --> 01:35:28.550 align:start position:0% like also like when they applied here uh in<01:35:26.400> toronto<01:35:26.880> like<01:35:27.040> this<01:35:27.199> was<01:35:27.440> more<01:35:27.600> like<01:35:28.400> you 01:35:28.550 --> 01:35:28.560 align:start position:0% in toronto like this was more like you 01:35:28.560 --> 01:35:30.629 align:start position:0% in toronto like this was more like you have<01:35:28.800> some<01:35:29.040> additional<01:35:29.600> experience 01:35:30.629 --> 01:35:30.639 align:start position:0% have some additional experience 01:35:30.639 --> 01:35:32.229 align:start position:0% have some additional experience right<01:35:30.960> if<01:35:31.119> you<01:35:31.199> have<01:35:31.280> been<01:35:31.520> in<01:35:31.679> industry<01:35:32.080> like 01:35:32.229 --> 01:35:32.239 align:start position:0% right if you have been in industry like 01:35:32.239 --> 01:35:35.590 align:start position:0% right if you have been in industry like for<01:35:32.480> 10<01:35:32.719> years<01:35:33.600> people<01:35:33.920> might<01:35:34.159> get<01:35:34.320> skeptical 01:35:35.590 --> 01:35:35.600 align:start position:0% for 10 years people might get skeptical 01:35:35.600 --> 01:35:38.790 align:start position:0% for 10 years people might get skeptical um<01:35:36.719> but<01:35:37.040> in<01:35:37.199> principle<01:35:37.760> like 01:35:38.790 --> 01:35:38.800 align:start position:0% um but in principle like 01:35:38.800 --> 01:35:41.430 align:start position:0% um but in principle like i<01:35:38.960> think<01:35:39.119> that's<01:35:39.440> fine<01:35:40.480> i<01:35:40.560> mean<01:35:40.800> in<01:35:40.880> general<01:35:41.280> to 01:35:41.430 --> 01:35:41.440 align:start position:0% i think that's fine i mean in general to 01:35:41.440 --> 01:35:43.830 align:start position:0% i think that's fine i mean in general to the<01:35:41.600> phd<01:35:42.159> question<01:35:42.480> from<01:35:42.719> the<01:35:42.960> four 01:35:43.830 --> 01:35:43.840 align:start position:0% the phd question from the four 01:35:43.840 --> 01:35:45.350 align:start position:0% the phd question from the four like<01:35:44.080> i<01:35:44.239> think<01:35:44.480> it's<01:35:44.639> actually<01:35:44.880> like<01:35:45.119> if<01:35:45.199> you 01:35:45.350 --> 01:35:45.360 align:start position:0% like i think it's actually like if you 01:35:45.360 --> 01:35:47.669 align:start position:0% like i think it's actually like if you want<01:35:45.520> to<01:35:45.600> do<01:35:45.920> science<01:35:46.480> you<01:35:46.719> should<01:35:46.960> get<01:35:47.119> a<01:35:47.199> phd 01:35:47.669 --> 01:35:47.679 align:start position:0% want to do science you should get a phd 01:35:47.679 --> 01:35:48.629 align:start position:0% want to do science you should get a phd there's<01:35:47.920> no<01:35:48.080> way<01:35:48.239> around 01:35:48.629 --> 01:35:48.639 align:start position:0% there's no way around 01:35:48.639 --> 01:35:51.750 align:start position:0% there's no way around it<01:35:50.000> you<01:35:50.159> can<01:35:50.480> you<01:35:50.639> can<01:35:50.880> do<01:35:51.040> things<01:35:51.280> without<01:35:51.679> a 01:35:51.750 --> 01:35:51.760 align:start position:0% it you can you can do things without a 01:35:51.760 --> 01:35:52.470 align:start position:0% it you can you can do things without a phd 01:35:52.470 --> 01:35:52.480 align:start position:0% phd 01:35:52.480 --> 01:35:54.149 align:start position:0% phd but<01:35:52.639> then<01:35:52.880> you<01:35:53.040> always<01:35:53.280> have<01:35:53.520> to<01:35:53.600> be<01:35:53.760> the<01:35:53.920> one 01:35:54.149 --> 01:35:54.159 align:start position:0% but then you always have to be the one 01:35:54.159 --> 01:35:56.310 align:start position:0% but then you always have to be the one who<01:35:54.320> really<01:35:54.639> sticks<01:35:55.040> out<01:35:55.920> yeah 01:35:56.310 --> 01:35:56.320 align:start position:0% who really sticks out yeah 01:35:56.320 --> 01:35:58.149 align:start position:0% who really sticks out yeah because<01:35:56.639> otherwise<01:35:57.119> you<01:35:57.280> will<01:35:57.440> be<01:35:57.600> the<01:35:57.760> one 01:35:58.149 --> 01:35:58.159 align:start position:0% because otherwise you will be the one 01:35:58.159 --> 01:35:59.430 align:start position:0% because otherwise you will be the one who<01:35:58.480> like 01:35:59.430 --> 01:35:59.440 align:start position:0% who like 01:35:59.440 --> 01:36:01.109 align:start position:0% who like if<01:35:59.600> you<01:35:59.760> like<01:36:00.000> apply<01:36:00.320> somewhere<01:36:00.719> like<01:36:00.960> they 01:36:01.109 --> 01:36:01.119 align:start position:0% if you like apply somewhere like they 01:36:01.119 --> 01:36:03.350 align:start position:0% if you like apply somewhere like they get<01:36:01.360> so<01:36:01.600> many<01:36:02.000> like<01:36:02.239> applications 01:36:03.350 --> 01:36:03.360 align:start position:0% get so many like applications 01:36:03.360 --> 01:36:05.270 align:start position:0% get so many like applications and<01:36:03.440> this<01:36:03.679> is<01:36:03.840> like<01:36:04.000> the<01:36:04.159> first<01:36:04.480> thing<01:36:04.800> like 01:36:05.270 --> 01:36:05.280 align:start position:0% and this is like the first thing like 01:36:05.280 --> 01:36:06.870 align:start position:0% and this is like the first thing like how<01:36:05.520> they<01:36:05.760> filter<01:36:06.159> it<01:36:06.320> out 01:36:06.870 --> 01:36:06.880 align:start position:0% how they filter it out 01:36:06.880 --> 01:36:09.669 align:start position:0% how they filter it out and<01:36:07.040> if<01:36:07.199> you<01:36:07.520> don't<01:36:07.840> like<01:36:08.080> have<01:36:08.320> like<01:36:09.360> i<01:36:09.440> mean 01:36:09.669 --> 01:36:09.679 align:start position:0% and if you don't like have like i mean 01:36:09.679 --> 01:36:09.990 align:start position:0% and if you don't like have like i mean you<01:36:09.760> can 01:36:09.990 --> 01:36:10.000 align:start position:0% you can 01:36:10.000 --> 01:36:12.070 align:start position:0% you can be<01:36:10.159> like<01:36:10.880> if<01:36:11.040> you<01:36:11.119> have<01:36:11.280> like<01:36:11.440> a<01:36:11.520> super<01:36:11.840> good 01:36:12.070 --> 01:36:12.080 align:start position:0% be like if you have like a super good 01:36:12.080 --> 01:36:13.669 align:start position:0% be like if you have like a super good reputation<01:36:12.719> or<01:36:12.880> something<01:36:13.280> like 01:36:13.669 --> 01:36:13.679 align:start position:0% reputation or something like 01:36:13.679 --> 01:36:15.350 align:start position:0% reputation or something like then<01:36:13.920> it's<01:36:14.080> fine<01:36:14.400> but<01:36:14.560> like<01:36:14.800> if<01:36:14.880> people<01:36:15.199> don't 01:36:15.350 --> 01:36:15.360 align:start position:0% then it's fine but like if people don't 01:36:15.360 --> 01:36:17.510 align:start position:0% then it's fine but like if people don't know<01:36:15.520> you<01:36:15.679> like<01:36:16.239> and<01:36:16.480> you<01:36:16.560> don't<01:36:16.800> have<01:36:16.960> a<01:36:17.040> phd 01:36:17.510 --> 01:36:17.520 align:start position:0% know you like and you don't have a phd 01:36:17.520 --> 01:36:18.229 align:start position:0% know you like and you don't have a phd they<01:36:17.679> will<01:36:17.840> just 01:36:18.229 --> 01:36:18.239 align:start position:0% they will just 01:36:18.239 --> 01:36:20.870 align:start position:0% they will just this<01:36:18.480> will<01:36:18.639> be<01:36:18.800> the<01:36:18.880> first<01:36:19.280> filter<01:36:19.760> criteria 01:36:20.870 --> 01:36:20.880 align:start position:0% this will be the first filter criteria 01:36:20.880 --> 01:36:22.550 align:start position:0% this will be the first filter criteria and<01:36:20.960> these<01:36:21.199> other<01:36:21.440> qualities<01:36:21.920> that<01:36:22.159> you<01:36:22.320> might 01:36:22.550 --> 01:36:22.560 align:start position:0% and these other qualities that you might 01:36:22.560 --> 01:36:24.229 align:start position:0% and these other qualities that you might bring<01:36:22.800> they<01:36:22.960> won't<01:36:23.199> even<01:36:23.440> see 01:36:24.229 --> 01:36:24.239 align:start position:0% bring they won't even see 01:36:24.239 --> 01:36:26.229 align:start position:0% bring they won't even see yeah<01:36:24.639> that's<01:36:24.800> also<01:36:25.040> like<01:36:25.679> if<01:36:25.840> you<01:36:25.920> want<01:36:26.000> to<01:36:26.080> do 01:36:26.229 --> 01:36:26.239 align:start position:0% yeah that's also like if you want to do 01:36:26.239 --> 01:36:27.750 align:start position:0% yeah that's also like if you want to do research<01:36:26.719> there's<01:36:26.880> a<01:36:26.960> lot<01:36:27.119> of<01:36:27.280> like<01:36:27.520> things 01:36:27.750 --> 01:36:27.760 align:start position:0% research there's a lot of like things 01:36:27.760 --> 01:36:29.830 align:start position:0% research there's a lot of like things you<01:36:27.920> can<01:36:28.080> apply<01:36:28.400> for<01:36:28.639> independent<01:36:29.360> grants 01:36:29.830 --> 01:36:29.840 align:start position:0% you can apply for independent grants 01:36:29.840 --> 01:36:30.229 align:start position:0% you can apply for independent grants like 01:36:30.229 --> 01:36:30.239 align:start position:0% like 01:36:30.239 --> 01:36:33.350 align:start position:0% like uh<01:36:30.960> you<01:36:31.119> can<01:36:31.440> apply<01:36:31.840> like<01:36:32.159> being<01:36:32.480> like<01:36:32.800> uh 01:36:33.350 --> 01:36:33.360 align:start position:0% uh you can apply like being like uh 01:36:33.360 --> 01:36:35.430 align:start position:0% uh you can apply like being like uh like<01:36:33.600> the<01:36:33.760> union<01:36:34.000> after<01:36:34.239> your<01:36:34.400> phds<01:36:35.040> like<01:36:35.199> for 01:36:35.430 --> 01:36:35.440 align:start position:0% like the union after your phds like for 01:36:35.440 --> 01:36:37.430 align:start position:0% like the union after your phds like for postdoc<01:36:36.000> grants<01:36:36.320> like<01:36:36.560> those<01:36:36.800> things 01:36:37.430 --> 01:36:37.440 align:start position:0% postdoc grants like those things 01:36:37.440 --> 01:36:39.990 align:start position:0% postdoc grants like those things they<01:36:37.679> all<01:36:37.920> require<01:36:38.560> a<01:36:38.639> phd<01:36:39.440> it's<01:36:39.679> like<01:36:39.840> all 01:36:39.990 --> 01:36:40.000 align:start position:0% they all require a phd it's like all 01:36:40.000 --> 01:36:42.709 align:start position:0% they all require a phd it's like all these<01:36:40.239> opportunities<01:36:41.040> you<01:36:41.119> will<01:36:41.360> not<01:36:41.600> have 01:36:42.709 --> 01:36:42.719 align:start position:0% these opportunities you will not have 01:36:42.719 --> 01:36:44.709 align:start position:0% these opportunities you will not have if<01:36:42.800> you<01:36:42.960> don't<01:36:43.119> have<01:36:43.360> it<01:36:44.000> like<01:36:44.239> at<01:36:44.320> least<01:36:44.639> in 01:36:44.709 --> 01:36:44.719 align:start position:0% if you don't have it like at least in 01:36:44.719 --> 01:36:46.550 align:start position:0% if you don't have it like at least in the<01:36:44.880> european<01:36:45.440> system<01:36:45.760> and<01:36:45.920> i<01:36:46.000> think<01:36:46.159> it's<01:36:46.400> the 01:36:46.550 --> 01:36:46.560 align:start position:0% the european system and i think it's the 01:36:46.560 --> 01:36:47.350 align:start position:0% the european system and i think it's the same 01:36:47.350 --> 01:36:47.360 align:start position:0% same 01:36:47.360 --> 01:36:50.229 align:start position:0% same in<01:36:47.520> the<01:36:47.600> american<01:36:48.159> one<01:36:49.360> so<01:36:49.600> like<01:36:49.840> you<01:36:50.000> have<01:36:50.159> a 01:36:50.229 --> 01:36:50.239 align:start position:0% in the american one so like you have a 01:36:50.239 --> 01:36:52.070 align:start position:0% in the american one so like you have a huge<01:36:50.639> disadvantage<01:36:51.440> if<01:36:51.520> you<01:36:51.679> don't<01:36:51.920> if<01:36:52.000> you 01:36:52.070 --> 01:36:52.080 align:start position:0% huge disadvantage if you don't if you 01:36:52.080 --> 01:36:53.030 align:start position:0% huge disadvantage if you don't if you don't<01:36:52.239> have<01:36:52.480> it 01:36:53.030 --> 01:36:53.040 align:start position:0% don't have it 01:36:53.040 --> 01:36:54.709 align:start position:0% don't have it but<01:36:53.199> this<01:36:53.440> is<01:36:53.600> really<01:36:53.840> just<01:36:54.080> like<01:36:54.320> if<01:36:54.400> you<01:36:54.560> want 01:36:54.709 --> 01:36:54.719 align:start position:0% but this is really just like if you want 01:36:54.719 --> 01:36:57.109 align:start position:0% but this is really just like if you want to<01:36:54.800> do<01:36:55.119> research 01:36:57.109 --> 01:36:57.119 align:start position:0% to do research 01:36:57.119 --> 01:36:59.030 align:start position:0% to do research if<01:36:57.280> you<01:36:57.440> want<01:36:57.600> to<01:36:58.000> work<01:36:58.400> in<01:36:58.560> science<01:36:58.960> and 01:36:59.030 --> 01:36:59.040 align:start position:0% if you want to work in science and 01:36:59.040 --> 01:37:00.629 align:start position:0% if you want to work in science and technology<01:36:59.679> that 01:37:00.629 --> 01:37:00.639 align:start position:0% technology that 01:37:00.639 --> 01:37:02.790 align:start position:0% technology that might<01:37:00.880> be<01:37:01.040> different<01:37:01.520> actually<01:37:02.320> but<01:37:02.560> if<01:37:02.639> you 01:37:02.790 --> 01:37:02.800 align:start position:0% might be different actually but if you 01:37:02.800 --> 01:37:04.229 align:start position:0% might be different actually but if you really<01:37:02.960> like<01:37:03.199> if<01:37:03.280> your<01:37:03.440> goal<01:37:03.760> is<01:37:03.840> to<01:37:04.000> do 01:37:04.229 --> 01:37:04.239 align:start position:0% really like if your goal is to do 01:37:04.239 --> 01:37:06.229 align:start position:0% really like if your goal is to do independent<01:37:04.800> research<01:37:05.119> at<01:37:05.280> some<01:37:05.520> point 01:37:06.229 --> 01:37:06.239 align:start position:0% independent research at some point 01:37:06.239 --> 01:37:09.030 align:start position:0% independent research at some point you<01:37:06.400> need<01:37:06.639> to<01:37:06.719> get<01:37:06.960> a<01:37:07.040> phd<01:37:07.920> sooner<01:37:08.159> or<01:37:08.320> later 01:37:09.030 --> 01:37:09.040 align:start position:0% you need to get a phd sooner or later 01:37:09.040 --> 01:37:09.430 align:start position:0% you need to get a phd sooner or later yeah 01:37:09.430 --> 01:37:09.440 align:start position:0% yeah 01:37:09.440 --> 01:37:11.910 align:start position:0% yeah definitely<01:37:10.480> yeah<01:37:10.719> it's<01:37:10.960> also<01:37:11.360> it's<01:37:11.600> a<01:37:11.679> good 01:37:11.910 --> 01:37:11.920 align:start position:0% definitely yeah it's also it's a good 01:37:11.920 --> 01:37:13.590 align:start position:0% definitely yeah it's also it's a good like<01:37:12.239> thing<01:37:12.480> because<01:37:12.800> like<01:37:13.040> if<01:37:13.199> you<01:37:13.280> do<01:37:13.440> your 01:37:13.590 --> 01:37:13.600 align:start position:0% like thing because like if you do your 01:37:13.600 --> 01:37:15.510 align:start position:0% like thing because like if you do your phd<01:37:14.080> soon<01:37:14.320> like<01:37:14.480> and<01:37:14.639> then<01:37:14.800> you<01:37:14.880> maybe<01:37:15.199> figure 01:37:15.510 --> 01:37:15.520 align:start position:0% phd soon like and then you maybe figure 01:37:15.520 --> 01:37:16.390 align:start position:0% phd soon like and then you maybe figure out<01:37:15.760> that<01:37:15.920> you 01:37:16.390 --> 01:37:16.400 align:start position:0% out that you 01:37:16.400 --> 01:37:18.790 align:start position:0% out that you don't<01:37:16.800> like<01:37:17.199> academic<01:37:17.760> research<01:37:18.239> at<01:37:18.480> all<01:37:18.639> and 01:37:18.790 --> 01:37:18.800 align:start position:0% don't like academic research at all and 01:37:18.800 --> 01:37:20.470 align:start position:0% don't like academic research at all and that<01:37:19.040> it's<01:37:19.199> not<01:37:19.520> like<01:37:19.679> how<01:37:19.920> you<01:37:20.159> thought<01:37:20.400> it 01:37:20.470 --> 01:37:20.480 align:start position:0% that it's not like how you thought it 01:37:20.480 --> 01:37:21.189 align:start position:0% that it's not like how you thought it was 01:37:21.189 --> 01:37:21.199 align:start position:0% was 01:37:21.199 --> 01:37:22.709 align:start position:0% was then<01:37:21.440> it's<01:37:21.600> better<01:37:21.920> like<01:37:22.159> to<01:37:22.320> make<01:37:22.480> that 01:37:22.709 --> 01:37:22.719 align:start position:0% then it's better like to make that 01:37:22.719 --> 01:37:24.470 align:start position:0% then it's better like to make that experience<01:37:23.440> like<01:37:23.840> earlier 01:37:24.470 --> 01:37:24.480 align:start position:0% experience like earlier 01:37:24.480 --> 01:37:26.709 align:start position:0% experience like earlier and<01:37:24.639> then<01:37:25.440> you<01:37:25.600> can<01:37:25.760> still<01:37:26.000> go<01:37:26.159> to<01:37:26.320> industry 01:37:26.709 --> 01:37:26.719 align:start position:0% and then you can still go to industry 01:37:26.719 --> 01:37:28.550 align:start position:0% and then you can still go to industry like<01:37:26.960> it's<01:37:27.280> it's<01:37:27.440> not<01:37:27.679> that<01:37:27.840> they<01:37:28.000> say<01:37:28.159> oh<01:37:28.400> now 01:37:28.550 --> 01:37:28.560 align:start position:0% like it's it's not that they say oh now 01:37:28.560 --> 01:37:30.470 align:start position:0% like it's it's not that they say oh now you<01:37:28.719> have<01:37:28.880> a<01:37:28.960> phd<01:37:29.520> like 01:37:30.470 --> 01:37:30.480 align:start position:0% you have a phd like 01:37:30.480 --> 01:37:32.229 align:start position:0% you have a phd like no<01:37:30.719> way<01:37:30.880> we're<01:37:31.040> gonna<01:37:31.280> hire<01:37:31.600> you<01:37:31.920> it's<01:37:32.080> more 01:37:32.229 --> 01:37:32.239 align:start position:0% no way we're gonna hire you it's more 01:37:32.239 --> 01:37:34.629 align:start position:0% no way we're gonna hire you it's more like<01:37:32.800> it's<01:37:32.960> usually<01:37:33.280> an<01:37:33.440> advantage 01:37:34.629 --> 01:37:34.639 align:start position:0% like it's usually an advantage 01:37:34.639 --> 01:37:37.910 align:start position:0% like it's usually an advantage right<01:37:35.679> okay<01:37:36.400> i<01:37:36.480> can<01:37:36.639> give<01:37:36.800> you<01:37:36.960> guys<01:37:37.360> maybe<01:37:37.679> a 01:37:37.910 --> 01:37:37.920 align:start position:0% right okay i can give you guys maybe a 01:37:37.920 --> 01:37:38.310 align:start position:0% right okay i can give you guys maybe a little 01:37:38.310 --> 01:37:38.320 align:start position:0% little 01:37:38.320 --> 01:37:40.709 align:start position:0% little unusual<01:37:38.719> perspective<01:37:39.440> uh<01:37:39.679> it<01:37:39.840> took<01:37:40.080> me<01:37:40.400> 15 01:37:40.709 --> 01:37:40.719 align:start position:0% unusual perspective uh it took me 15 01:37:40.719 --> 01:37:42.149 align:start position:0% unusual perspective uh it took me 15 years<01:37:41.040> to<01:37:41.119> finish<01:37:41.360> my<01:37:41.600> phd 01:37:42.149 --> 01:37:42.159 align:start position:0% years to finish my phd 01:37:42.159 --> 01:37:44.390 align:start position:0% years to finish my phd right<01:37:42.320> on<01:37:42.480> my<01:37:42.639> business<01:37:43.040> in<01:37:43.119> computer<01:37:43.520> science 01:37:44.390 --> 01:37:44.400 align:start position:0% right on my business in computer science 01:37:44.400 --> 01:37:45.189 align:start position:0% right on my business in computer science uh<01:37:44.800> and 01:37:45.189 --> 01:37:45.199 align:start position:0% uh and 01:37:45.199 --> 01:37:48.229 align:start position:0% uh and um<01:37:46.239> and<01:37:46.480> actually<01:37:46.880> i<01:37:47.040> think<01:37:47.280> i<01:37:47.360> was<01:37:47.520> the<01:37:47.679> first 01:37:48.229 --> 01:37:48.239 align:start position:0% um and actually i think i was the first 01:37:48.239 --> 01:37:50.390 align:start position:0% um and actually i think i was the first uh<01:37:48.560> graduate<01:37:49.040> student<01:37:49.520> who<01:37:49.679> downloaded<01:37:50.239> a 01:37:50.390 --> 01:37:50.400 align:start position:0% uh graduate student who downloaded a 01:37:50.400 --> 01:37:52.149 align:start position:0% uh graduate student who downloaded a significant<01:37:50.960> chunk<01:37:51.280> of<01:37:51.360> twitter<01:37:51.679> so<01:37:51.840> i<01:37:51.920> was 01:37:52.149 --> 01:37:52.159 align:start position:0% significant chunk of twitter so i was 01:37:52.159 --> 01:37:53.750 align:start position:0% significant chunk of twitter so i was the<01:37:52.239> first<01:37:52.560> receiver<01:37:53.119> of<01:37:53.199> the<01:37:53.360> twitter 01:37:53.750 --> 01:37:53.760 align:start position:0% the first receiver of the twitter 01:37:53.760 --> 01:37:55.030 align:start position:0% the first receiver of the twitter streaming<01:37:54.159> api 01:37:55.030 --> 01:37:55.040 align:start position:0% streaming api 01:37:55.040 --> 01:37:56.790 align:start position:0% streaming api and<01:37:55.199> that's<01:37:55.600> kind<01:37:55.760> of<01:37:55.920> my<01:37:56.080> small<01:37:56.239> clinton<01:37:56.560> fan 01:37:56.790 --> 01:37:56.800 align:start position:0% and that's kind of my small clinton fan 01:37:56.800 --> 01:37:58.310 align:start position:0% and that's kind of my small clinton fan that<01:37:56.880> i<01:37:56.960> discovered<01:37:57.440> justin<01:37:57.760> bieber<01:37:58.159> when 01:37:58.310 --> 01:37:58.320 align:start position:0% that i discovered justin bieber when 01:37:58.320 --> 01:37:59.990 align:start position:0% that i discovered justin bieber when nobody<01:37:58.639> knew<01:37:58.800> who<01:37:58.960> he<01:37:59.199> was 01:37:59.990 --> 01:38:00.000 align:start position:0% nobody knew who he was 01:38:00.000 --> 01:38:01.510 align:start position:0% nobody knew who he was uh<01:38:00.400> so<01:38:00.560> that's<01:38:00.800> a<01:38:00.880> little<01:38:01.040> bit<01:38:01.199> different 01:38:01.510 --> 01:38:01.520 align:start position:0% uh so that's a little bit different 01:38:01.520 --> 01:38:02.870 align:start position:0% uh so that's a little bit different right<01:38:01.760> and<01:38:01.840> so<01:38:02.000> my<01:38:02.159> my<01:38:02.320> undergrad<01:38:02.639> was<01:38:02.800> in 01:38:02.870 --> 01:38:02.880 align:start position:0% right and so my my undergrad was in 01:38:02.880 --> 01:38:04.310 align:start position:0% right and so my my undergrad was in physics<01:38:03.199> so<01:38:03.360> kind<01:38:03.520> of<01:38:03.679> you<01:38:03.760> know 01:38:04.310 --> 01:38:04.320 align:start position:0% physics so kind of you know 01:38:04.320 --> 01:38:06.070 align:start position:0% physics so kind of you know uh<01:38:04.800> what<01:38:05.040> i<01:38:05.119> would<01:38:05.280> say<01:38:05.520> in<01:38:05.760> and<01:38:05.840> then 01:38:06.070 --> 01:38:06.080 align:start position:0% uh what i would say in and then 01:38:06.080 --> 01:38:07.990 align:start position:0% uh what i would say in and then basically<01:38:06.400> i<01:38:06.560> joined<01:38:06.880> startups<01:38:07.520> right<01:38:07.679> so<01:38:07.920> the 01:38:07.990 --> 01:38:08.000 align:start position:0% basically i joined startups right so the 01:38:08.000 --> 01:38:09.669 align:start position:0% basically i joined startups right so the first<01:38:08.239> time<01:38:08.400> i<01:38:08.480> kind<01:38:08.639> of<01:38:08.800> lapsed<01:38:09.199> in<01:38:09.360> science 01:38:09.669 --> 01:38:09.679 align:start position:0% first time i kind of lapsed in science 01:38:09.679 --> 01:38:11.350 align:start position:0% first time i kind of lapsed in science when<01:38:09.840> i<01:38:09.920> joined<01:38:10.239> in<01:38:10.320> 2000 01:38:11.350 --> 01:38:11.360 align:start position:0% when i joined in 2000 01:38:11.360 --> 01:38:13.910 align:start position:0% when i joined in 2000 a<01:38:11.520> computer<01:38:12.239> uh<01:38:12.560> kind<01:38:12.719> of<01:38:13.119> you<01:38:13.280> know<01:38:13.520> internet 01:38:13.910 --> 01:38:13.920 align:start position:0% a computer uh kind of you know internet 01:38:13.920 --> 01:38:14.950 align:start position:0% a computer uh kind of you know internet boom<01:38:14.239> and<01:38:14.320> then 01:38:14.950 --> 01:38:14.960 align:start position:0% boom and then 01:38:14.960 --> 01:38:17.350 align:start position:0% boom and then you<01:38:15.040> know<01:38:15.280> the<01:38:15.440> moment<01:38:15.760> i<01:38:15.840> finished<01:38:16.080> my<01:38:16.239> phd<01:38:16.960> i 01:38:17.350 --> 01:38:17.360 align:start position:0% you know the moment i finished my phd i 01:38:17.360 --> 01:38:18.310 align:start position:0% you know the moment i finished my phd i actually<01:38:17.679> went<01:38:17.920> to 01:38:18.310 --> 01:38:18.320 align:start position:0% actually went to 01:38:18.320 --> 01:38:21.030 align:start position:0% actually went to silicon<01:38:18.719> valley<01:38:19.280> and<01:38:19.440> joined<01:38:19.840> startup<01:38:20.320> so<01:38:20.560> so 01:38:21.030 --> 01:38:21.040 align:start position:0% silicon valley and joined startup so so 01:38:21.040 --> 01:38:22.070 align:start position:0% silicon valley and joined startup so so i<01:38:21.119> think<01:38:21.440> really 01:38:22.070 --> 01:38:22.080 align:start position:0% i think really 01:38:22.080 --> 01:38:23.910 align:start position:0% i think really i<01:38:22.239> think<01:38:22.560> you<01:38:22.639> know<01:38:22.800> it's<01:38:23.119> kind<01:38:23.280> of<01:38:23.440> so<01:38:23.679> i<01:38:23.760> kind 01:38:23.910 --> 01:38:23.920 align:start position:0% i think you know it's kind of so i kind 01:38:23.920 --> 01:38:25.669 align:start position:0% i think you know it's kind of so i kind of<01:38:24.000> straddle<01:38:24.560> academia<01:38:25.280> and 01:38:25.669 --> 01:38:25.679 align:start position:0% of straddle academia and 01:38:25.679 --> 01:38:27.669 align:start position:0% of straddle academia and industry<01:38:26.080> and<01:38:26.159> i<01:38:26.239> kind<01:38:26.400> of<01:38:26.560> oscillated<01:38:27.440> and 01:38:27.669 --> 01:38:27.679 align:start position:0% industry and i kind of oscillated and 01:38:27.679 --> 01:38:29.510 align:start position:0% industry and i kind of oscillated and finally<01:38:27.920> desolation<01:38:28.480> was<01:38:28.639> kind<01:38:28.800> of<01:38:28.960> ended 01:38:29.510 --> 01:38:29.520 align:start position:0% finally desolation was kind of ended 01:38:29.520 --> 01:38:32.149 align:start position:0% finally desolation was kind of ended when<01:38:29.679> i<01:38:29.760> ended<01:38:30.000> up<01:38:30.159> here<01:38:30.960> right<01:38:31.360> uh<01:38:31.679> and<01:38:31.840> so<01:38:32.080> i 01:38:32.149 --> 01:38:32.159 align:start position:0% when i ended up here right uh and so i 01:38:32.159 --> 01:38:33.510 align:start position:0% when i ended up here right uh and so i think<01:38:32.320> it's<01:38:32.560> and<01:38:32.719> i'm<01:38:32.800> pretty<01:38:33.040> unusual<01:38:33.360> in<01:38:33.440> the 01:38:33.510 --> 01:38:33.520 align:start position:0% think it's and i'm pretty unusual in the 01:38:33.520 --> 01:38:35.350 align:start position:0% think it's and i'm pretty unusual in the sense<01:38:33.760> that<01:38:33.920> i<01:38:34.080> finished<01:38:34.400> my<01:38:34.639> it<01:38:34.719> took<01:38:34.880> me<01:38:35.040> 15 01:38:35.350 --> 01:38:35.360 align:start position:0% sense that i finished my it took me 15 01:38:35.360 --> 01:38:37.030 align:start position:0% sense that i finished my it took me 15 years<01:38:35.520> to<01:38:35.679> finish<01:38:35.920> my<01:38:36.080> phd 01:38:37.030 --> 01:38:37.040 align:start position:0% years to finish my phd 01:38:37.040 --> 01:38:39.350 align:start position:0% years to finish my phd and<01:38:37.199> i<01:38:37.440> finished<01:38:37.840> it<01:38:38.000> most<01:38:38.239> people<01:38:38.560> who<01:38:38.960> who<01:38:39.199> go 01:38:39.350 --> 01:38:39.360 align:start position:0% and i finished it most people who who go 01:38:39.360 --> 01:38:40.950 align:start position:0% and i finished it most people who who go to<01:38:39.440> startups<01:38:40.000> never<01:38:40.320> do 01:38:40.950 --> 01:38:40.960 align:start position:0% to startups never do 01:38:40.960 --> 01:38:42.870 align:start position:0% to startups never do so<01:38:41.280> you<01:38:41.360> know<01:38:41.840> the<01:38:42.000> force<01:38:42.320> function<01:38:42.560> was<01:38:42.800> you 01:38:42.870 --> 01:38:42.880 align:start position:0% so you know the force function was you 01:38:42.880 --> 01:38:44.470 align:start position:0% so you know the force function was you know<01:38:42.960> my<01:38:43.119> first<01:38:43.360> child<01:38:43.600> was<01:38:43.840> going<01:38:44.000> to<01:38:44.080> be<01:38:44.159> born 01:38:44.470 --> 01:38:44.480 align:start position:0% know my first child was going to be born 01:38:44.480 --> 01:38:46.070 align:start position:0% know my first child was going to be born and<01:38:44.639> i<01:38:44.719> kind<01:38:44.800> of<01:38:45.040> suddenly<01:38:45.360> realized<01:38:45.920> it's 01:38:46.070 --> 01:38:46.080 align:start position:0% and i kind of suddenly realized it's 01:38:46.080 --> 01:38:48.070 align:start position:0% and i kind of suddenly realized it's much<01:38:46.320> better<01:38:46.560> to<01:38:46.719> be<01:38:46.880> a<01:38:46.960> dad<01:38:47.280> in<01:38:47.360> a<01:38:47.440> small 01:38:48.070 --> 01:38:48.080 align:start position:0% much better to be a dad in a small 01:38:48.080 --> 01:38:49.830 align:start position:0% much better to be a dad in a small university<01:38:48.560> town<01:38:48.880> than<01:38:49.040> in<01:38:49.199> the<01:38:49.280> big<01:38:49.440> city<01:38:49.760> so 01:38:49.830 --> 01:38:49.840 align:start position:0% university town than in the big city so 01:38:49.840 --> 01:38:51.510 align:start position:0% university town than in the big city so i<01:38:50.000> actually<01:38:50.400> kind<01:38:50.560> of<01:38:50.800> went<01:38:50.960> to 01:38:51.510 --> 01:38:51.520 align:start position:0% i actually kind of went to 01:38:51.520 --> 01:38:53.669 align:start position:0% i actually kind of went to to<01:38:51.679> dartmouth<01:38:52.239> to<01:38:52.400> be<01:38:52.719> kind<01:38:52.880> of<01:38:53.119> uh<01:38:53.280> to<01:38:53.440> work 01:38:53.669 --> 01:38:53.679 align:start position:0% to dartmouth to be kind of uh to work 01:38:53.679 --> 01:38:55.270 align:start position:0% to dartmouth to be kind of uh to work with<01:38:53.840> my<01:38:54.080> regional<01:38:54.400> advisors<01:38:54.800> who<01:38:54.880> my 01:38:55.270 --> 01:38:55.280 align:start position:0% with my regional advisors who my 01:38:55.280 --> 01:38:57.590 align:start position:0% with my regional advisors who my my<01:38:55.520> degrees<01:38:55.920> from<01:38:56.000> japan<01:38:56.400> but<01:38:56.639> my<01:38:57.199> committee 01:38:57.590 --> 01:38:57.600 align:start position:0% my degrees from japan but my committee 01:38:57.600 --> 01:38:59.030 align:start position:0% my degrees from japan but my committee member<01:38:58.000> was<01:38:58.239> at<01:38:58.320> dartmouth<01:38:58.800> and 01:38:59.030 --> 01:38:59.040 align:start position:0% member was at dartmouth and 01:38:59.040 --> 01:39:02.390 align:start position:0% member was at dartmouth and he<01:38:59.520> um<01:39:00.159> uh<01:39:00.320> george<01:39:00.719> benka<01:39:01.440> he<01:39:01.840> uh<01:39:02.159> you<01:39:02.239> know 01:39:02.390 --> 01:39:02.400 align:start position:0% he um uh george benka he uh you know 01:39:02.400 --> 01:39:04.149 align:start position:0% he um uh george benka he uh you know basically<01:39:02.880> had<01:39:03.040> a<01:39:03.119> lot<01:39:03.360> of<01:39:03.600> um 01:39:04.149 --> 01:39:04.159 align:start position:0% basically had a lot of um 01:39:04.159 --> 01:39:06.070 align:start position:0% basically had a lot of um uh<01:39:04.400> grants<01:39:05.040> for<01:39:05.360> for<01:39:05.520> doing<01:39:05.760> this<01:39:05.840> kind<01:39:06.000> of 01:39:06.070 --> 01:39:06.080 align:start position:0% uh grants for for doing this kind of 01:39:06.080 --> 01:39:08.229 align:start position:0% uh grants for for doing this kind of research<01:39:06.560> right<01:39:06.719> so<01:39:07.040> so<01:39:07.199> i<01:39:07.280> think<01:39:07.440> it<01:39:07.600> really 01:39:08.229 --> 01:39:08.239 align:start position:0% research right so so i think it really 01:39:08.239 --> 01:39:11.030 align:start position:0% research right so so i think it really changed<01:39:08.800> it<01:39:09.040> really<01:39:09.679> depends<01:39:10.400> uh<01:39:10.639> what<01:39:10.880> you're 01:39:11.030 --> 01:39:11.040 align:start position:0% changed it really depends uh what you're 01:39:11.040 --> 01:39:12.070 align:start position:0% changed it really depends uh what you're gonna<01:39:11.280> do 01:39:12.070 --> 01:39:12.080 align:start position:0% gonna do 01:39:12.080 --> 01:39:14.070 align:start position:0% gonna do right<01:39:12.400> uh<01:39:12.719> uh<01:39:12.960> so<01:39:13.119> i<01:39:13.199> thought<01:39:13.360> phd<01:39:13.760> is<01:39:13.840> very 01:39:14.070 --> 01:39:14.080 align:start position:0% right uh uh so i thought phd is very 01:39:14.080 --> 01:39:15.910 align:start position:0% right uh uh so i thought phd is very important<01:39:14.639> in<01:39:14.800> order<01:39:15.119> to<01:39:15.199> collaborate<01:39:15.679> with 01:39:15.910 --> 01:39:15.920 align:start position:0% important in order to collaborate with 01:39:15.920 --> 01:39:16.950 align:start position:0% important in order to collaborate with academia<01:39:16.400> i<01:39:16.560> never 01:39:16.950 --> 01:39:16.960 align:start position:0% academia i never 01:39:16.960 --> 01:39:18.870 align:start position:0% academia i never wanted<01:39:17.280> to<01:39:17.440> make<01:39:17.600> an<01:39:17.760> academic<01:39:18.239> career<01:39:18.639> so 01:39:18.870 --> 01:39:18.880 align:start position:0% wanted to make an academic career so 01:39:18.880 --> 01:39:20.390 align:start position:0% wanted to make an academic career so people<01:39:19.040> told<01:39:19.280> me<01:39:19.360> dude<01:39:19.600> like<01:39:19.760> you're<01:39:19.920> too<01:39:20.080> old 01:39:20.390 --> 01:39:20.400 align:start position:0% people told me dude like you're too old 01:39:20.400 --> 01:39:21.990 align:start position:0% people told me dude like you're too old already<01:39:20.719> like<01:39:20.880> you<01:39:20.960> know<01:39:21.119> you<01:39:21.199> have<01:39:21.360> to<01:39:21.440> be 01:39:21.990 --> 01:39:22.000 align:start position:0% already like you know you have to be 01:39:22.000 --> 01:39:23.430 align:start position:0% already like you know you have to be like<01:39:22.320> you<01:39:22.400> know<01:39:22.480> if<01:39:22.639> you<01:39:22.719> don't<01:39:22.960> make<01:39:23.199> it 01:39:23.430 --> 01:39:23.440 align:start position:0% like you know if you don't make it 01:39:23.440 --> 01:39:26.870 align:start position:0% like you know if you don't make it before<01:39:24.000> 30<01:39:24.800> you<01:39:24.880> know<01:39:25.040> you<01:39:25.119> will<01:39:25.280> not<01:39:25.520> have<01:39:25.840> a 01:39:26.870 --> 01:39:26.880 align:start position:0% before 30 you know you will not have a 01:39:26.880 --> 01:39:28.870 align:start position:0% before 30 you know you will not have a kind<01:39:27.119> of<01:39:27.600> traditional<01:39:28.239> kind<01:39:28.400> of<01:39:28.560> you<01:39:28.639> know 01:39:28.870 --> 01:39:28.880 align:start position:0% kind of traditional kind of you know 01:39:28.880 --> 01:39:30.390 align:start position:0% kind of traditional kind of you know stellar<01:39:29.360> career 01:39:30.390 --> 01:39:30.400 align:start position:0% stellar career 01:39:30.400 --> 01:39:32.870 align:start position:0% stellar career track<01:39:30.800> in<01:39:31.119> in<01:39:31.360> in<01:39:31.600> universities<01:39:32.239> right<01:39:32.400> but 01:39:32.870 --> 01:39:32.880 align:start position:0% track in in in universities right but 01:39:32.880 --> 01:39:34.390 align:start position:0% track in in in universities right but what<01:39:33.119> i<01:39:33.199> think<01:39:33.440> what<01:39:33.679> really<01:39:33.920> changes 01:39:34.390 --> 01:39:34.400 align:start position:0% what i think what really changes 01:39:34.400 --> 01:39:35.590 align:start position:0% what i think what really changes especially 01:39:35.590 --> 01:39:35.600 align:start position:0% especially 01:39:35.600 --> 01:39:40.310 align:start position:0% especially uh<01:39:36.400> with<01:39:36.960> um<01:39:38.560> kind<01:39:38.719> of<01:39:38.880> startup<01:39:39.360> culture 01:39:40.310 --> 01:39:40.320 align:start position:0% uh with um kind of startup culture 01:39:40.320 --> 01:39:42.550 align:start position:0% uh with um kind of startup culture right<01:39:40.800> that<01:39:41.040> a<01:39:41.119> lot<01:39:41.360> of<01:39:41.520> work<01:39:41.760> is<01:39:42.000> done<01:39:42.400> in 01:39:42.550 --> 01:39:42.560 align:start position:0% right that a lot of work is done in 01:39:42.560 --> 01:39:43.750 align:start position:0% right that a lot of work is done in industry<01:39:43.119> so<01:39:43.280> i<01:39:43.360> think 01:39:43.750 --> 01:39:43.760 align:start position:0% industry so i think 01:39:43.760 --> 01:39:45.270 align:start position:0% industry so i think what<01:39:44.000> what<01:39:44.239> what's<01:39:44.560> really<01:39:44.800> interesting<01:39:45.119> for 01:39:45.270 --> 01:39:45.280 align:start position:0% what what what's really interesting for 01:39:45.280 --> 01:39:47.430 align:start position:0% what what what's really interesting for me<01:39:45.440> in<01:39:45.520> this<01:39:46.159> quantum<01:39:46.400> conversations<01:39:47.040> context 01:39:47.430 --> 01:39:47.440 align:start position:0% me in this quantum conversations context 01:39:47.440 --> 01:39:49.430 align:start position:0% me in this quantum conversations context is<01:39:47.520> we<01:39:47.679> see<01:39:47.840> these<01:39:48.000> two<01:39:48.159> forces<01:39:48.560> collide 01:39:49.430 --> 01:39:49.440 align:start position:0% is we see these two forces collide 01:39:49.440 --> 01:39:51.910 align:start position:0% is we see these two forces collide right<01:39:49.679> and<01:39:49.840> so<01:39:50.239> and<01:39:50.560> i<01:39:50.639> think<01:39:50.880> quantum<01:39:51.600> field 01:39:51.910 --> 01:39:51.920 align:start position:0% right and so and i think quantum field 01:39:51.920 --> 01:39:52.709 align:start position:0% right and so and i think quantum field is<01:39:52.000> a<01:39:52.080> bit 01:39:52.709 --> 01:39:52.719 align:start position:0% is a bit 01:39:52.719 --> 01:39:54.629 align:start position:0% is a bit delayed<01:39:53.280> compared<01:39:53.760> to<01:39:53.840> traditional<01:39:54.239> computer 01:39:54.629 --> 01:39:54.639 align:start position:0% delayed compared to traditional computer 01:39:54.639 --> 01:39:56.229 align:start position:0% delayed compared to traditional computer science<01:39:54.880> because<01:39:55.360> if<01:39:55.520> you<01:39:55.600> look<01:39:55.760> at<01:39:55.840> computer 01:39:56.229 --> 01:39:56.239 align:start position:0% science because if you look at computer 01:39:56.239 --> 01:39:57.270 align:start position:0% science because if you look at computer science 01:39:57.270 --> 01:39:57.280 align:start position:0% science 01:39:57.280 --> 01:39:59.030 align:start position:0% science you<01:39:57.360> know<01:39:57.600> it<01:39:57.679> started<01:39:58.000> in<01:39:58.159> the<01:39:58.239> 50s<01:39:58.639> and<01:39:58.719> 60s 01:39:59.030 --> 01:39:59.040 align:start position:0% you know it started in the 50s and 60s 01:39:59.040 --> 01:40:00.550 align:start position:0% you know it started in the 50s and 60s there<01:39:59.199> was<01:39:59.280> no<01:39:59.440> computers<01:40:00.000> right<01:40:00.159> so<01:40:00.320> who 01:40:00.550 --> 01:40:00.560 align:start position:0% there was no computers right so who 01:40:00.560 --> 01:40:02.149 align:start position:0% there was no computers right so who joined<01:40:00.880> it<01:40:01.040> there<01:40:01.280> are<01:40:01.440> people<01:40:01.840> from 01:40:02.149 --> 01:40:02.159 align:start position:0% joined it there are people from 01:40:02.159 --> 01:40:03.189 align:start position:0% joined it there are people from linguistics 01:40:03.189 --> 01:40:03.199 align:start position:0% linguistics 01:40:03.199 --> 01:40:04.550 align:start position:0% linguistics math<01:40:03.600> and<01:40:03.679> physics<01:40:04.080> people<01:40:04.320> with<01:40:04.480> the 01:40:04.550 --> 01:40:04.560 align:start position:0% math and physics people with the 01:40:04.560 --> 01:40:07.109 align:start position:0% math and physics people with the traditional<01:40:05.520> academic<01:40:06.159> background 01:40:07.109 --> 01:40:07.119 align:start position:0% traditional academic background 01:40:07.119 --> 01:40:09.109 align:start position:0% traditional academic background right<01:40:07.440> and<01:40:07.520> they<01:40:07.600> all<01:40:07.760> fuse<01:40:08.080> together<01:40:08.800> and 01:40:09.109 --> 01:40:09.119 align:start position:0% right and they all fuse together and 01:40:09.119 --> 01:40:10.310 align:start position:0% right and they all fuse together and suddenly<01:40:09.840> in 01:40:10.310 --> 01:40:10.320 align:start position:0% suddenly in 01:40:10.320 --> 01:40:11.830 align:start position:0% suddenly in general<01:40:10.560> computer<01:40:10.960> science<01:40:11.280> now<01:40:11.440> there's<01:40:11.679> a 01:40:11.830 --> 01:40:11.840 align:start position:0% general computer science now there's a 01:40:11.840 --> 01:40:12.950 align:start position:0% general computer science now there's a feeling<01:40:12.080> that<01:40:12.239> like<01:40:12.400> you're<01:40:12.560> wasting<01:40:12.800> your 01:40:12.950 --> 01:40:12.960 align:start position:0% feeling that like you're wasting your 01:40:12.960 --> 01:40:14.229 align:start position:0% feeling that like you're wasting your time<01:40:13.119> if<01:40:13.199> you<01:40:13.280> do<01:40:13.440> a<01:40:13.520> phd 01:40:14.229 --> 01:40:14.239 align:start position:0% time if you do a phd 01:40:14.239 --> 01:40:15.830 align:start position:0% time if you do a phd because<01:40:14.560> instead<01:40:14.800> of<01:40:15.119> you<01:40:15.199> know<01:40:15.520> spending 01:40:15.830 --> 01:40:15.840 align:start position:0% because instead of you know spending 01:40:15.840 --> 01:40:17.189 align:start position:0% because instead of you know spending five<01:40:16.000> years<01:40:16.239> on<01:40:16.320> a<01:40:16.400> phd<01:40:16.800> you<01:40:16.880> should<01:40:17.040> have 01:40:17.189 --> 01:40:17.199 align:start position:0% five years on a phd you should have 01:40:17.199 --> 01:40:18.070 align:start position:0% five years on a phd you should have joined<01:40:17.440> google 01:40:18.070 --> 01:40:18.080 align:start position:0% joined google 01:40:18.080 --> 01:40:20.229 align:start position:0% joined google in<01:40:18.239> the<01:40:18.320> year<01:40:18.480> 2000<01:40:19.040> you<01:40:19.280> know<01:40:19.600> we<01:40:20.000> would<01:40:20.159> be 01:40:20.229 --> 01:40:20.239 align:start position:0% in the year 2000 you know we would be 01:40:20.239 --> 01:40:22.070 align:start position:0% in the year 2000 you know we would be like<01:40:20.400> a<01:40:20.480> zillionaire<01:40:21.119> and<01:40:21.360> you<01:40:21.440> can 01:40:22.070 --> 01:40:22.080 align:start position:0% like a zillionaire and you can 01:40:22.080 --> 01:40:24.790 align:start position:0% like a zillionaire and you can study<01:40:22.560> anything<01:40:22.960> at<01:40:23.040> your<01:40:23.199> leisure<01:40:23.920> right<01:40:24.320> uh 01:40:24.790 --> 01:40:24.800 align:start position:0% study anything at your leisure right uh 01:40:24.800 --> 01:40:25.189 align:start position:0% study anything at your leisure right uh or 01:40:25.189 --> 01:40:25.199 align:start position:0% or 01:40:25.199 --> 01:40:27.270 align:start position:0% or you<01:40:25.360> can<01:40:25.520> do<01:40:25.600> a<01:40:25.760> startup<01:40:26.159> so<01:40:26.320> the<01:40:26.719> kind<01:40:26.960> of<01:40:27.040> the 01:40:27.270 --> 01:40:27.280 align:start position:0% you can do a startup so the kind of the 01:40:27.280 --> 01:40:29.350 align:start position:0% you can do a startup so the kind of the wisdom<01:40:27.760> in<01:40:27.840> the<01:40:28.000> silicon<01:40:28.400> valley 01:40:29.350 --> 01:40:29.360 align:start position:0% wisdom in the silicon valley 01:40:29.360 --> 01:40:31.350 align:start position:0% wisdom in the silicon valley shifted<01:40:29.760> to<01:40:30.000> kind<01:40:30.159> of<01:40:30.320> advice<01:40:30.719> for<01:40:30.960> action<01:40:31.280> you 01:40:31.350 --> 01:40:31.360 align:start position:0% shifted to kind of advice for action you 01:40:31.360 --> 01:40:34.070 align:start position:0% shifted to kind of advice for action you know<01:40:32.080> go<01:40:32.320> in<01:40:32.560> and<01:40:32.639> do<01:40:32.800> something<01:40:33.280> first 01:40:34.070 --> 01:40:34.080 align:start position:0% know go in and do something first 01:40:34.080 --> 01:40:36.629 align:start position:0% know go in and do something first figure<01:40:34.400> it<01:40:34.560> out<01:40:35.119> right<01:40:35.600> is<01:40:35.920> so<01:40:36.239> so<01:40:36.400> in<01:40:36.480> that 01:40:36.629 --> 01:40:36.639 align:start position:0% figure it out right is so so in that 01:40:36.639 --> 01:40:38.629 align:start position:0% figure it out right is so so in that sense<01:40:36.960> i'm<01:40:37.119> a<01:40:37.199> big<01:40:37.360> proponent<01:40:37.920> that 01:40:38.629 --> 01:40:38.639 align:start position:0% sense i'm a big proponent that 01:40:38.639 --> 01:40:41.270 align:start position:0% sense i'm a big proponent that it's<01:40:38.880> really<01:40:39.760> useful<01:40:40.320> to<01:40:40.560> take<01:40:40.800> a<01:40:40.960> break 01:40:41.270 --> 01:40:41.280 align:start position:0% it's really useful to take a break 01:40:41.280 --> 01:40:43.189 align:start position:0% it's really useful to take a break between<01:40:41.600> for<01:40:41.760> instance<01:40:42.000> master's<01:40:42.400> and<01:40:42.560> phd 01:40:43.189 --> 01:40:43.199 align:start position:0% between for instance master's and phd 01:40:43.199 --> 01:40:44.870 align:start position:0% between for instance master's and phd right<01:40:43.360> like<01:40:43.520> i<01:40:43.600> would<01:40:43.760> not<01:40:44.080> i<01:40:44.159> would<01:40:44.400> not 01:40:44.870 --> 01:40:44.880 align:start position:0% right like i would not i would not 01:40:44.880 --> 01:40:46.629 align:start position:0% right like i would not i would not unless<01:40:45.280> you<01:40:45.360> really<01:40:45.679> want<01:40:45.840> to<01:40:46.000> be 01:40:46.629 --> 01:40:46.639 align:start position:0% unless you really want to be 01:40:46.639 --> 01:40:50.070 align:start position:0% unless you really want to be a<01:40:47.199> professor<01:40:47.840> in<01:40:48.000> the<01:40:48.080> top<01:40:48.320> school<01:40:49.040> right<01:40:49.520> then 01:40:50.070 --> 01:40:50.080 align:start position:0% a professor in the top school right then 01:40:50.080 --> 01:40:52.229 align:start position:0% a professor in the top school right then if<01:40:50.400> you<01:40:50.560> really<01:40:51.280> and<01:40:51.440> i<01:40:51.520> see<01:40:51.679> a<01:40:51.679> lot<01:40:51.920> of<01:40:52.000> folks 01:40:52.229 --> 01:40:52.239 align:start position:0% if you really and i see a lot of folks 01:40:52.239 --> 01:40:54.070 align:start position:0% if you really and i see a lot of folks like<01:40:52.400> this<01:40:53.040> right<01:40:53.199> so<01:40:53.360> i<01:40:53.440> think 01:40:54.070 --> 01:40:54.080 align:start position:0% like this right so i think 01:40:54.080 --> 01:40:56.470 align:start position:0% like this right so i think and<01:40:54.480> still<01:40:55.119> regardless<01:40:55.760> of<01:40:55.920> enough<01:40:56.239> all<01:40:56.400> the 01:40:56.470 --> 01:40:56.480 align:start position:0% and still regardless of enough all the 01:40:56.480 --> 01:40:57.510 align:start position:0% and still regardless of enough all the money<01:40:56.719> which<01:40:56.880> is<01:40:56.960> kind<01:40:57.040> of<01:40:57.199> flourishing 01:40:57.510 --> 01:40:57.520 align:start position:0% money which is kind of flourishing 01:40:57.520 --> 01:40:58.070 align:start position:0% money which is kind of flourishing around 01:40:58.070 --> 01:40:58.080 align:start position:0% around 01:40:58.080 --> 01:41:00.229 align:start position:0% around the<01:40:58.239> field<01:40:58.800> we<01:40:58.960> have<01:40:59.360> folks<01:40:59.600> like<01:40:59.760> this<01:41:00.000> even 01:41:00.229 --> 01:41:00.239 align:start position:0% the field we have folks like this even 01:41:00.239 --> 01:41:02.149 align:start position:0% the field we have folks like this even in<01:41:00.400> deploying<01:41:00.880> machine<01:41:01.280> learning 01:41:02.149 --> 01:41:02.159 align:start position:0% in deploying machine learning 01:41:02.159 --> 01:41:04.149 align:start position:0% in deploying machine learning who<01:41:02.320> refuse<01:41:02.719> to<01:41:02.880> join<01:41:03.199> a<01:41:03.360> startup<01:41:03.760> and<01:41:03.840> advance 01:41:04.149 --> 01:41:04.159 align:start position:0% who refuse to join a startup and advance 01:41:04.159 --> 01:41:05.350 align:start position:0% who refuse to join a startup and advance science<01:41:04.320> so<01:41:04.400> i<01:41:04.480> think<01:41:04.639> it's<01:41:04.800> really 01:41:05.350 --> 01:41:05.360 align:start position:0% science so i think it's really 01:41:05.360 --> 01:41:07.750 align:start position:0% science so i think it's really what<01:41:05.600> is<01:41:05.840> kind<01:41:06.000> of<01:41:06.239> what<01:41:06.480> is<01:41:06.560> your<01:41:06.719> goal<01:41:07.360> but<01:41:07.600> if 01:41:07.750 --> 01:41:07.760 align:start position:0% what is kind of what is your goal but if 01:41:07.760 --> 01:41:08.709 align:start position:0% what is kind of what is your goal but if you<01:41:08.000> if 01:41:08.709 --> 01:41:08.719 align:start position:0% you if 01:41:08.719 --> 01:41:09.990 align:start position:0% you if if<01:41:08.800> you<01:41:08.960> really<01:41:09.119> want<01:41:09.280> to<01:41:09.360> change<01:41:09.600> the<01:41:09.679> world<01:41:09.920> a 01:41:09.990 --> 01:41:10.000 align:start position:0% if you really want to change the world a 01:41:10.000 --> 01:41:11.270 align:start position:0% if you really want to change the world a big<01:41:10.159> scale<01:41:10.400> for<01:41:10.560> industry<01:41:10.960> i<01:41:11.040> think<01:41:11.199> you 01:41:11.270 --> 01:41:11.280 align:start position:0% big scale for industry i think you 01:41:11.280 --> 01:41:12.629 align:start position:0% big scale for industry i think you should<01:41:11.520> really<01:41:11.679> take<01:41:11.920> a<01:41:12.000> break<01:41:12.239> and 01:41:12.629 --> 01:41:12.639 align:start position:0% should really take a break and 01:41:12.639 --> 01:41:14.470 align:start position:0% should really take a break and at<01:41:12.719> least<01:41:12.960> a<01:41:13.040> year<01:41:13.199> or<01:41:13.280> two<01:41:13.440> in<01:41:13.600> turn<01:41:14.159> we<01:41:14.320> see<01:41:14.480> a 01:41:14.470 --> 01:41:14.480 align:start position:0% at least a year or two in turn we see a 01:41:14.480 --> 01:41:15.830 align:start position:0% at least a year or two in turn we see a lot<01:41:14.639> of<01:41:14.719> people<01:41:14.960> in<01:41:15.119> turning 01:41:15.830 --> 01:41:15.840 align:start position:0% lot of people in turning 01:41:15.840 --> 01:41:17.830 align:start position:0% lot of people in turning then<01:41:16.000> there<01:41:16.239> are<01:41:16.480> in<01:41:16.560> the<01:41:16.639> us<01:41:17.360> this<01:41:17.520> scope 01:41:17.830 --> 01:41:17.840 align:start position:0% then there are in the us this scope 01:41:17.840 --> 01:41:19.189 align:start position:0% then there are in the us this scope system<01:41:18.159> in<01:41:18.239> some<01:41:18.400> places<01:41:18.880> and 01:41:19.189 --> 01:41:19.199 align:start position:0% system in some places and 01:41:19.199 --> 01:41:20.790 align:start position:0% system in some places and in<01:41:19.280> canada<01:41:19.760> there<01:41:19.920> are<01:41:20.080> like<01:41:20.320> you<01:41:20.480> know<01:41:20.639> so 01:41:20.790 --> 01:41:20.800 align:start position:0% in canada there are like you know so 01:41:20.800 --> 01:41:22.709 align:start position:0% in canada there are like you know so waterloo<01:41:21.280> i<01:41:21.360> think<01:41:21.600> is<01:41:21.760> very<01:41:22.080> famous<01:41:22.400> for<01:41:22.480> this 01:41:22.709 --> 01:41:22.719 align:start position:0% waterloo i think is very famous for this 01:41:22.719 --> 01:41:23.750 align:start position:0% waterloo i think is very famous for this and<01:41:22.800> stuff<01:41:22.960> like<01:41:23.119> that 01:41:23.750 --> 01:41:23.760 align:start position:0% and stuff like that 01:41:23.760 --> 01:41:25.750 align:start position:0% and stuff like that so<01:41:24.000> a<01:41:24.080> lot<01:41:24.239> of<01:41:24.320> these<01:41:24.800> folks<01:41:25.040> went<01:41:25.199> to<01:41:25.280> amazon 01:41:25.750 --> 01:41:25.760 align:start position:0% so a lot of these folks went to amazon 01:41:25.760 --> 01:41:27.350 align:start position:0% so a lot of these folks went to amazon for<01:41:25.920> instance<01:41:26.159> right<01:41:26.400> amazon<01:41:26.800> hired<01:41:27.040> a<01:41:27.119> bunch 01:41:27.350 --> 01:41:27.360 align:start position:0% for instance right amazon hired a bunch 01:41:27.360 --> 01:41:27.910 align:start position:0% for instance right amazon hired a bunch of 01:41:27.910 --> 01:41:27.920 align:start position:0% of 01:41:27.920 --> 01:41:30.229 align:start position:0% of uh<01:41:28.880> waterloo<01:41:29.360> graduates<01:41:29.760> because<01:41:29.920> they<01:41:30.080> had 01:41:30.229 --> 01:41:30.239 align:start position:0% uh waterloo graduates because they had 01:41:30.239 --> 01:41:32.470 align:start position:0% uh waterloo graduates because they had this<01:41:30.400> experience<01:41:30.960> and<01:41:31.199> in<01:41:31.360> the<01:41:31.440> uss<01:41:31.760> drexel 01:41:32.470 --> 01:41:32.480 align:start position:0% this experience and in the uss drexel 01:41:32.480 --> 01:41:34.070 align:start position:0% this experience and in the uss drexel director<01:41:32.880> university<01:41:33.280> you<01:41:33.360> know<01:41:33.520> encourages 01:41:34.070 --> 01:41:34.080 align:start position:0% director university you know encourages 01:41:34.080 --> 01:41:35.830 align:start position:0% director university you know encourages people<01:41:34.320> to<01:41:34.480> take<01:41:34.800> breaks<01:41:35.040> so 01:41:35.830 --> 01:41:35.840 align:start position:0% people to take breaks so 01:41:35.840 --> 01:41:37.270 align:start position:0% people to take breaks so i<01:41:36.000> i<01:41:36.159> would<01:41:36.320> really<01:41:36.560> say<01:41:36.880> it's<01:41:37.119> very 01:41:37.270 --> 01:41:37.280 align:start position:0% i i would really say it's very 01:41:37.280 --> 01:41:39.109 align:start position:0% i i would really say it's very interesting<01:41:38.239> right<01:41:38.560> it's<01:41:38.719> it's<01:41:38.880> really 01:41:39.109 --> 01:41:39.119 align:start position:0% interesting right it's it's really 01:41:39.119 --> 01:41:40.870 align:start position:0% interesting right it's it's really interesting<01:41:39.520> how<01:41:39.760> this<01:41:39.920> field<01:41:40.159> evolves<01:41:40.560> and 01:41:40.870 --> 01:41:40.880 align:start position:0% interesting how this field evolves and 01:41:40.880 --> 01:41:43.189 align:start position:0% interesting how this field evolves and and<01:41:41.119> i<01:41:41.199> think<01:41:41.360> we<01:41:41.520> have<01:41:42.000> kind<01:41:42.159> of<01:41:42.639> academic 01:41:43.189 --> 01:41:43.199 align:start position:0% and i think we have kind of academic 01:41:43.199 --> 01:41:44.709 align:start position:0% and i think we have kind of academic track<01:41:43.440> people<01:41:43.760> here<01:41:44.000> who<01:41:44.080> have<01:41:44.320> industry 01:41:44.709 --> 01:41:44.719 align:start position:0% track people here who have industry 01:41:44.719 --> 01:41:46.470 align:start position:0% track people here who have industry track<01:41:44.960> people<01:41:45.199> and<01:41:45.360> i'd<01:41:45.440> like<01:41:45.600> to<01:41:45.760> see<01:41:45.920> more 01:41:46.470 --> 01:41:46.480 align:start position:0% track people and i'd like to see more 01:41:46.480 --> 01:41:48.870 align:start position:0% track people and i'd like to see more of<01:41:46.639> both<01:41:46.960> and<01:41:47.280> kind<01:41:47.440> of<01:41:48.400> we'll<01:41:48.560> see<01:41:48.719> what 01:41:48.870 --> 01:41:48.880 align:start position:0% of both and kind of we'll see what 01:41:48.880 --> 01:41:50.709 align:start position:0% of both and kind of we'll see what happens<01:41:49.199> going<01:41:49.360> forward<01:41:49.760> but<01:41:50.000> but<01:41:50.159> i<01:41:50.239> think 01:41:50.709 --> 01:41:50.719 align:start position:0% happens going forward but but i think 01:41:50.719 --> 01:41:52.070 align:start position:0% happens going forward but but i think more<01:41:50.960> and<01:41:51.040> more<01:41:51.199> people<01:41:51.520> need<01:41:51.679> industry 01:41:52.070 --> 01:41:52.080 align:start position:0% more and more people need industry 01:41:52.080 --> 01:41:54.550 align:start position:0% more and more people need industry experience<01:41:52.480> because<01:41:53.119> you<01:41:53.280> need<01:41:53.440> to<01:41:53.600> integrate 01:41:54.550 --> 01:41:54.560 align:start position:0% experience because you need to integrate 01:41:54.560 --> 01:41:56.070 align:start position:0% experience because you need to integrate as<01:41:54.719> this<01:41:54.880> software<01:41:55.199> gets<01:41:55.440> into<01:41:55.679> the<01:41:55.760> world 01:41:56.070 --> 01:41:56.080 align:start position:0% as this software gets into the world 01:41:56.080 --> 01:41:57.910 align:start position:0% as this software gets into the world more<01:41:56.239> and<01:41:56.320> more<01:41:56.480> people<01:41:56.800> use<01:41:57.040> it<01:41:57.440> you<01:41:57.600> get<01:41:57.760> more 01:41:57.910 --> 01:41:57.920 align:start position:0% more and more people use it you get more 01:41:57.920 --> 01:41:58.870 align:start position:0% more and more people use it you get more and<01:41:58.080> more<01:41:58.239> people 01:41:58.870 --> 01:41:58.880 align:start position:0% and more people 01:41:58.880 --> 01:42:01.910 align:start position:0% and more people without<01:41:59.440> phds<01:42:00.080> who<01:42:00.480> who<01:42:00.639> need<01:42:00.800> help<01:42:01.520> right<01:42:01.760> and 01:42:01.910 --> 01:42:01.920 align:start position:0% without phds who who need help right and 01:42:01.920 --> 01:42:02.390 align:start position:0% without phds who who need help right and so 01:42:02.390 --> 01:42:02.400 align:start position:0% so 01:42:02.400 --> 01:42:03.830 align:start position:0% so so<01:42:02.719> i<01:42:02.800> think<01:42:02.960> it's<01:42:03.119> really<01:42:03.360> common<01:42:03.679> on 01:42:03.830 --> 01:42:03.840 align:start position:0% so i think it's really common on 01:42:03.840 --> 01:42:05.350 align:start position:0% so i think it's really common on everybody<01:42:04.159> here<01:42:04.320> to<01:42:04.480> kind<01:42:04.560> of<01:42:04.639> figure<01:42:04.960> out<01:42:05.199> how 01:42:05.350 --> 01:42:05.360 align:start position:0% everybody here to kind of figure out how 01:42:05.360 --> 01:42:06.629 align:start position:0% everybody here to kind of figure out how do<01:42:05.440> we<01:42:05.600> educate<01:42:06.000> people 01:42:06.629 --> 01:42:06.639 align:start position:0% do we educate people 01:42:06.639 --> 01:42:09.030 align:start position:0% do we educate people uh<01:42:06.960> how<01:42:07.119> do<01:42:07.280> we<01:42:07.360> do<01:42:07.520> one-on-one<01:42:08.400> kind<01:42:08.560> of<01:42:08.719> level 01:42:09.030 --> 01:42:09.040 align:start position:0% uh how do we do one-on-one kind of level 01:42:09.040 --> 01:42:11.030 align:start position:0% uh how do we do one-on-one kind of level courses<01:42:09.520> how<01:42:09.679> do<01:42:09.840> we<01:42:09.920> do<01:42:10.080> tutorials<01:42:10.800> you<01:42:10.880> know 01:42:11.030 --> 01:42:11.040 align:start position:0% courses how do we do tutorials you know 01:42:11.040 --> 01:42:12.709 align:start position:0% courses how do we do tutorials you know it's<01:42:11.199> not<01:42:11.360> really<01:42:11.679> all<01:42:11.840> about 01:42:12.709 --> 01:42:12.719 align:start position:0% it's not really all about 01:42:12.719 --> 01:42:14.390 align:start position:0% it's not really all about uh<01:42:12.880> pushing<01:42:13.199> the<01:42:13.360> envelope<01:42:13.760> how<01:42:13.920> do<01:42:14.080> we 01:42:14.390 --> 01:42:14.400 align:start position:0% uh pushing the envelope how do we 01:42:14.400 --> 01:42:17.189 align:start position:0% uh pushing the envelope how do we educate<01:42:15.040> most<01:42:15.520> people<01:42:16.000> it<01:42:16.159> kind<01:42:16.320> of<01:42:16.480> basic 01:42:17.189 --> 01:42:17.199 align:start position:0% educate most people it kind of basic 01:42:17.199 --> 01:42:19.590 align:start position:0% educate most people it kind of basic get<01:42:17.440> them<01:42:17.520> up<01:42:17.679> to<01:42:17.840> speed<01:42:18.239> how<01:42:18.639> and<01:42:18.960> you<01:42:19.040> know 01:42:19.590 --> 01:42:19.600 align:start position:0% get them up to speed how and you know 01:42:19.600 --> 01:42:21.430 align:start position:0% get them up to speed how and you know obviously<01:42:20.000> coding<01:42:20.400> is<01:42:20.560> fun<01:42:20.880> because 01:42:21.430 --> 01:42:21.440 align:start position:0% obviously coding is fun because 01:42:21.440 --> 01:42:23.590 align:start position:0% obviously coding is fun because like<01:42:21.600> something<01:42:21.920> like<01:42:22.080> tequila<01:42:22.480> can<01:42:23.280> check<01:42:23.520> it 01:42:23.590 --> 01:42:23.600 align:start position:0% like something like tequila can check it 01:42:23.600 --> 01:42:25.030 align:start position:0% like something like tequila can check it out<01:42:23.760> on<01:42:23.920> github<01:42:24.320> and<01:42:24.400> play<01:42:24.560> with<01:42:24.719> it<01:42:24.880> right 01:42:25.030 --> 01:42:25.040 align:start position:0% out on github and play with it right 01:42:25.040 --> 01:42:26.830 align:start position:0% out on github and play with it right like<01:42:25.199> this<01:42:25.360> is<01:42:25.440> the<01:42:25.600> beauty<01:42:25.840> of<01:42:25.920> this 01:42:26.830 --> 01:42:26.840 align:start position:0% like this is the beauty of this 01:42:26.840 --> 01:42:31.510 align:start position:0% like this is the beauty of this so<01:42:28.560> let's<01:42:28.719> get<01:42:28.880> on<01:42:28.960> some<01:42:29.199> thoughts 01:42:31.510 --> 01:42:31.520 align:start position:0% so let's get on some thoughts 01:42:31.520 --> 01:42:34.550 align:start position:0% so let's get on some thoughts i<01:42:31.760> had<01:42:33.199> yeah<01:42:33.440> my<01:42:33.600> thoughts<01:42:33.920> align 01:42:34.550 --> 01:42:34.560 align:start position:0% i had yeah my thoughts align 01:42:34.560 --> 01:42:38.790 align:start position:0% i had yeah my thoughts align more<01:42:34.719> with<01:42:34.960> yours<01:42:35.600> with<01:42:35.760> your<01:42:36.000> direction<01:42:36.480> lexi 01:42:38.790 --> 01:42:38.800 align:start position:0% more with yours with your direction lexi 01:42:38.800 --> 01:42:41.350 align:start position:0% more with yours with your direction lexi yeah<01:42:38.960> it's<01:42:39.119> just<01:42:39.360> one<01:42:39.520> thing<01:42:39.760> um<01:42:40.400> taking<01:42:41.119> keep 01:42:41.350 --> 01:42:41.360 align:start position:0% yeah it's just one thing um taking keep 01:42:41.360 --> 01:42:43.109 align:start position:0% yeah it's just one thing um taking keep in<01:42:41.440> mind<01:42:41.760> the<01:42:42.000> different<01:42:42.320> mentality<01:42:42.880> in<01:42:42.960> that 01:42:43.109 --> 01:42:43.119 align:start position:0% in mind the different mentality in that 01:42:43.119 --> 01:42:45.350 align:start position:0% in mind the different mentality in that sense<01:42:43.360> between<01:42:43.760> america<01:42:44.080> and<01:42:44.239> europe 01:42:45.350 --> 01:42:45.360 align:start position:0% sense between america and europe 01:42:45.360 --> 01:42:48.070 align:start position:0% sense between america and europe because<01:42:45.840> that<01:42:46.159> in<01:42:46.320> america<01:42:46.800> can<01:42:47.040> work<01:42:47.679> but<01:42:47.920> for 01:42:48.070 --> 01:42:48.080 align:start position:0% because that in america can work but for 01:42:48.080 --> 01:42:49.990 align:start position:0% because that in america can work but for instance<01:42:48.320> this<01:42:48.560> oxidation<01:42:49.119> taking<01:42:49.440> 50<01:42:49.760> years 01:42:49.990 --> 01:42:50.000 align:start position:0% instance this oxidation taking 50 years 01:42:50.000 --> 01:42:51.590 align:start position:0% instance this oxidation taking 50 years for<01:42:50.239> having<01:42:50.560> a<01:42:50.639> pizza<01:42:50.960> etc 01:42:51.590 --> 01:42:51.600 align:start position:0% for having a pizza etc 01:42:51.600 --> 01:42:53.590 align:start position:0% for having a pizza etc in<01:42:51.760> europe<01:42:52.159> in<01:42:52.239> many<01:42:52.560> universities<01:42:53.280> you<01:42:53.440> have 01:42:53.590 --> 01:42:53.600 align:start position:0% in europe in many universities you have 01:42:53.600 --> 01:42:55.270 align:start position:0% in europe in many universities you have to<01:42:53.920> achieve<01:42:54.239> your<01:42:54.400> phd<01:42:54.880> in 01:42:55.270 --> 01:42:55.280 align:start position:0% to achieve your phd in 01:42:55.280 --> 01:42:57.910 align:start position:0% to achieve your phd in four<01:42:55.440> or<01:42:55.520> five<01:42:55.679> years<01:42:56.800> or<01:42:57.280> you're<01:42:57.520> done<01:42:57.760> you 01:42:57.910 --> 01:42:57.920 align:start position:0% four or five years or you're done you 01:42:57.920 --> 01:42:58.470 align:start position:0% four or five years or you're done you know<01:42:58.159> so 01:42:58.470 --> 01:42:58.480 align:start position:0% know so 01:42:58.480 --> 01:42:59.910 align:start position:0% know so you<01:42:58.639> need<01:42:58.800> to<01:42:58.960> do<01:42:59.119> that<01:42:59.360> because<01:42:59.679> you<01:42:59.760> are 01:42:59.910 --> 01:42:59.920 align:start position:0% you need to do that because you are 01:42:59.920 --> 01:43:02.470 align:start position:0% you need to do that because you are forced<01:43:00.320> to<01:43:00.880> so<01:43:01.040> it<01:43:01.199> depends<01:43:01.600> on<01:43:01.679> the<01:43:01.920> model<01:43:02.239> so 01:43:02.470 --> 01:43:02.480 align:start position:0% forced to so it depends on the model so 01:43:02.480 --> 01:43:03.189 align:start position:0% forced to so it depends on the model so just<01:43:02.719> if<01:43:02.880> you 01:43:03.189 --> 01:43:03.199 align:start position:0% just if you 01:43:03.199 --> 01:43:04.950 align:start position:0% just if you if<01:43:03.360> you<01:43:03.600> take<01:43:03.760> that<01:43:04.080> in<01:43:04.159> mind<01:43:04.400> and<01:43:04.560> it's<01:43:04.719> like 01:43:04.950 --> 01:43:04.960 align:start position:0% if you take that in mind and it's like 01:43:04.960 --> 01:43:06.550 align:start position:0% if you take that in mind and it's like okay<01:43:05.199> it's<01:43:05.360> fine<01:43:05.600> but<01:43:05.760> i<01:43:05.920> will<01:43:06.080> do<01:43:06.239> that<01:43:06.480> in 01:43:06.550 --> 01:43:06.560 align:start position:0% okay it's fine but i will do that in 01:43:06.560 --> 01:43:08.390 align:start position:0% okay it's fine but i will do that in america<01:43:06.960> which<01:43:07.199> is<01:43:07.280> not<01:43:07.440> a<01:43:07.520> problem<01:43:07.920> so 01:43:08.390 --> 01:43:08.400 align:start position:0% america which is not a problem so 01:43:08.400 --> 01:43:10.950 align:start position:0% america which is not a problem so go<01:43:08.560> ahead<01:43:09.280> and<01:43:09.440> taking<01:43:09.760> a<01:43:09.920> year<01:43:10.320> to<01:43:10.719> think 01:43:10.950 --> 01:43:10.960 align:start position:0% go ahead and taking a year to think 01:43:10.960 --> 01:43:12.390 align:start position:0% go ahead and taking a year to think about<01:43:11.280> your<01:43:11.520> future<01:43:12.000> and 01:43:12.390 --> 01:43:12.400 align:start position:0% about your future and 01:43:12.400 --> 01:43:14.310 align:start position:0% about your future and explore<01:43:12.880> other<01:43:13.119> possibilities<01:43:13.840> i<01:43:14.000> believe 01:43:14.310 --> 01:43:14.320 align:start position:0% explore other possibilities i believe 01:43:14.320 --> 01:43:15.510 align:start position:0% explore other possibilities i believe it's<01:43:14.560> always 01:43:15.510 --> 01:43:15.520 align:start position:0% it's always 01:43:15.520 --> 01:43:17.830 align:start position:0% it's always nice<01:43:15.840> and<01:43:16.000> good<01:43:16.800> and<01:43:17.199> if<01:43:17.280> you<01:43:17.440> want<01:43:17.600> to<01:43:17.679> come 01:43:17.830 --> 01:43:17.840 align:start position:0% nice and good and if you want to come 01:43:17.840 --> 01:43:19.350 align:start position:0% nice and good and if you want to come back<01:43:18.000> to<01:43:18.080> academia<01:43:18.560> the<01:43:18.719> only<01:43:18.880> thing<01:43:19.040> that<01:43:19.199> you 01:43:19.350 --> 01:43:19.360 align:start position:0% back to academia the only thing that you 01:43:19.360 --> 01:43:20.709 align:start position:0% back to academia the only thing that you should<01:43:19.600> also<01:43:20.000> think<01:43:20.239> is 01:43:20.709 --> 01:43:20.719 align:start position:0% should also think is 01:43:20.719 --> 01:43:22.870 align:start position:0% should also think is you<01:43:20.880> need<01:43:21.040> to<01:43:21.199> continue<01:43:21.679> publishing<01:43:22.480> somehow 01:43:22.870 --> 01:43:22.880 align:start position:0% you need to continue publishing somehow 01:43:22.880 --> 01:43:23.750 align:start position:0% you need to continue publishing somehow because<01:43:23.199> it's<01:43:23.280> the<01:43:23.360> way 01:43:23.750 --> 01:43:23.760 align:start position:0% because it's the way 01:43:23.760 --> 01:43:25.189 align:start position:0% because it's the way that<01:43:24.000> you<01:43:24.239> show<01:43:24.480> that<01:43:24.639> you<01:43:24.800> have<01:43:24.960> done 01:43:25.189 --> 01:43:25.199 align:start position:0% that you show that you have done 01:43:25.199 --> 01:43:27.109 align:start position:0% that you show that you have done something<01:43:25.600> etc 01:43:27.109 --> 01:43:27.119 align:start position:0% something etc 01:43:27.119 --> 01:43:30.070 align:start position:0% something etc but<01:43:27.600> still<01:43:28.000> one<01:43:28.320> year<01:43:29.119> it's<01:43:29.360> more<01:43:29.520> than<01:43:29.760> okay 01:43:30.070 --> 01:43:30.080 align:start position:0% but still one year it's more than okay 01:43:30.080 --> 01:43:30.790 align:start position:0% but still one year it's more than okay for 01:43:30.790 --> 01:43:30.800 align:start position:0% for 01:43:30.800 --> 01:43:33.830 align:start position:0% for for<01:43:31.199> achieving<01:43:31.679> other<01:43:32.000> things<01:43:32.320> and<01:43:32.639> as<01:43:33.440> jacob 01:43:33.830 --> 01:43:33.840 align:start position:0% for achieving other things and as jacob 01:43:33.840 --> 01:43:34.470 align:start position:0% for achieving other things and as jacob said<01:43:34.080> i<01:43:34.159> mean 01:43:34.470 --> 01:43:34.480 align:start position:0% said i mean 01:43:34.480 --> 01:43:36.229 align:start position:0% said i mean sometimes<01:43:34.880> you<01:43:35.119> start<01:43:35.440> something<01:43:35.840> and<01:43:36.000> you 01:43:36.229 --> 01:43:36.239 align:start position:0% sometimes you start something and you 01:43:36.239 --> 01:43:37.990 align:start position:0% sometimes you start something and you just<01:43:36.480> realize<01:43:36.880> that<01:43:37.040> it's<01:43:37.119> not<01:43:37.360> for<01:43:37.520> you<01:43:37.760> which 01:43:37.990 --> 01:43:38.000 align:start position:0% just realize that it's not for you which 01:43:38.000 --> 01:43:38.470 align:start position:0% just realize that it's not for you which is 01:43:38.470 --> 01:43:38.480 align:start position:0% is 01:43:38.480 --> 01:43:40.470 align:start position:0% is perfect<01:43:39.119> because<01:43:39.360> you<01:43:39.520> don't<01:43:39.840> lose<01:43:40.080> your<01:43:40.239> time 01:43:40.470 --> 01:43:40.480 align:start position:0% perfect because you don't lose your time 01:43:40.480 --> 01:43:42.149 align:start position:0% perfect because you don't lose your time and<01:43:40.560> you<01:43:40.719> just<01:43:40.880> move<01:43:41.040> to<01:43:41.199> another<01:43:41.600> thing 01:43:42.149 --> 01:43:42.159 align:start position:0% and you just move to another thing 01:43:42.159 --> 01:43:44.790 align:start position:0% and you just move to another thing and<01:43:42.480> that's<01:43:43.280> that's<01:43:43.679> uh<01:43:44.000> very<01:43:44.159> okay<01:43:44.480> and<01:43:44.639> now 01:43:44.790 --> 01:43:44.800 align:start position:0% and that's that's uh very okay and now 01:43:44.800 --> 01:43:46.229 align:start position:0% and that's that's uh very okay and now with<01:43:44.960> quantum<01:43:45.280> computing<01:43:45.679> which<01:43:45.840> is<01:43:45.920> super 01:43:46.229 --> 01:43:46.239 align:start position:0% with quantum computing which is super 01:43:46.239 --> 01:43:47.430 align:start position:0% with quantum computing which is super interesting<01:43:46.800> is<01:43:46.880> that 01:43:47.430 --> 01:43:47.440 align:start position:0% interesting is that 01:43:47.440 --> 01:43:49.590 align:start position:0% interesting is that in<01:43:47.760> all<01:43:47.920> these<01:43:48.159> new<01:43:48.480> startups<01:43:48.960> and<01:43:49.119> also<01:43:49.360> big 01:43:49.590 --> 01:43:49.600 align:start position:0% in all these new startups and also big 01:43:49.600 --> 01:43:50.870 align:start position:0% in all these new startups and also big companies 01:43:50.870 --> 01:43:50.880 align:start position:0% companies 01:43:50.880 --> 01:43:53.030 align:start position:0% companies you you're<01:43:51.199> actually<01:43:51.520> doing<01:43:51.840> research<01:43:52.560> some 01:43:53.030 --> 01:43:53.040 align:start position:0% you you're actually doing research some 01:43:53.040 --> 01:43:54.550 align:start position:0% you you're actually doing research some sometimes<01:43:53.600> so 01:43:54.550 --> 01:43:54.560 align:start position:0% sometimes so 01:43:54.560 --> 01:43:56.149 align:start position:0% sometimes so it's<01:43:54.719> like<01:43:54.880> being<01:43:55.119> in<01:43:55.199> academia<01:43:55.760> but<01:43:55.920> you're 01:43:56.149 --> 01:43:56.159 align:start position:0% it's like being in academia but you're 01:43:56.159 --> 01:43:57.669 align:start position:0% it's like being in academia but you're not<01:43:56.320> in<01:43:56.400> academia<01:43:56.960> so<01:43:57.119> you<01:43:57.280> just 01:43:57.669 --> 01:43:57.679 align:start position:0% not in academia so you just 01:43:57.679 --> 01:43:59.750 align:start position:0% not in academia so you just have<01:43:57.840> to<01:43:58.000> keep<01:43:58.239> in<01:43:58.320> mind<01:43:58.560> that<01:43:59.119> at<01:43:59.280> some<01:43:59.520> point 01:43:59.750 --> 01:43:59.760 align:start position:0% have to keep in mind that at some point 01:43:59.760 --> 01:44:01.430 align:start position:0% have to keep in mind that at some point the<01:43:59.920> things<01:44:00.159> can<01:44:00.400> change<01:44:00.719> completely<01:44:01.199> like 01:44:01.430 --> 01:44:01.440 align:start position:0% the things can change completely like 01:44:01.440 --> 01:44:03.030 align:start position:0% the things can change completely like you<01:44:01.679> know<01:44:01.840> your<01:44:02.000> boss<01:44:02.320> tells<01:44:02.480> you<01:44:02.639> okay<01:44:02.880> now 01:44:03.030 --> 01:44:03.040 align:start position:0% you know your boss tells you okay now 01:44:03.040 --> 01:44:04.550 align:start position:0% you know your boss tells you okay now you<01:44:03.199> have<01:44:03.360> to<01:44:03.440> work<01:44:03.679> in<01:44:03.760> this<01:44:04.000> algorithm<01:44:04.480> and 01:44:04.550 --> 01:44:04.560 align:start position:0% you have to work in this algorithm and 01:44:04.560 --> 01:44:05.830 align:start position:0% you have to work in this algorithm and that's<01:44:04.880> it 01:44:05.830 --> 01:44:05.840 align:start position:0% that's it 01:44:05.840 --> 01:44:07.750 align:start position:0% that's it but<01:44:06.400> in<01:44:06.560> general<01:44:07.040> it's<01:44:07.199> not<01:44:07.360> what<01:44:07.679> is 01:44:07.750 --> 01:44:07.760 align:start position:0% but in general it's not what is 01:44:07.760 --> 01:44:09.189 align:start position:0% but in general it's not what is happening<01:44:08.080> because<01:44:08.320> in<01:44:08.480> the<01:44:08.560> end<01:44:08.719> your<01:44:08.960> boss 01:44:09.189 --> 01:44:09.199 align:start position:0% happening because in the end your boss 01:44:09.199 --> 01:44:09.990 align:start position:0% happening because in the end your boss will<01:44:09.360> be<01:44:09.520> probably 01:44:09.990 --> 01:44:10.000 align:start position:0% will be probably 01:44:10.000 --> 01:44:12.470 align:start position:0% will be probably a<01:44:10.159> guy<01:44:10.560> who<01:44:10.719> left<01:44:10.960> academia<01:44:11.600> so<01:44:12.239> his 01:44:12.470 --> 01:44:12.480 align:start position:0% a guy who left academia so his 01:44:12.480 --> 01:44:13.830 align:start position:0% a guy who left academia so his background<01:44:13.040> or<01:44:13.119> her<01:44:13.360> background<01:44:13.679> was 01:44:13.830 --> 01:44:13.840 align:start position:0% background or her background was 01:44:13.840 --> 01:44:15.109 align:start position:0% background or her background was academia<01:44:14.400> too 01:44:15.109 --> 01:44:15.119 align:start position:0% academia too 01:44:15.119 --> 01:44:17.750 align:start position:0% academia too so<01:44:15.760> so<01:44:16.159> that's<01:44:16.400> what's<01:44:16.800> going<01:44:17.119> on<01:44:17.280> in<01:44:17.440> quantum 01:44:17.750 --> 01:44:17.760 align:start position:0% so so that's what's going on in quantum 01:44:17.760 --> 01:44:19.910 align:start position:0% so so that's what's going on in quantum computing<01:44:18.320> at<01:44:18.480> the<01:44:18.560> moment<01:44:18.960> so<01:44:19.280> it's<01:44:19.520> not<01:44:19.679> so 01:44:19.910 --> 01:44:19.920 align:start position:0% computing at the moment so it's not so 01:44:19.920 --> 01:44:21.350 align:start position:0% computing at the moment so it's not so different<01:44:20.239> from<01:44:20.480> academia<01:44:20.960> because<01:44:21.280> all 01:44:21.350 --> 01:44:21.360 align:start position:0% different from academia because all 01:44:21.360 --> 01:44:22.709 align:start position:0% different from academia because all these<01:44:21.600> people<01:44:21.840> that<01:44:22.000> is<01:44:22.159> funding<01:44:22.400> new 01:44:22.709 --> 01:44:22.719 align:start position:0% these people that is funding new 01:44:22.719 --> 01:44:24.149 align:start position:0% these people that is funding new startups<01:44:23.199> are<01:44:23.360> people<01:44:23.600> that<01:44:23.840> are<01:44:23.920> from 01:44:24.149 --> 01:44:24.159 align:start position:0% startups are people that are from 01:44:24.159 --> 01:44:25.910 align:start position:0% startups are people that are from academia<01:44:24.719> basically<01:44:25.119> so<01:44:25.280> that's<01:44:25.520> why<01:44:25.679> their 01:44:25.910 --> 01:44:25.920 align:start position:0% academia basically so that's why their 01:44:25.920 --> 01:44:27.990 align:start position:0% academia basically so that's why their mentality<01:44:26.400> is<01:44:26.560> academia<01:44:27.119> and<01:44:27.199> that's<01:44:27.440> why 01:44:27.990 --> 01:44:28.000 align:start position:0% mentality is academia and that's why 01:44:28.000 --> 01:44:30.070 align:start position:0% mentality is academia and that's why what<01:44:28.239> uh<01:44:28.800> they<01:44:28.960> were<01:44:29.199> saying<01:44:29.440> before<01:44:29.760> about 01:44:30.070 --> 01:44:30.080 align:start position:0% what uh they were saying before about 01:44:30.080 --> 01:44:33.030 align:start position:0% what uh they were saying before about the<01:44:30.639> intel<01:44:31.119> etc<01:44:31.600> they<01:44:31.679> have<01:44:31.840> this<01:44:32.080> bias<01:44:32.400> by<01:44:32.560> psd 01:44:33.030 --> 01:44:33.040 align:start position:0% the intel etc they have this bias by psd 01:44:33.040 --> 01:44:34.470 align:start position:0% the intel etc they have this bias by psd because<01:44:33.280> in<01:44:33.360> the<01:44:33.440> end<01:44:33.600> who<01:44:33.760> hires<01:44:34.159> you<01:44:34.320> is<01:44:34.400> a 01:44:34.470 --> 01:44:34.480 align:start position:0% because in the end who hires you is a 01:44:34.480 --> 01:44:36.470 align:start position:0% because in the end who hires you is a guy<01:44:34.639> from<01:44:34.880> academia<01:44:35.520> so<01:44:35.679> he 01:44:36.470 --> 01:44:36.480 align:start position:0% guy from academia so he 01:44:36.480 --> 01:44:39.109 align:start position:0% guy from academia so he he<01:44:36.719> or<01:44:36.880> she<01:44:37.119> has<01:44:37.280> this<01:44:37.520> bias<01:44:37.920> too<01:44:38.159> so<01:44:38.800> but<01:44:39.040> it's 01:44:39.109 --> 01:44:39.119 align:start position:0% he or she has this bias too so but it's 01:44:39.119 --> 01:44:40.550 align:start position:0% he or she has this bias too so but it's something<01:44:39.440> that<01:44:39.600> it<01:44:39.679> will<01:44:39.920> change<01:44:40.159> with<01:44:40.320> time 01:44:40.550 --> 01:44:40.560 align:start position:0% something that it will change with time 01:44:40.560 --> 01:44:42.310 align:start position:0% something that it will change with time i'm<01:44:40.719> sure<01:44:41.040> so 01:44:42.310 --> 01:44:42.320 align:start position:0% i'm sure so 01:44:42.320 --> 01:44:44.070 align:start position:0% i'm sure so so<01:44:42.480> yeah<01:44:42.719> taking<01:44:43.040> a<01:44:43.119> year<01:44:43.280> for<01:44:43.440> it<01:44:43.600> and<01:44:43.920> that's 01:44:44.070 --> 01:44:44.080 align:start position:0% so yeah taking a year for it and that's 01:44:44.080 --> 01:44:45.830 align:start position:0% so yeah taking a year for it and that's why<01:44:44.239> the<01:44:44.400> internships<01:44:44.880> exist<01:44:45.280> in<01:44:45.360> the<01:44:45.520> end<01:44:45.679> so 01:44:45.830 --> 01:44:45.840 align:start position:0% why the internships exist in the end so 01:44:45.840 --> 01:44:47.510 align:start position:0% why the internships exist in the end so you<01:44:45.920> have<01:44:46.159> this<01:44:46.400> opportunity<01:44:47.040> to<01:44:47.119> explore 01:44:47.510 --> 01:44:47.520 align:start position:0% you have this opportunity to explore 01:44:47.520 --> 01:44:48.310 align:start position:0% you have this opportunity to explore other<01:44:47.840> paths 01:44:48.310 --> 01:44:48.320 align:start position:0% other paths 01:44:48.320 --> 01:44:54.149 align:start position:0% other paths which<01:44:48.560> is<01:44:48.719> always<01:44:49.040> good 01:44:54.149 --> 01:44:54.159 align:start position:0% 01:44:54.159 --> 01:44:55.830 align:start position:0% yeah<01:44:54.320> but<01:44:54.480> also<01:44:54.719> these<01:44:54.960> internships<01:44:55.600> like 01:44:55.830 --> 01:44:55.840 align:start position:0% yeah but also these internships like 01:44:55.840 --> 01:44:58.390 align:start position:0% yeah but also these internships like they<01:44:56.000> usually<01:44:56.480> ask<01:44:56.800> the<01:44:57.040> big<01:44:57.280> research<01:44:57.840> groups 01:44:58.390 --> 01:44:58.400 align:start position:0% they usually ask the big research groups 01:44:58.400 --> 01:45:01.669 align:start position:0% they usually ask the big research groups if<01:44:58.560> their<01:44:58.800> phds<01:44:59.520> want<01:44:59.679> to<01:44:59.840> do<01:45:00.159> internships 01:45:01.669 --> 01:45:01.679 align:start position:0% if their phds want to do internships 01:45:01.679 --> 01:45:03.750 align:start position:0% if their phds want to do internships and<01:45:01.920> then<01:45:02.639> i<01:45:02.719> think<01:45:02.880> there<01:45:03.119> was<01:45:03.280> more<01:45:03.440> like<01:45:03.600> the 01:45:03.750 --> 01:45:03.760 align:start position:0% and then i think there was more like the 01:45:03.760 --> 01:45:04.870 align:start position:0% and then i think there was more like the phenomenon<01:45:04.320> that<01:45:04.480> they 01:45:04.870 --> 01:45:04.880 align:start position:0% phenomenon that they 01:45:04.880 --> 01:45:06.790 align:start position:0% phenomenon that they really<01:45:05.199> didn't<01:45:05.520> had<01:45:05.760> like<01:45:05.920> enough<01:45:06.320> people 01:45:06.790 --> 01:45:06.800 align:start position:0% really didn't had like enough people 01:45:06.800 --> 01:45:08.870 align:start position:0% really didn't had like enough people like<01:45:07.119> the<01:45:07.280> pool<01:45:07.520> was<01:45:07.760> not<01:45:08.000> large<01:45:08.239> enough 01:45:08.870 --> 01:45:08.880 align:start position:0% like the pool was not large enough 01:45:08.880 --> 01:45:11.030 align:start position:0% like the pool was not large enough to<01:45:09.119> fish<01:45:09.360> from<01:45:09.600> so<01:45:09.760> they<01:45:09.920> opened<01:45:10.320> it<01:45:10.480> up<01:45:10.880> but 01:45:11.030 --> 01:45:11.040 align:start position:0% to fish from so they opened it up but 01:45:11.040 --> 01:45:13.430 align:start position:0% to fish from so they opened it up but this<01:45:11.199> will<01:45:11.360> not<01:45:11.600> stay<01:45:11.920> like<01:45:12.159> this 01:45:13.430 --> 01:45:13.440 align:start position:0% this will not stay like this 01:45:13.440 --> 01:45:16.470 align:start position:0% this will not stay like this it's<01:45:13.600> also<01:45:13.920> not<01:45:14.159> that<01:45:14.400> i<01:45:14.960> that<01:45:15.199> i<01:45:15.440> like<01:45:16.080> that<01:45:16.320> it 01:45:16.470 --> 01:45:16.480 align:start position:0% it's also not that i that i like that it 01:45:16.480 --> 01:45:17.990 align:start position:0% it's also not that i that i like that it will<01:45:16.639> not<01:45:16.800> stay<01:45:17.040> like<01:45:17.199> this<01:45:17.440> or<01:45:17.520> something 01:45:17.990 --> 01:45:18.000 align:start position:0% will not stay like this or something 01:45:18.000 --> 01:45:20.870 align:start position:0% will not stay like this or something it's<01:45:18.239> just<01:45:18.480> i<01:45:18.800> think<01:45:18.960> that's<01:45:19.280> a<01:45:19.360> reality 01:45:20.870 --> 01:45:20.880 align:start position:0% it's just i think that's a reality 01:45:20.880 --> 01:45:22.950 align:start position:0% it's just i think that's a reality like<01:45:21.600> there<01:45:21.840> will<01:45:22.000> be<01:45:22.159> like<01:45:22.400> more<01:45:22.639> people 01:45:22.950 --> 01:45:22.960 align:start position:0% like there will be like more people 01:45:22.960 --> 01:45:25.109 align:start position:0% like there will be like more people doing<01:45:23.280> phds<01:45:23.840> in<01:45:23.920> that<01:45:24.159> direction<01:45:24.719> and<01:45:24.880> then 01:45:25.109 --> 01:45:25.119 align:start position:0% doing phds in that direction and then 01:45:25.119 --> 01:45:26.709 align:start position:0% doing phds in that direction and then you<01:45:25.280> will 01:45:26.709 --> 01:45:26.719 align:start position:0% you will 01:45:26.719 --> 01:45:29.189 align:start position:0% you will those<01:45:27.040> are<01:45:27.119> your<01:45:27.280> competitors<01:45:28.159> right<01:45:28.400> so<01:45:28.639> um 01:45:29.189 --> 01:45:29.199 align:start position:0% those are your competitors right so um 01:45:29.199 --> 01:45:30.709 align:start position:0% those are your competitors right so um if<01:45:29.360> you<01:45:29.440> don't<01:45:29.679> do<01:45:29.840> one<01:45:30.080> you<01:45:30.239> haven't 01:45:30.709 --> 01:45:30.719 align:start position:0% if you don't do one you haven't 01:45:30.719 --> 01:45:34.229 align:start position:0% if you don't do one you haven't a<01:45:30.800> disadvantage<01:45:31.520> a<01:45:31.600> clear<01:45:31.840> one<01:45:33.280> it's 01:45:34.229 --> 01:45:34.239 align:start position:0% a disadvantage a clear one it's 01:45:34.239 --> 01:45:36.229 align:start position:0% a disadvantage a clear one it's it's<01:45:34.400> not<01:45:34.560> that<01:45:34.800> i'm<01:45:35.040> in<01:45:35.199> favor<01:45:35.600> of<01:45:35.760> the<01:45:35.920> system 01:45:36.229 --> 01:45:36.239 align:start position:0% it's not that i'm in favor of the system 01:45:36.239 --> 01:45:37.430 align:start position:0% it's not that i'm in favor of the system but<01:45:36.480> um 01:45:37.430 --> 01:45:37.440 align:start position:0% but um 01:45:37.440 --> 01:45:38.870 align:start position:0% but um i<01:45:37.600> think<01:45:37.840> this<01:45:38.080> is<01:45:38.239> more<01:45:38.320> or<01:45:38.400> less<01:45:38.560> how<01:45:38.800> it 01:45:38.870 --> 01:45:38.880 align:start position:0% i think this is more or less how it 01:45:38.880 --> 01:45:41.109 align:start position:0% i think this is more or less how it works<01:45:39.840> it's<01:45:39.920> like<01:45:40.159> i<01:45:40.239> don't<01:45:40.400> want<01:45:40.560> to<01:45:40.719> like 01:45:41.109 --> 01:45:41.119 align:start position:0% works it's like i don't want to like 01:45:41.119 --> 01:45:43.510 align:start position:0% works it's like i don't want to like create<01:45:41.600> the<01:45:41.760> impression<01:45:42.320> like<01:45:43.199> you<01:45:43.360> don't 01:45:43.510 --> 01:45:43.520 align:start position:0% create the impression like you don't 01:45:43.520 --> 01:45:45.030 align:start position:0% create the impression like you don't need<01:45:43.760> it<01:45:43.920> you<01:45:44.000> can<01:45:44.159> just<01:45:44.320> do<01:45:44.480> whatever<01:45:44.880> you 01:45:45.030 --> 01:45:45.040 align:start position:0% need it you can just do whatever you 01:45:45.040 --> 01:45:45.830 align:start position:0% need it you can just do whatever you want<01:45:45.360> um 01:45:45.830 --> 01:45:45.840 align:start position:0% want um 01:45:45.840 --> 01:45:48.870 align:start position:0% want um would<01:45:46.080> be<01:45:46.239> nice<01:45:46.480> but<01:45:46.719> i<01:45:48.239> yeah<01:45:48.480> you<01:45:48.639> kind<01:45:48.800> of 01:45:48.870 --> 01:45:48.880 align:start position:0% would be nice but i yeah you kind of 01:45:48.880 --> 01:45:56.790 align:start position:0% would be nice but i yeah you kind of need<01:45:49.119> it 01:45:56.790 --> 01:45:56.800 align:start position:0% 01:45:56.800 --> 01:45:59.590 align:start position:0% all<01:45:57.040> right<01:45:57.679> uh<01:45:58.080> i<01:45:58.320> think<01:45:58.800> that<01:45:59.119> that<01:45:59.360> was<01:45:59.520> a 01:45:59.590 --> 01:45:59.600 align:start position:0% all right uh i think that that was a 01:45:59.600 --> 01:46:00.709 align:start position:0% all right uh i think that that was a really<01:46:00.000> good 01:46:00.709 --> 01:46:00.719 align:start position:0% really good 01:46:00.719 --> 01:46:03.189 align:start position:0% really good coverage<01:46:01.119> of<01:46:01.199> the<01:46:01.360> phd<01:46:01.760> topic<01:46:02.080> i<01:46:02.239> still<01:46:03.040> you 01:46:03.189 --> 01:46:03.199 align:start position:0% coverage of the phd topic i still you 01:46:03.199 --> 01:46:05.030 align:start position:0% coverage of the phd topic i still you know<01:46:03.600> we<01:46:03.760> didn't<01:46:04.000> get<01:46:04.159> to<01:46:04.400> the<01:46:04.480> question<01:46:04.800> of 01:46:05.030 --> 01:46:05.040 align:start position:0% know we didn't get to the question of 01:46:05.040 --> 01:46:05.830 align:start position:0% know we didn't get to the question of kind<01:46:05.199> of 01:46:05.830 --> 01:46:05.840 align:start position:0% kind of 01:46:05.840 --> 01:46:08.310 align:start position:0% kind of initial<01:46:06.239> resources<01:46:06.800> i<01:46:06.960> wonder<01:46:07.600> you<01:46:07.760> know<01:46:08.000> if 01:46:08.310 --> 01:46:08.320 align:start position:0% initial resources i wonder you know if 01:46:08.320 --> 01:46:10.149 align:start position:0% initial resources i wonder you know if any<01:46:08.480> of<01:46:08.639> you<01:46:08.719> guys<01:46:09.040> have 01:46:10.149 --> 01:46:10.159 align:start position:0% any of you guys have 01:46:10.159 --> 01:46:13.350 align:start position:0% any of you guys have uh<01:46:10.639> advice<01:46:11.520> right<01:46:12.000> like<01:46:12.639> for 01:46:13.350 --> 01:46:13.360 align:start position:0% uh advice right like for 01:46:13.360 --> 01:46:14.790 align:start position:0% uh advice right like for uh<01:46:13.600> let's<01:46:13.760> say<01:46:14.000> software<01:46:14.239> engineer<01:46:14.719> in 01:46:14.790 --> 01:46:14.800 align:start position:0% uh let's say software engineer in 01:46:14.800 --> 01:46:16.390 align:start position:0% uh let's say software engineer in silicon<01:46:15.119> valley<01:46:15.440> who<01:46:15.520> wants<01:46:15.760> to<01:46:15.920> get<01:46:16.080> into<01:46:16.320> the 01:46:16.390 --> 01:46:16.400 align:start position:0% silicon valley who wants to get into the 01:46:16.400 --> 01:46:17.270 align:start position:0% silicon valley who wants to get into the field 01:46:17.270 --> 01:46:17.280 align:start position:0% field 01:46:17.280 --> 01:46:19.270 align:start position:0% field right<01:46:17.600> and<01:46:17.840> so<01:46:18.000> they<01:46:18.239> are<01:46:18.480> practitioners<01:46:19.119> so 01:46:19.270 --> 01:46:19.280 align:start position:0% right and so they are practitioners so 01:46:19.280 --> 01:46:21.189 align:start position:0% right and so they are practitioners so they're<01:46:19.440> not<01:46:20.159> graduate<01:46:20.560> students 01:46:21.189 --> 01:46:21.199 align:start position:0% they're not graduate students 01:46:21.199 --> 01:46:23.270 align:start position:0% they're not graduate students you<01:46:21.280> know<01:46:21.760> they<01:46:22.239> they<01:46:22.400> just<01:46:22.560> want<01:46:22.800> to<01:46:22.880> like<01:46:23.040> the 01:46:23.270 --> 01:46:23.280 align:start position:0% you know they they just want to like the 01:46:23.280 --> 01:46:24.870 align:start position:0% you know they they just want to like the self-learners<01:46:24.080> right<01:46:24.239> essential<01:46:24.639> do<01:46:24.800> you 01:46:24.870 --> 01:46:24.880 align:start position:0% self-learners right essential do you 01:46:24.880 --> 01:46:26.149 align:start position:0% self-learners right essential do you think<01:46:25.040> it's<01:46:25.199> feasible 01:46:26.149 --> 01:46:26.159 align:start position:0% think it's feasible 01:46:26.159 --> 01:46:28.950 align:start position:0% think it's feasible to<01:46:26.400> do<01:46:26.639> some<01:46:26.800> self-learning<01:46:28.159> in<01:46:28.239> this<01:46:28.400> field 01:46:28.950 --> 01:46:28.960 align:start position:0% to do some self-learning in this field 01:46:28.960 --> 01:46:30.390 align:start position:0% to do some self-learning in this field or<01:46:29.199> do<01:46:29.360> they<01:46:29.520> need<01:46:29.760> to<01:46:29.920> kind<01:46:30.080> of 01:46:30.390 --> 01:46:30.400 align:start position:0% or do they need to kind of 01:46:30.400 --> 01:46:32.310 align:start position:0% or do they need to kind of take<01:46:30.560> classes<01:46:31.040> and<01:46:31.119> go<01:46:31.280> to<01:46:31.440> school<01:46:32.080> what<01:46:32.239> do 01:46:32.310 --> 01:46:32.320 align:start position:0% take classes and go to school what do 01:46:32.320 --> 01:46:34.229 align:start position:0% take classes and go to school what do you<01:46:32.400> guys<01:46:32.560> think 01:46:34.229 --> 01:46:34.239 align:start position:0% you guys think 01:46:34.239 --> 01:46:36.310 align:start position:0% you guys think well<01:46:34.480> i<01:46:34.560> can<01:46:34.719> give<01:46:34.960> you<01:46:35.280> um<01:46:35.679> i<01:46:35.840> can<01:46:35.920> give<01:46:36.159> you 01:46:36.310 --> 01:46:36.320 align:start position:0% well i can give you um i can give you 01:46:36.320 --> 01:46:37.910 align:start position:0% well i can give you um i can give you someone<01:46:36.719> coming<01:46:37.040> from<01:46:37.199> an<01:46:37.360> industry 01:46:37.910 --> 01:46:37.920 align:start position:0% someone coming from an industry 01:46:37.920 --> 01:46:41.270 align:start position:0% someone coming from an industry perspective<01:46:39.199> and<01:46:39.679> i'll<01:46:40.159> take<01:46:40.400> a<01:46:40.480> non-standard 01:46:41.270 --> 01:46:41.280 align:start position:0% perspective and i'll take a non-standard 01:46:41.280 --> 01:46:44.070 align:start position:0% perspective and i'll take a non-standard approach<01:46:41.600> to<01:46:41.679> answering<01:46:42.080> this<01:46:42.320> and<01:46:42.480> that<01:46:42.800> i 01:46:44.070 --> 01:46:44.080 align:start position:0% approach to answering this and that i 01:46:44.080 --> 01:46:45.510 align:start position:0% approach to answering this and that i i'm<01:46:44.239> not<01:46:44.480> a<01:46:44.639> fan<01:46:44.880> of<01:46:45.119> like 01:46:45.510 --> 01:46:45.520 align:start position:0% i'm not a fan of like 01:46:45.520 --> 01:46:47.990 align:start position:0% i'm not a fan of like trying<01:46:45.840> to<01:46:46.000> get<01:46:46.239> into<01:46:46.560> the<01:46:46.719> industry<01:46:47.520> and<01:46:47.679> i<01:46:47.840> i 01:46:47.990 --> 01:46:48.000 align:start position:0% trying to get into the industry and i i 01:46:48.000 --> 01:46:49.590 align:start position:0% trying to get into the industry and i i think<01:46:48.400> i<01:46:48.560> think<01:46:48.800> it<01:46:48.960> is<01:46:49.280> a 01:46:49.590 --> 01:46:49.600 align:start position:0% think i think it is a 01:46:49.600 --> 01:46:52.790 align:start position:0% think i think it is a uh<01:46:50.560> it's<01:46:50.800> maybe<01:46:51.040> a<01:46:51.199> place<01:46:51.520> of<01:46:51.920> like 01:46:52.790 --> 01:46:52.800 align:start position:0% uh it's maybe a place of like 01:46:52.800 --> 01:46:54.790 align:start position:0% uh it's maybe a place of like it<01:46:52.960> depends<01:46:53.360> on<01:46:53.520> your<01:46:54.239> your<01:46:54.480> current 01:46:54.790 --> 01:46:54.800 align:start position:0% it depends on your your current 01:46:54.800 --> 01:46:55.990 align:start position:0% it depends on your your current employment<01:46:55.440> if<01:46:55.600> you're 01:46:55.990 --> 01:46:56.000 align:start position:0% employment if you're 01:46:56.000 --> 01:46:57.830 align:start position:0% employment if you're if<01:46:56.080> you<01:46:56.239> have<01:46:56.320> a<01:46:56.400> nice<01:46:56.639> stable<01:46:57.119> employment 01:46:57.830 --> 01:46:57.840 align:start position:0% if you have a nice stable employment 01:46:57.840 --> 01:46:59.750 align:start position:0% if you have a nice stable employment you're<01:46:58.080> able<01:46:58.320> to 01:46:59.750 --> 01:46:59.760 align:start position:0% you're able to 01:46:59.760 --> 01:47:02.870 align:start position:0% you're able to learn<01:47:00.080> this<01:47:00.239> stuff<01:47:00.560> in<01:47:00.639> your<01:47:00.800> spare<01:47:01.199> time<01:47:02.159> and 01:47:02.870 --> 01:47:02.880 align:start position:0% learn this stuff in your spare time and 01:47:02.880 --> 01:47:05.910 align:start position:0% learn this stuff in your spare time and um 01:47:05.910 --> 01:47:05.920 align:start position:0% 01:47:05.920 --> 01:47:07.830 align:start position:0% yeah<01:47:06.239> and<01:47:06.480> maybe<01:47:06.960> at<01:47:07.119> least<01:47:07.360> position 01:47:07.830 --> 01:47:07.840 align:start position:0% yeah and maybe at least position 01:47:07.840 --> 01:47:09.750 align:start position:0% yeah and maybe at least position yourself<01:47:08.400> in<01:47:08.560> your<01:47:08.960> own<01:47:09.199> company 01:47:09.750 --> 01:47:09.760 align:start position:0% yourself in your own company 01:47:09.760 --> 01:47:12.070 align:start position:0% yourself in your own company as<01:47:10.000> close<01:47:10.320> to<01:47:10.480> quantum<01:47:10.880> computing<01:47:11.760> as 01:47:12.070 --> 01:47:12.080 align:start position:0% as close to quantum computing as 01:47:12.080 --> 01:47:13.669 align:start position:0% as close to quantum computing as possible<01:47:12.560> like<01:47:12.719> whether<01:47:13.040> that's<01:47:13.280> being 01:47:13.669 --> 01:47:13.679 align:start position:0% possible like whether that's being 01:47:13.679 --> 01:47:15.270 align:start position:0% possible like whether that's being involved<01:47:14.080> in<01:47:14.239> machine<01:47:14.560> learning<01:47:14.960> at<01:47:15.119> your 01:47:15.270 --> 01:47:15.280 align:start position:0% involved in machine learning at your 01:47:15.280 --> 01:47:18.310 align:start position:0% involved in machine learning at your company<01:47:15.840> or<01:47:16.480> whatever 01:47:18.310 --> 01:47:18.320 align:start position:0% company or whatever 01:47:18.320 --> 01:47:20.229 align:start position:0% company or whatever you<01:47:18.480> know<01:47:18.639> there's<01:47:19.119> there's<01:47:19.440> some<01:47:19.760> point 01:47:20.229 --> 01:47:20.239 align:start position:0% you know there's there's some point 01:47:20.239 --> 01:47:21.510 align:start position:0% you know there's there's some point within<01:47:20.560> your<01:47:20.719> company<01:47:21.119> that<01:47:21.280> you<01:47:21.360> could 01:47:21.510 --> 01:47:21.520 align:start position:0% within your company that you could 01:47:21.520 --> 01:47:22.470 align:start position:0% within your company that you could probably<01:47:21.840> get<01:47:22.080> to 01:47:22.470 --> 01:47:22.480 align:start position:0% probably get to 01:47:22.480 --> 01:47:24.470 align:start position:0% probably get to if<01:47:22.639> you're<01:47:22.800> not<01:47:22.960> there<01:47:23.600> and<01:47:23.840> and<01:47:24.000> my<01:47:24.239> thought 01:47:24.470 --> 01:47:24.480 align:start position:0% if you're not there and and my thought 01:47:24.480 --> 01:47:25.830 align:start position:0% if you're not there and and my thought is 01:47:25.830 --> 01:47:25.840 align:start position:0% is 01:47:25.840 --> 01:47:27.270 align:start position:0% is instead<01:47:26.159> of<01:47:26.400> trying<01:47:26.639> to<01:47:26.719> get<01:47:26.960> into<01:47:27.119> the 01:47:27.270 --> 01:47:27.280 align:start position:0% instead of trying to get into the 01:47:27.280 --> 01:47:29.669 align:start position:0% instead of trying to get into the industry<01:47:28.000> i<01:47:28.159> would<01:47:28.400> rather<01:47:28.800> i<01:47:28.960> take<01:47:29.119> this 01:47:29.669 --> 01:47:29.679 align:start position:0% industry i would rather i take this 01:47:29.679 --> 01:47:32.229 align:start position:0% industry i would rather i take this viewpoint<01:47:30.159> of<01:47:30.400> let<01:47:30.639> me<01:47:31.119> build<01:47:31.440> my<01:47:31.679> skills 01:47:32.229 --> 01:47:32.239 align:start position:0% viewpoint of let me build my skills 01:47:32.239 --> 01:47:32.709 align:start position:0% viewpoint of let me build my skills enough 01:47:32.709 --> 01:47:32.719 align:start position:0% enough 01:47:32.719 --> 01:47:35.030 align:start position:0% enough and<01:47:32.960> start<01:47:33.360> contributing<01:47:34.320> where<01:47:34.560> the<01:47:34.800> only 01:47:35.030 --> 01:47:35.040 align:start position:0% and start contributing where the only 01:47:35.040 --> 01:47:36.790 align:start position:0% and start contributing where the only thing<01:47:35.360> i<01:47:35.600> can<01:47:35.920> do 01:47:36.790 --> 01:47:36.800 align:start position:0% thing i can do 01:47:36.800 --> 01:47:39.270 align:start position:0% thing i can do to<01:47:36.960> continue<01:47:37.520> is<01:47:37.760> to<01:47:37.920> join<01:47:38.560> is<01:47:38.719> to<01:47:38.960> become 01:47:39.270 --> 01:47:39.280 align:start position:0% to continue is to join is to become 01:47:39.280 --> 01:47:40.870 align:start position:0% to continue is to join is to become involved<01:47:39.679> in<01:47:39.760> the<01:47:39.920> industry 01:47:40.870 --> 01:47:40.880 align:start position:0% involved in the industry 01:47:40.880 --> 01:47:43.189 align:start position:0% involved in the industry more<01:47:41.119> so<01:47:41.360> than<01:47:41.600> trying<01:47:41.840> to<01:47:42.000> find<01:47:42.239> an<01:47:42.400> avenue<01:47:42.960> in 01:47:43.189 --> 01:47:43.199 align:start position:0% more so than trying to find an avenue in 01:47:43.199 --> 01:47:44.470 align:start position:0% more so than trying to find an avenue in for<01:47:43.360> a<01:47:43.520> job<01:47:43.920> and 01:47:44.470 --> 01:47:44.480 align:start position:0% for a job and 01:47:44.480 --> 01:47:47.109 align:start position:0% for a job and you<01:47:44.560> know<01:47:45.040> each<01:47:45.280> person<01:47:45.600> may<01:47:45.760> have<01:47:45.920> their<01:47:46.159> own 01:47:47.109 --> 01:47:47.119 align:start position:0% you know each person may have their own 01:47:47.119 --> 01:47:47.590 align:start position:0% you know each person may have their own needs 01:47:47.590 --> 01:47:47.600 align:start position:0% needs 01:47:47.600 --> 01:47:49.669 align:start position:0% needs maybe<01:47:47.840> they<01:47:48.800> you<01:47:48.880> know<01:47:49.119> they're<01:47:49.280> coming<01:47:49.600> out 01:47:49.669 --> 01:47:49.679 align:start position:0% maybe they you know they're coming out 01:47:49.679 --> 01:47:51.430 align:start position:0% maybe they you know they're coming out of<01:47:49.760> school<01:47:50.000> they<01:47:50.159> need<01:47:50.320> a<01:47:50.480> job<01:47:50.800> or<01:47:50.960> whatever 01:47:51.430 --> 01:47:51.440 align:start position:0% of school they need a job or whatever 01:47:51.440 --> 01:47:52.790 align:start position:0% of school they need a job or whatever but 01:47:52.790 --> 01:47:52.800 align:start position:0% but 01:47:52.800 --> 01:47:54.149 align:start position:0% but that's<01:47:53.040> my<01:47:53.199> approach<01:47:53.600> i<01:47:53.679> think<01:47:53.840> there<01:47:54.000> are 01:47:54.149 --> 01:47:54.159 align:start position:0% that's my approach i think there are 01:47:54.159 --> 01:47:56.470 align:start position:0% that's my approach i think there are plenty<01:47:54.480> of<01:47:54.560> good<01:47:54.719> resources<01:47:55.440> quantum<01:47:55.920> country 01:47:56.470 --> 01:47:56.480 align:start position:0% plenty of good resources quantum country 01:47:56.480 --> 01:48:00.470 align:start position:0% plenty of good resources quantum country quantum<01:47:56.800> duck<01:47:57.040> country<01:47:58.159> uh<01:47:58.639> the 01:48:00.470 --> 01:48:00.480 align:start position:0% quantum duck country uh the 01:48:00.480 --> 01:48:02.390 align:start position:0% quantum duck country uh the um<01:48:00.719> i<01:48:00.880> went<01:48:01.040> through<01:48:01.199> the<01:48:01.280> mit<01:48:01.840> courses<01:48:02.159> those 01:48:02.390 --> 01:48:02.400 align:start position:0% um i went through the mit courses those 01:48:02.400 --> 01:48:03.990 align:start position:0% um i went through the mit courses those are<01:48:02.560> kind<01:48:02.639> of<01:48:02.800> expensive<01:48:03.440> so<01:48:03.600> i<01:48:03.679> think 01:48:03.990 --> 01:48:04.000 align:start position:0% are kind of expensive so i think 01:48:04.000 --> 01:48:06.629 align:start position:0% are kind of expensive so i think the<01:48:04.239> one<01:48:04.480> on<01:48:04.719> edx<01:48:05.360> from<01:48:05.679> berkeley<01:48:06.239> is 01:48:06.629 --> 01:48:06.639 align:start position:0% the one on edx from berkeley is 01:48:06.639 --> 01:48:09.109 align:start position:0% the one on edx from berkeley is phenomenal<01:48:07.280> with<01:48:07.520> um 01:48:09.109 --> 01:48:09.119 align:start position:0% phenomenal with um 01:48:09.119 --> 01:48:13.270 align:start position:0% phenomenal with um uh<01:48:10.080> i'm<01:48:10.239> trying<01:48:10.639> uh<01:48:10.960> vazarani<01:48:12.080> uh<01:48:12.400> teaching 01:48:13.270 --> 01:48:13.280 align:start position:0% uh i'm trying uh vazarani uh teaching 01:48:13.280 --> 01:48:16.310 align:start position:0% uh i'm trying uh vazarani uh teaching um<01:48:14.080> and<01:48:15.440> yeah<01:48:15.679> and<01:48:15.920> and 01:48:16.310 --> 01:48:16.320 align:start position:0% um and yeah and and 01:48:16.320 --> 01:48:19.189 align:start position:0% um and yeah and and now<01:48:16.639> and<01:48:16.800> i<01:48:17.199> to<01:48:17.360> the<01:48:17.600> phd<01:48:18.159> point<01:48:18.480> i<01:48:18.639> think<01:48:18.880> it<01:48:19.040> is 01:48:19.189 --> 01:48:19.199 align:start position:0% now and i to the phd point i think it is 01:48:19.199 --> 01:48:21.430 align:start position:0% now and i to the phd point i think it is very<01:48:19.440> important<01:48:19.920> to<01:48:20.400> have<01:48:20.560> a<01:48:20.639> phd<01:48:21.199> for<01:48:21.360> the 01:48:21.430 --> 01:48:21.440 align:start position:0% very important to have a phd for the 01:48:21.440 --> 01:48:23.030 align:start position:0% very important to have a phd for the level<01:48:21.679> of<01:48:21.840> formalism 01:48:23.030 --> 01:48:23.040 align:start position:0% level of formalism 01:48:23.040 --> 01:48:25.030 align:start position:0% level of formalism and<01:48:23.520> the<01:48:23.840> type<01:48:24.080> of<01:48:24.239> research<01:48:24.719> we're<01:48:24.880> going<01:48:24.960> to 01:48:25.030 --> 01:48:25.040 align:start position:0% and the type of research we're going to 01:48:25.040 --> 01:48:27.109 align:start position:0% and the type of research we're going to be<01:48:25.199> doing<01:48:25.440> in<01:48:25.600> the<01:48:25.679> field<01:48:25.920> for<01:48:26.159> some<01:48:26.400> time 01:48:27.109 --> 01:48:27.119 align:start position:0% be doing in the field for some time 01:48:27.119 --> 01:48:28.310 align:start position:0% be doing in the field for some time there's<01:48:27.360> definitely<01:48:27.679> a<01:48:27.760> lot<01:48:27.920> of<01:48:28.000> software 01:48:28.310 --> 01:48:28.320 align:start position:0% there's definitely a lot of software 01:48:28.320 --> 01:48:30.390 align:start position:0% there's definitely a lot of software engineering<01:48:28.880> jobs<01:48:29.280> but<01:48:29.520> i'm<01:48:29.760> not<01:48:30.080> so 01:48:30.390 --> 01:48:30.400 align:start position:0% engineering jobs but i'm not so 01:48:30.400 --> 01:48:32.470 align:start position:0% engineering jobs but i'm not so interested<01:48:30.960> in<01:48:31.040> that<01:48:31.520> to<01:48:31.600> be<01:48:31.840> honest<01:48:32.239> even 01:48:32.470 --> 01:48:32.480 align:start position:0% interested in that to be honest even 01:48:32.480 --> 01:48:34.709 align:start position:0% interested in that to be honest even though<01:48:32.960> and<01:48:33.199> hence<01:48:33.520> my<01:48:33.679> point<01:48:33.920> about 01:48:34.709 --> 01:48:34.719 align:start position:0% though and hence my point about 01:48:34.719 --> 01:48:36.950 align:start position:0% though and hence my point about getting<01:48:35.119> into<01:48:35.360> the<01:48:35.520> industry<01:48:36.480> yeah<01:48:36.719> it'd<01:48:36.800> be 01:48:36.950 --> 01:48:36.960 align:start position:0% getting into the industry yeah it'd be 01:48:36.960 --> 01:48:38.390 align:start position:0% getting into the industry yeah it'd be cool<01:48:37.119> to<01:48:37.440> say<01:48:37.600> i'm<01:48:37.679> working<01:48:38.000> on<01:48:38.080> quantum 01:48:38.390 --> 01:48:38.400 align:start position:0% cool to say i'm working on quantum 01:48:38.400 --> 01:48:41.750 align:start position:0% cool to say i'm working on quantum computing<01:48:38.800> stuff<01:48:39.040> but<01:48:39.199> i<01:48:39.280> would<01:48:39.440> much<01:48:39.679> rather 01:48:41.750 --> 01:48:41.760 align:start position:0% computing stuff but i would much rather 01:48:41.760 --> 01:48:44.149 align:start position:0% computing stuff but i would much rather put<01:48:41.920> in<01:48:42.080> the<01:48:42.239> time<01:48:43.119> to<01:48:43.280> become<01:48:43.600> an<01:48:43.760> effective 01:48:44.149 --> 01:48:44.159 align:start position:0% put in the time to become an effective 01:48:44.159 --> 01:48:45.270 align:start position:0% put in the time to become an effective researcher 01:48:45.270 --> 01:48:45.280 align:start position:0% researcher 01:48:45.280 --> 01:48:49.189 align:start position:0% researcher and<01:48:45.440> that's<01:48:45.600> just<01:48:45.760> my<01:48:46.000> take 01:48:49.189 --> 01:48:49.199 align:start position:0% 01:48:49.199 --> 01:48:51.030 align:start position:0% thank<01:48:49.360> you<01:48:49.679> this<01:48:49.840> is<01:48:50.000> great<01:48:50.159> perspective<01:48:50.880> yeah 01:48:51.030 --> 01:48:51.040 align:start position:0% thank you this is great perspective yeah 01:48:51.040 --> 01:48:52.790 align:start position:0% thank you this is great perspective yeah absolutely<01:48:51.679> if<01:48:51.920> you<01:48:52.000> know<01:48:52.159> if<01:48:52.239> you're<01:48:52.480> able<01:48:52.639> to 01:48:52.790 --> 01:48:52.800 align:start position:0% absolutely if you know if you're able to 01:48:52.800 --> 01:48:54.629 align:start position:0% absolutely if you know if you're able to balance<01:48:53.199> it<01:48:53.280> right<01:48:53.520> it's<01:48:53.760> essentially 01:48:54.629 --> 01:48:54.639 align:start position:0% balance it right it's essentially 01:48:54.639 --> 01:48:57.510 align:start position:0% balance it right it's essentially if<01:48:54.800> you<01:48:54.880> can<01:48:55.119> hold<01:48:55.360> the<01:48:55.520> job<01:48:56.080> uh<01:48:56.800> in<01:48:56.960> the<01:48:57.040> valley 01:48:57.510 --> 01:48:57.520 align:start position:0% if you can hold the job uh in the valley 01:48:57.520 --> 01:48:58.310 align:start position:0% if you can hold the job uh in the valley and<01:48:57.840> and 01:48:58.310 --> 01:48:58.320 align:start position:0% and and 01:48:58.320 --> 01:49:01.590 align:start position:0% and and learn<01:48:59.119> on<01:48:59.280> your<01:48:59.440> own<01:48:59.600> time<01:49:00.560> right<01:49:01.119> uh 01:49:01.590 --> 01:49:01.600 align:start position:0% learn on your own time right uh 01:49:01.600 --> 01:49:05.270 align:start position:0% learn on your own time right uh that's<01:49:02.000> certainly<01:49:02.400> one<01:49:02.639> option<01:49:02.960> for<01:49:03.119> folks 01:49:05.270 --> 01:49:05.280 align:start position:0% that's certainly one option for folks 01:49:05.280 --> 01:49:08.149 align:start position:0% that's certainly one option for folks who<01:49:05.360> are<01:49:05.520> curious<01:49:06.960> and<01:49:07.040> thanks<01:49:07.280> for<01:49:07.440> the<01:49:07.840> merit 01:49:08.149 --> 01:49:08.159 align:start position:0% who are curious and thanks for the merit 01:49:08.159 --> 01:49:10.229 align:start position:0% who are curious and thanks for the merit posted<01:49:08.639> a<01:49:08.800> very<01:49:09.119> cool<01:49:09.520> uh<01:49:09.760> link 01:49:10.229 --> 01:49:10.239 align:start position:0% posted a very cool uh link 01:49:10.239 --> 01:49:14.790 align:start position:0% posted a very cool uh link in<01:49:10.400> the<01:49:10.560> chat<01:49:10.800> so<01:49:11.040> thanks<01:49:11.199> for<01:49:12.840> that 01:49:14.790 --> 01:49:14.800 align:start position:0% in the chat so thanks for that 01:49:14.800 --> 01:49:17.910 align:start position:0% in the chat so thanks for that so<01:49:14.960> that's<01:49:15.599> uh<01:49:16.000> by<01:49:16.239> one<01:49:16.400> of<01:49:16.560> the<01:49:16.719> authors<01:49:17.440> of 01:49:17.910 --> 01:49:17.920 align:start position:0% so that's uh by one of the authors of 01:49:17.920 --> 01:49:21.669 align:start position:0% so that's uh by one of the authors of um<01:49:20.000> the<01:49:20.159> nielsen<01:49:20.639> and<01:49:20.800> trunk 01:49:21.669 --> 01:49:21.679 align:start position:0% um the nielsen and trunk 01:49:21.679 --> 01:49:23.350 align:start position:0% um the nielsen and trunk book<01:49:22.000> is<01:49:22.159> like<01:49:22.320> the<01:49:22.480> bible<01:49:22.880> of<01:49:22.960> quantum 01:49:23.350 --> 01:49:23.360 align:start position:0% book is like the bible of quantum 01:49:23.360 --> 01:49:24.709 align:start position:0% book is like the bible of quantum computing<01:49:23.840> in<01:49:23.920> my<01:49:24.080> opinion<01:49:24.480> and 01:49:24.709 --> 01:49:24.719 align:start position:0% computing in my opinion and 01:49:24.719 --> 01:49:27.109 align:start position:0% computing in my opinion and nielsen<01:49:25.360> is<01:49:25.599> the<01:49:25.920> person<01:49:26.239> who<01:49:26.560> created<01:49:26.960> this 01:49:27.109 --> 01:49:27.119 align:start position:0% nielsen is the person who created this 01:49:27.119 --> 01:49:28.870 align:start position:0% nielsen is the person who created this website<01:49:27.599> so 01:49:28.870 --> 01:49:28.880 align:start position:0% website so 01:49:28.880 --> 01:49:31.830 align:start position:0% website so um<01:49:29.599> i<01:49:29.679> didn't<01:49:29.840> use<01:49:30.080> it<01:49:30.159> myself<01:49:30.639> but<01:49:30.880> um<01:49:31.520> i<01:49:31.679> think 01:49:31.830 --> 01:49:31.840 align:start position:0% um i didn't use it myself but um i think 01:49:31.840 --> 01:49:33.350 align:start position:0% um i didn't use it myself but um i think it's<01:49:32.000> really<01:49:32.239> cool<01:49:32.560> and<01:49:32.719> uh 01:49:33.350 --> 01:49:33.360 align:start position:0% it's really cool and uh 01:49:33.360 --> 01:49:35.510 align:start position:0% it's really cool and uh i<01:49:33.679> ha<01:49:33.920> i<01:49:34.000> think<01:49:34.159> there<01:49:34.320> is<01:49:34.480> a<01:49:34.880> clear<01:49:35.280> um 01:49:35.510 --> 01:49:35.520 align:start position:0% i ha i think there is a clear um 01:49:35.520 --> 01:49:39.030 align:start position:0% i ha i think there is a clear um [Music] 01:49:39.030 --> 01:49:39.040 align:start position:0% 01:49:39.040 --> 01:49:41.669 align:start position:0% there's<01:49:39.280> no<01:49:39.520> way<01:49:39.760> to<01:49:40.000> like<01:49:40.480> a<01:49:40.639> good<01:49:40.960> a<01:49:41.360> good 01:49:41.669 --> 01:49:41.679 align:start position:0% there's no way to like a good a good 01:49:41.679 --> 01:49:43.510 align:start position:0% there's no way to like a good a good platform<01:49:42.159> to<01:49:42.239> learn<01:49:42.480> quantum<01:49:42.880> computing<01:49:43.360> on 01:49:43.510 --> 01:49:43.520 align:start position:0% platform to learn quantum computing on 01:49:43.520 --> 01:49:44.390 align:start position:0% platform to learn quantum computing on your<01:49:43.679> own 01:49:44.390 --> 01:49:44.400 align:start position:0% your own 01:49:44.400 --> 01:49:47.030 align:start position:0% your own uh<01:49:44.639> where<01:49:45.040> whereas<01:49:45.599> there<01:49:45.760> is<01:49:45.920> like<01:49:46.159> many<01:49:46.880> like 01:49:47.030 --> 01:49:47.040 align:start position:0% uh where whereas there is like many like 01:49:47.040 --> 01:49:48.229 align:start position:0% uh where whereas there is like many like you<01:49:47.199> can<01:49:47.440> teach<01:49:47.679> yourself 01:49:48.229 --> 01:49:48.239 align:start position:0% you can teach yourself 01:49:48.239 --> 01:49:49.990 align:start position:0% you can teach yourself machine<01:49:48.480> learning<01:49:48.800> now<01:49:49.199> or<01:49:49.360> like<01:49:49.599> any<01:49:49.760> other 01:49:49.990 --> 01:49:50.000 align:start position:0% machine learning now or like any other 01:49:50.000 --> 01:49:51.430 align:start position:0% machine learning now or like any other emerging<01:49:50.480> field 01:49:51.430 --> 01:49:51.440 align:start position:0% emerging field 01:49:51.440 --> 01:49:53.270 align:start position:0% emerging field but<01:49:51.840> it's<01:49:52.080> it's<01:49:52.320> really<01:49:52.560> hard<01:49:52.800> for<01:49:52.960> quantum 01:49:53.270 --> 01:49:53.280 align:start position:0% but it's it's really hard for quantum 01:49:53.280 --> 01:49:55.109 align:start position:0% but it's it's really hard for quantum computing<01:49:53.760> because<01:49:54.000> of<01:49:54.159> the<01:49:54.320> noise<01:49:54.639> as<01:49:54.800> alba 01:49:55.109 --> 01:49:55.119 align:start position:0% computing because of the noise as alba 01:49:55.119 --> 01:49:55.990 align:start position:0% computing because of the noise as alba mentioned<01:49:55.679> in<01:49:55.760> the 01:49:55.990 --> 01:49:56.000 align:start position:0% mentioned in the 01:49:56.000 --> 01:49:58.870 align:start position:0% mentioned in the in<01:49:56.080> the<01:49:56.400> in<01:49:56.480> the<01:49:56.639> field<01:49:57.360> so<01:49:58.159> um<01:49:58.560> there's 01:49:58.870 --> 01:49:58.880 align:start position:0% in the in the field so um there's 01:49:58.880 --> 01:49:59.910 align:start position:0% in the in the field so um there's definitely<01:49:59.360> a<01:49:59.520> need 01:49:59.910 --> 01:49:59.920 align:start position:0% definitely a need 01:49:59.920 --> 01:50:02.709 align:start position:0% definitely a need for<01:50:00.159> like<01:50:00.560> something<01:50:00.880> like<01:50:01.119> an<01:50:01.360> academy<01:50:01.920> or<01:50:02.560> or 01:50:02.709 --> 01:50:02.719 align:start position:0% for like something like an academy or or 01:50:02.719 --> 01:50:03.669 align:start position:0% for like something like an academy or or an<01:50:02.880> online 01:50:03.669 --> 01:50:03.679 align:start position:0% an online 01:50:03.679 --> 01:50:07.270 align:start position:0% an online platform<01:50:04.480> to<01:50:05.360> to<01:50:05.520> self<01:50:06.400> self<01:50:06.719> teach<01:50:07.040> quantum 01:50:07.270 --> 01:50:07.280 align:start position:0% platform to to self self teach quantum 01:50:07.280 --> 01:50:08.629 align:start position:0% platform to to self self teach quantum computing 01:50:08.629 --> 01:50:08.639 align:start position:0% computing 01:50:08.639 --> 01:50:11.430 align:start position:0% computing yeah<01:50:08.800> i<01:50:08.960> can<01:50:09.119> comment<01:50:09.440> on<01:50:09.679> that<01:50:10.239> i<01:50:10.560> use<01:50:10.960> i<01:50:11.119> have 01:50:11.430 --> 01:50:11.440 align:start position:0% yeah i can comment on that i use i have 01:50:11.440 --> 01:50:12.149 align:start position:0% yeah i can comment on that i use i have started 01:50:12.149 --> 01:50:12.159 align:start position:0% started 01:50:12.159 --> 01:50:13.990 align:start position:0% started learning<01:50:12.560> the<01:50:12.880> part<01:50:13.119> of<01:50:13.280> quantum<01:50:13.679> media<01:50:13.920> and 01:50:13.990 --> 01:50:14.000 align:start position:0% learning the part of quantum media and 01:50:14.000 --> 01:50:15.189 align:start position:0% learning the part of quantum media and there's<01:50:14.320> a 01:50:15.189 --> 01:50:15.199 align:start position:0% there's a 01:50:15.199 --> 01:50:18.470 align:start position:0% there's a a<01:50:15.440> book<01:50:16.320> uh<01:50:16.719> says<01:50:17.599> i<01:50:17.679> think<01:50:17.920> it's<01:50:18.080> from<01:50:18.320> this 01:50:18.470 --> 01:50:18.480 align:start position:0% a book uh says i think it's from this 01:50:18.480 --> 01:50:20.870 align:start position:0% a book uh says i think it's from this year<01:50:18.719> that<01:50:18.960> has<01:50:19.280> like<01:50:19.520> the 01:50:20.870 --> 01:50:20.880 align:start position:0% year that has like the 01:50:20.880 --> 01:50:24.070 align:start position:0% year that has like the from<01:50:21.199> case<01:50:21.440> kit<01:50:22.239> let<01:50:22.400> me<01:50:22.639> take<01:50:22.800> it<01:50:23.119> from<01:50:23.360> it<01:50:23.760> and 01:50:24.070 --> 01:50:24.080 align:start position:0% from case kit let me take it from it and 01:50:24.080 --> 01:50:26.149 align:start position:0% from case kit let me take it from it and it<01:50:24.239> has<01:50:24.480> like<01:50:24.639> the<01:50:24.800> interactive<01:50:25.520> things<01:50:25.920> and 01:50:26.149 --> 01:50:26.159 align:start position:0% it has like the interactive things and 01:50:26.159 --> 01:50:28.310 align:start position:0% it has like the interactive things and on<01:50:26.400> all<01:50:26.560> the<01:50:26.719> algorithms<01:50:27.520> so<01:50:27.760> you<01:50:27.920> can 01:50:28.310 --> 01:50:28.320 align:start position:0% on all the algorithms so you can 01:50:28.320 --> 01:50:31.270 align:start position:0% on all the algorithms so you can like<01:50:29.199> as<01:50:29.440> you<01:50:29.520> say<01:50:30.159> do<01:50:30.400> the<01:50:30.560> machine<01:50:30.960> learning 01:50:31.270 --> 01:50:31.280 align:start position:0% like as you say do the machine learning 01:50:31.280 --> 01:50:31.669 align:start position:0% like as you say do the machine learning things 01:50:31.669 --> 01:50:31.679 align:start position:0% things 01:50:31.679 --> 01:50:33.910 align:start position:0% things you<01:50:31.760> can<01:50:32.000> try<01:50:32.239> it<01:50:32.400> out<01:50:32.560> and<01:50:32.960> step<01:50:33.280> by<01:50:33.440> step 01:50:33.910 --> 01:50:33.920 align:start position:0% you can try it out and step by step 01:50:33.920 --> 01:50:35.350 align:start position:0% you can try it out and step by step trying<01:50:34.159> to<01:50:34.400> learning 01:50:35.350 --> 01:50:35.360 align:start position:0% trying to learning 01:50:35.360 --> 01:50:38.790 align:start position:0% trying to learning and<01:50:35.520> also<01:50:36.239> i<01:50:36.639> think<01:50:36.960> that<01:50:37.280> the<01:50:37.440> cascade<01:50:38.159> videos 01:50:38.790 --> 01:50:38.800 align:start position:0% and also i think that the cascade videos 01:50:38.800 --> 01:50:39.189 align:start position:0% and also i think that the cascade videos that 01:50:39.189 --> 01:50:39.199 align:start position:0% that 01:50:39.199 --> 01:50:41.990 align:start position:0% that they<01:50:40.159> send<01:50:40.480> in<01:50:40.639> youtube<01:50:41.040> all<01:50:41.199> the<01:50:41.360> time<01:50:41.840> they 01:50:41.990 --> 01:50:42.000 align:start position:0% they send in youtube all the time they 01:50:42.000 --> 01:50:43.189 align:start position:0% they send in youtube all the time they are<01:50:42.159> pretty 01:50:43.189 --> 01:50:43.199 align:start position:0% are pretty 01:50:43.199 --> 01:50:46.070 align:start position:0% are pretty good<01:50:43.520> ones<01:50:43.920> to<01:50:44.320> start<01:50:44.719> learning<01:50:45.280> like<01:50:45.920> the 01:50:46.070 --> 01:50:46.080 align:start position:0% good ones to start learning like the 01:50:46.080 --> 01:50:48.310 align:start position:0% good ones to start learning like the beats<01:50:46.400> if<01:50:46.560> you<01:50:46.639> don't<01:50:46.960> have<01:50:47.280> any<01:50:47.599> idea 01:50:48.310 --> 01:50:48.320 align:start position:0% beats if you don't have any idea 01:50:48.320 --> 01:50:51.589 align:start position:0% beats if you don't have any idea of<01:50:48.560> what<01:50:48.800> uh<01:50:49.040> what<01:50:49.280> are<01:50:49.360> you<01:50:49.920> thinking<01:50:50.719> and 01:50:51.589 --> 01:50:51.599 align:start position:0% of what uh what are you thinking and 01:50:51.599 --> 01:50:54.629 align:start position:0% of what uh what are you thinking and one<01:50:52.080> thing<01:50:52.400> that<01:50:52.639> i<01:50:52.800> like<01:50:53.040> is<01:50:53.199> like<01:50:54.400> in<01:50:54.480> the 01:50:54.629 --> 01:50:54.639 align:start position:0% one thing that i like is like in the 01:50:54.639 --> 01:50:55.270 align:start position:0% one thing that i like is like in the point<01:50:54.960> of 01:50:55.270 --> 01:50:55.280 align:start position:0% point of 01:50:55.280 --> 01:50:58.390 align:start position:0% point of quantum<01:50:55.679> computing<01:50:56.320> like<01:50:57.280> taking<01:50:57.920> like 01:50:58.390 --> 01:50:58.400 align:start position:0% quantum computing like taking like 01:50:58.400 --> 01:51:00.310 align:start position:0% quantum computing like taking like out<01:50:58.800> all<01:50:58.960> the<01:50:59.280> physics<01:50:59.679> that<01:50:59.840> you<01:51:00.000> need<01:51:00.159> and 01:51:00.310 --> 01:51:00.320 align:start position:0% out all the physics that you need and 01:51:00.320 --> 01:51:02.390 align:start position:0% out all the physics that you need and say<01:51:00.560> okay<01:51:00.960> this<01:51:01.199> is<01:51:01.280> the<01:51:01.360> operational<01:51:02.000> way<01:51:02.239> to 01:51:02.390 --> 01:51:02.400 align:start position:0% say okay this is the operational way to 01:51:02.400 --> 01:51:02.709 align:start position:0% say okay this is the operational way to do 01:51:02.709 --> 01:51:02.719 align:start position:0% do 01:51:02.719 --> 01:51:04.709 align:start position:0% do quantum<01:51:03.119> of<01:51:03.199> beauty<01:51:04.159> it's<01:51:04.480> really 01:51:04.709 --> 01:51:04.719 align:start position:0% quantum of beauty it's really 01:51:04.719 --> 01:51:06.229 align:start position:0% quantum of beauty it's really interesting<01:51:05.280> let<01:51:05.440> me<01:51:05.599> let<01:51:05.440> me 01:51:06.229 --> 01:51:06.239 align:start position:0% interesting let me let me 01:51:06.239 --> 01:51:18.550 align:start position:0% interesting let me let me see 01:51:18.550 --> 01:51:18.560 align:start position:0% 01:51:18.560 --> 01:51:21.030 align:start position:0% what<01:51:18.800> is<01:51:19.119> the<01:51:19.280> name<01:51:19.520> of<01:51:19.599> the<01:51:19.760> wall<01:51:20.000> but<01:51:20.719> maybe<01:51:20.960> i 01:51:21.030 --> 01:51:21.040 align:start position:0% what is the name of the wall but maybe i 01:51:21.040 --> 01:51:22.310 align:start position:0% what is the name of the wall but maybe i will<01:51:21.199> bring<01:51:21.440> you 01:51:22.310 --> 01:51:22.320 align:start position:0% will bring you 01:51:22.320 --> 01:51:27.030 align:start position:0% will bring you into<01:51:22.800> there 01:51:27.030 --> 01:51:27.040 align:start position:0% 01:51:27.040 --> 01:51:29.910 align:start position:0% into<01:51:27.280> the<01:51:27.520> chat<01:51:27.840> but<01:51:28.400> yeah<01:51:28.639> i<01:51:28.800> think<01:51:29.280> from<01:51:29.679> my 01:51:29.910 --> 01:51:29.920 align:start position:0% into the chat but yeah i think from my 01:51:29.920 --> 01:51:30.550 align:start position:0% into the chat but yeah i think from my perspective 01:51:30.550 --> 01:51:30.560 align:start position:0% perspective 01:51:30.560 --> 01:51:33.510 align:start position:0% perspective i'm<01:51:30.800> commenting<01:51:31.280> on<01:51:31.679> what<01:51:32.400> else<01:51:32.719> i<01:51:32.960> i<01:51:33.119> did<01:51:33.360> my 01:51:33.510 --> 01:51:33.520 align:start position:0% i'm commenting on what else i i did my 01:51:33.520 --> 01:51:34.149 align:start position:0% i'm commenting on what else i i did my masters 01:51:34.149 --> 01:51:34.159 align:start position:0% masters 01:51:34.159 --> 01:51:38.149 align:start position:0% masters in<01:51:34.320> physics<01:51:34.960> and<01:51:35.199> then<01:51:35.440> i<01:51:36.000> went<01:51:36.320> into<01:51:36.800> industry 01:51:38.149 --> 01:51:38.159 align:start position:0% in physics and then i went into industry 01:51:38.159 --> 01:51:41.270 align:start position:0% in physics and then i went into industry so<01:51:38.800> and<01:51:39.360> and<01:51:39.520> then<01:51:39.760> it's<01:51:39.920> like<01:51:40.159> it<01:51:40.639> it<01:51:40.800> was 01:51:41.270 --> 01:51:41.280 align:start position:0% so and and then it's like it it was 01:51:41.280 --> 01:51:43.189 align:start position:0% so and and then it's like it it was like<01:51:41.440> a<01:51:41.520> coincidence<01:51:42.080> that<01:51:42.480> they<01:51:42.800> started 01:51:43.189 --> 01:51:43.199 align:start position:0% like a coincidence that they started 01:51:43.199 --> 01:51:45.910 align:start position:0% like a coincidence that they started doing<01:51:44.239> quantum 01:51:45.910 --> 01:51:45.920 align:start position:0% doing quantum 01:51:45.920 --> 01:51:49.669 align:start position:0% doing quantum things<01:51:46.239> in<01:51:46.639> in<01:51:46.880> during<01:51:47.599> jb<01:51:47.920> morgan<01:51:48.320> so<01:51:48.800> it<01:51:48.960> was 01:51:49.669 --> 01:51:49.679 align:start position:0% things in in during jb morgan so it was 01:51:49.679 --> 01:51:51.669 align:start position:0% things in in during jb morgan so it was like<01:51:50.000> oh<01:51:50.239> you<01:51:50.400> have<01:51:50.719> you<01:51:50.880> can<01:51:51.199> have<01:51:51.440> this 01:51:51.669 --> 01:51:51.679 align:start position:0% like oh you have you can have this 01:51:51.679 --> 01:51:53.189 align:start position:0% like oh you have you can have this opportunity 01:51:53.189 --> 01:51:53.199 align:start position:0% opportunity 01:51:53.199 --> 01:51:56.790 align:start position:0% opportunity but<01:51:55.119> i<01:51:55.280> left<01:51:56.000> the<01:51:56.159> bank 01:51:56.790 --> 01:51:56.800 align:start position:0% but i left the bank 01:51:56.800 --> 01:51:59.430 align:start position:0% but i left the bank then<01:51:57.440> but<01:51:57.679> i<01:51:57.840> am<01:51:58.000> trying<01:51:58.239> to<01:51:58.400> do<01:51:58.560> it<01:51:58.719> again<01:51:59.280> and 01:51:59.430 --> 01:51:59.440 align:start position:0% then but i am trying to do it again and 01:51:59.440 --> 01:52:00.149 align:start position:0% then but i am trying to do it again and it's<01:51:59.599> like 01:52:00.149 --> 01:52:00.159 align:start position:0% it's like 01:52:00.159 --> 01:52:02.470 align:start position:0% it's like as<01:52:00.400> you<01:52:00.560> say<01:52:00.880> a<01:52:00.960> lot<01:52:01.199> of<01:52:01.280> noise<01:52:01.840> and<01:52:02.000> a<01:52:02.159> lot<01:52:02.320> of 01:52:02.470 --> 01:52:02.480 align:start position:0% as you say a lot of noise and a lot of 01:52:02.480 --> 01:52:03.189 align:start position:0% as you say a lot of noise and a lot of things<01:52:02.800> to 01:52:03.189 --> 01:52:03.199 align:start position:0% things to 01:52:03.199 --> 01:52:06.629 align:start position:0% things to to<01:52:03.440> learn<01:52:04.239> and<01:52:05.119> maybe<01:52:05.440> if<01:52:05.599> you<01:52:05.840> want 01:52:06.629 --> 01:52:06.639 align:start position:0% to learn and maybe if you want 01:52:06.639 --> 01:52:09.589 align:start position:0% to learn and maybe if you want i<01:52:06.719> don't<01:52:06.880> know<01:52:07.199> how<01:52:07.440> is<01:52:07.840> here<01:52:08.159> but<01:52:08.400> in<01:52:08.719> i'm<01:52:09.440> i'm 01:52:09.589 --> 01:52:09.599 align:start position:0% i don't know how is here but in i'm i'm 01:52:09.599 --> 01:52:11.750 align:start position:0% i don't know how is here but in i'm i'm in<01:52:09.760> argentina<01:52:10.480> and<01:52:10.639> it's<01:52:10.800> really<01:52:11.040> complicated 01:52:11.750 --> 01:52:11.760 align:start position:0% in argentina and it's really complicated 01:52:11.760 --> 01:52:12.070 align:start position:0% in argentina and it's really complicated to 01:52:12.070 --> 01:52:12.080 align:start position:0% to 01:52:12.080 --> 01:52:15.430 align:start position:0% to find<01:52:12.400> like<01:52:12.880> jobs<01:52:13.280> for<01:52:14.480> for<01:52:14.719> doing<01:52:15.040> like 01:52:15.430 --> 01:52:15.440 align:start position:0% find like jobs for for doing like 01:52:15.440 --> 01:52:18.310 align:start position:0% find like jobs for for doing like research<01:52:16.000> or<01:52:16.880> or<01:52:17.040> doing<01:52:17.520> something<01:52:17.840> in 01:52:18.310 --> 01:52:18.320 align:start position:0% research or or doing something in 01:52:18.320 --> 01:52:19.910 align:start position:0% research or or doing something in industry<01:52:18.719> watching<01:52:19.119> eating<01:52:19.440> here<01:52:19.679> in<01:52:19.760> the 01:52:19.910 --> 01:52:19.920 align:start position:0% industry watching eating here in the 01:52:19.920 --> 01:52:20.790 align:start position:0% industry watching eating here in the south 01:52:20.790 --> 01:52:20.800 align:start position:0% south 01:52:20.800 --> 01:52:22.870 align:start position:0% south and<01:52:21.040> it<01:52:21.199> is<01:52:21.679> it's<01:52:21.840> another<01:52:22.159> problem<01:52:22.480> you<01:52:22.719> you 01:52:22.870 --> 01:52:22.880 align:start position:0% and it is it's another problem you you 01:52:22.880 --> 01:52:23.990 align:start position:0% and it is it's another problem you you just<01:52:23.119> talk<01:52:23.440> like 01:52:23.990 --> 01:52:24.000 align:start position:0% just talk like 01:52:24.000 --> 01:52:26.709 align:start position:0% just talk like in<01:52:24.639> united<01:52:25.119> states<01:52:25.440> and<01:52:25.599> in<01:52:25.840> europe<01:52:26.239> but<01:52:26.480> in 01:52:26.709 --> 01:52:26.719 align:start position:0% in united states and in europe but in 01:52:26.719 --> 01:52:28.950 align:start position:0% in united states and in europe but in south<01:52:26.960> america<01:52:27.440> is<01:52:27.679> like<01:52:27.920> a<01:52:28.080> complete 01:52:28.950 --> 01:52:28.960 align:start position:0% south america is like a complete 01:52:28.960 --> 01:52:31.669 align:start position:0% south america is like a complete different<01:52:29.440> thing<01:52:30.560> so<01:52:30.880> it's<01:52:31.440> really 01:52:31.669 --> 01:52:31.679 align:start position:0% different thing so it's really 01:52:31.679 --> 01:52:32.950 align:start position:0% different thing so it's really complicated 01:52:32.950 --> 01:52:32.960 align:start position:0% complicated 01:52:32.960 --> 01:52:36.870 align:start position:0% complicated to<01:52:33.920> do<01:52:34.080> it<01:52:34.400> by<01:52:34.560> your<01:52:34.800> own 01:52:36.870 --> 01:52:36.880 align:start position:0% to do it by your own 01:52:36.880 --> 01:52:39.510 align:start position:0% to do it by your own but<01:52:37.280> i<01:52:37.440> don't<01:52:37.599> know<01:52:37.840> there's<01:52:38.719> one<01:52:39.040> thing<01:52:39.199> that 01:52:39.510 --> 01:52:39.520 align:start position:0% but i don't know there's one thing that 01:52:39.520 --> 01:52:41.270 align:start position:0% but i don't know there's one thing that i<01:52:39.679> see<01:52:39.840> is<01:52:40.000> like<01:52:40.239> if<01:52:40.400> you're 01:52:41.270 --> 01:52:41.280 align:start position:0% i see is like if you're 01:52:41.280 --> 01:52:43.669 align:start position:0% i see is like if you're coming<01:52:41.679> from<01:52:41.840> this<01:52:42.080> software<01:52:43.119> engineering 01:52:43.669 --> 01:52:43.679 align:start position:0% coming from this software engineering 01:52:43.679 --> 01:52:44.870 align:start position:0% coming from this software engineering team<01:52:44.239> it's 01:52:44.870 --> 01:52:44.880 align:start position:0% team it's 01:52:44.880 --> 01:52:47.510 align:start position:0% team it's like<01:52:45.119> alwa<01:52:45.440> said<01:52:45.760> you<01:52:45.920> need<01:52:46.400> uh<01:52:46.719> people<01:52:47.040> that 01:52:47.510 --> 01:52:47.520 align:start position:0% like alwa said you need uh people that 01:52:47.520 --> 01:52:48.229 align:start position:0% like alwa said you need uh people that need 01:52:48.229 --> 01:52:48.239 align:start position:0% need 01:52:48.239 --> 01:52:50.550 align:start position:0% need know<01:52:48.480> how<01:52:48.639> to<01:52:48.880> do<01:52:49.040> that<01:52:49.280> the<01:52:49.440> good<01:52:49.760> quan<01:52:50.400> the 01:52:50.550 --> 01:52:50.560 align:start position:0% know how to do that the good quan the 01:52:50.560 --> 01:52:52.149 align:start position:0% know how to do that the good quan the good<01:52:51.119> engineering<01:52:51.679> the<01:52:51.840> software 01:52:52.149 --> 01:52:52.159 align:start position:0% good engineering the software 01:52:52.159 --> 01:52:53.109 align:start position:0% good engineering the software engineering 01:52:53.109 --> 01:52:53.119 align:start position:0% engineering 01:52:53.119 --> 01:52:55.350 align:start position:0% engineering and<01:52:53.599> that's<01:52:53.840> the<01:52:54.000> problem<01:52:54.560> i<01:52:54.639> know<01:52:54.880> and<01:52:55.119> in 01:52:55.350 --> 01:52:55.360 align:start position:0% and that's the problem i know and in 01:52:55.360 --> 01:52:56.709 align:start position:0% and that's the problem i know and in science<01:52:55.920> like 01:52:56.709 --> 01:52:56.719 align:start position:0% science like 01:52:56.719 --> 01:52:59.109 align:start position:0% science like software<01:52:57.360> in<01:52:57.520> science<01:52:57.920> is<01:52:58.080> like<01:52:58.400> very<01:52:58.719> messy 01:52:59.109 --> 01:52:59.119 align:start position:0% software in science is like very messy 01:52:59.119 --> 01:52:59.910 align:start position:0% software in science is like very messy scripts 01:52:59.910 --> 01:52:59.920 align:start position:0% scripts 01:52:59.920 --> 01:53:01.910 align:start position:0% scripts and<01:53:00.159> trying<01:53:00.400> to<01:53:00.560> build<01:53:00.880> up<01:53:01.199> is<01:53:01.599> like<01:53:01.760> a 01:53:01.910 --> 01:53:01.920 align:start position:0% and trying to build up is like a 01:53:01.920 --> 01:53:05.270 align:start position:0% and trying to build up is like a knowledge<01:53:02.320> that<01:53:02.719> you<01:53:02.800> can<01:53:03.040> have<01:53:03.280> from<01:53:03.520> there 01:53:05.270 --> 01:53:05.280 align:start position:0% knowledge that you can have from there 01:53:05.280 --> 01:53:08.550 align:start position:0% knowledge that you can have from there so<01:53:06.080> it's<01:53:06.320> like<01:53:07.119> yeah<01:53:07.360> i<01:53:07.520> don't<01:53:07.679> know<01:53:07.840> it's 01:53:08.550 --> 01:53:08.560 align:start position:0% so it's like yeah i don't know it's 01:53:08.560 --> 01:53:11.030 align:start position:0% so it's like yeah i don't know it's now<01:53:09.040> the<01:53:09.280> whole<01:53:09.520> globalization<01:53:10.320> and<01:53:10.480> this<01:53:10.800> is 01:53:11.030 --> 01:53:11.040 align:start position:0% now the whole globalization and this is 01:53:11.040 --> 01:53:12.550 align:start position:0% now the whole globalization and this is the<01:53:11.440> remote<01:53:11.840> works 01:53:12.550 --> 01:53:12.560 align:start position:0% the remote works 01:53:12.560 --> 01:53:14.709 align:start position:0% the remote works maybe<01:53:12.880> you<01:53:12.960> can<01:53:13.360> have<01:53:13.599> a<01:53:13.920> like<01:53:14.400> a<01:53:14.480> new 01:53:14.709 --> 01:53:14.719 align:start position:0% maybe you can have a like a new 01:53:14.719 --> 01:53:16.790 align:start position:0% maybe you can have a like a new perspective<01:53:15.360> of<01:53:15.599> what<01:53:15.760> you<01:53:15.920> want<01:53:16.159> to<01:53:16.239> do 01:53:16.790 --> 01:53:16.800 align:start position:0% perspective of what you want to do 01:53:16.800 --> 01:53:19.589 align:start position:0% perspective of what you want to do maybe<01:53:17.199> there's<01:53:17.679> new<01:53:17.920> positions<01:53:18.480> in<01:53:19.119> startups 01:53:19.589 --> 01:53:19.599 align:start position:0% maybe there's new positions in startups 01:53:19.599 --> 01:53:19.990 align:start position:0% maybe there's new positions in startups or 01:53:19.990 --> 01:53:20.000 align:start position:0% or 01:53:20.000 --> 01:53:24.830 align:start position:0% or local<01:53:21.119> i<01:53:21.199> don't<01:53:21.360> know<01:53:21.599> if<01:53:22.400> you<01:53:22.560> do<01:53:22.880> like 01:53:24.830 --> 01:53:24.840 align:start position:0% local i don't know if you do like 01:53:24.840 --> 01:53:26.390 align:start position:0% local i don't know if you do like meetups 01:53:26.390 --> 01:53:26.400 align:start position:0% meetups 01:53:26.400 --> 01:53:29.030 align:start position:0% meetups and<01:53:26.560> then<01:53:27.119> people<01:53:27.440> is<01:53:27.679> like<01:53:28.000> trying<01:53:28.239> to<01:53:28.639> engage 01:53:29.030 --> 01:53:29.040 align:start position:0% and then people is like trying to engage 01:53:29.040 --> 01:53:31.270 align:start position:0% and then people is like trying to engage in<01:53:29.440> that<01:53:29.679> that<01:53:29.920> kind<01:53:30.159> of<01:53:30.320> things 01:53:31.270 --> 01:53:31.280 align:start position:0% in that that kind of things 01:53:31.280 --> 01:53:35.030 align:start position:0% in that that kind of things maybe<01:53:31.520> can<01:53:32.000> start<01:53:32.320> doing 01:53:35.030 --> 01:53:35.040 align:start position:0% 01:53:35.040 --> 01:53:39.430 align:start position:0% to<01:53:35.360> to<01:53:35.520> learn<01:53:35.920> let<01:53:36.080> me<01:53:36.239> check<01:53:36.400> the<01:53:36.960> book 01:53:39.430 --> 01:53:39.440 align:start position:0% 01:53:39.440 --> 01:53:41.350 align:start position:0% thanks<01:53:39.679> sasha<01:53:40.159> actually<01:53:40.560> you<01:53:40.639> know<01:53:40.800> guys<01:53:41.119> uh<01:53:41.280> i 01:53:41.350 --> 01:53:41.360 align:start position:0% thanks sasha actually you know guys uh i 01:53:41.360 --> 01:53:43.109 align:start position:0% thanks sasha actually you know guys uh i just<01:53:41.520> wanted<01:53:41.760> kind<01:53:41.920> of<01:53:42.000> it<01:53:42.159> occurred<01:53:42.400> to<01:53:42.480> me 01:53:43.109 --> 01:53:43.119 align:start position:0% just wanted kind of it occurred to me 01:53:43.119 --> 01:53:44.950 align:start position:0% just wanted kind of it occurred to me you<01:53:43.199> know<01:53:43.360> amir<01:53:43.760> and<01:53:43.840> sasha<01:53:44.239> you<01:53:44.320> guys<01:53:44.639> spent 01:53:44.950 --> 01:53:44.960 align:start position:0% you know amir and sasha you guys spent 01:53:44.960 --> 01:53:46.470 align:start position:0% you know amir and sasha you guys spent obviously<01:53:45.920> uh 01:53:46.470 --> 01:53:46.480 align:start position:0% obviously uh 01:53:46.480 --> 01:53:49.669 align:start position:0% obviously uh uh<01:53:47.040> some<01:53:47.280> time<01:53:47.679> educating<01:53:48.159> yourselves<01:53:48.719> maybe 01:53:49.669 --> 01:53:49.679 align:start position:0% uh some time educating yourselves maybe 01:53:49.679 --> 01:53:53.270 align:start position:0% uh some time educating yourselves maybe uh<01:53:50.000> we<01:53:50.159> can<01:53:50.480> do<01:53:51.040> um<01:53:51.679> a<01:53:51.840> specific<01:53:52.480> uh 01:53:53.270 --> 01:53:53.280 align:start position:0% uh we can do um a specific uh 01:53:53.280 --> 01:53:56.470 align:start position:0% uh we can do um a specific uh uh<01:53:54.400> quantum<01:53:54.719> conversations<01:53:55.440> meeting 01:53:56.470 --> 01:53:56.480 align:start position:0% uh quantum conversations meeting 01:53:56.480 --> 01:53:58.550 align:start position:0% uh quantum conversations meeting uh<01:53:56.719> where<01:53:56.960> folks<01:53:57.280> will<01:53:57.440> just<01:53:57.760> you<01:53:57.920> know<01:53:58.320> give 01:53:58.550 --> 01:53:58.560 align:start position:0% uh where folks will just you know give 01:53:58.560 --> 01:54:00.950 align:start position:0% uh where folks will just you know give talks<01:53:58.880> how<01:53:59.119> they<01:53:59.360> approach<01:53:59.760> the<01:53:59.840> field<01:54:00.239> right 01:54:00.950 --> 01:54:00.960 align:start position:0% talks how they approach the field right 01:54:00.960 --> 01:54:02.470 align:start position:0% talks how they approach the field right and<01:54:01.360> i<01:54:01.440> think<01:54:01.599> it<01:54:01.760> even<01:54:02.000> applies<01:54:02.320> to<01:54:02.400> the 01:54:02.470 --> 01:54:02.480 align:start position:0% and i think it even applies to the 01:54:02.480 --> 01:54:04.550 align:start position:0% and i think it even applies to the academia<01:54:03.040> for<01:54:03.119> instance<01:54:03.840> right<01:54:04.080> like 01:54:04.550 --> 01:54:04.560 align:start position:0% academia for instance right like 01:54:04.560 --> 01:54:07.669 align:start position:0% academia for instance right like um<01:54:05.360> because<01:54:05.920> even<01:54:06.320> in<01:54:06.719> universities<01:54:07.360> a<01:54:07.440> lot<01:54:07.599> of 01:54:07.669 --> 01:54:07.679 align:start position:0% um because even in universities a lot of 01:54:07.679 --> 01:54:09.270 align:start position:0% um because even in universities a lot of people<01:54:07.920> come<01:54:08.080> into<01:54:08.320> quantum 01:54:09.270 --> 01:54:09.280 align:start position:0% people come into quantum 01:54:09.280 --> 01:54:11.750 align:start position:0% people come into quantum field<01:54:09.679> from<01:54:09.920> other<01:54:10.239> areas<01:54:11.280> right<01:54:11.440> because 01:54:11.750 --> 01:54:11.760 align:start position:0% field from other areas right because 01:54:11.760 --> 01:54:13.669 align:start position:0% field from other areas right because they<01:54:11.920> started<01:54:12.320> out<01:54:12.560> maybe<01:54:13.040> in<01:54:13.199> some<01:54:13.440> other 01:54:13.669 --> 01:54:13.679 align:start position:0% they started out maybe in some other 01:54:13.679 --> 01:54:15.750 align:start position:0% they started out maybe in some other areas<01:54:13.920> of<01:54:14.000> physics<01:54:14.400> or<01:54:14.639> chemistry 01:54:15.750 --> 01:54:15.760 align:start position:0% areas of physics or chemistry 01:54:15.760 --> 01:54:18.229 align:start position:0% areas of physics or chemistry or<01:54:15.920> computer<01:54:16.400> science<01:54:16.719> so<01:54:17.199> uh<01:54:17.679> i<01:54:17.840> would<01:54:18.000> really 01:54:18.229 --> 01:54:18.239 align:start position:0% or computer science so uh i would really 01:54:18.239 --> 01:54:19.830 align:start position:0% or computer science so uh i would really appreciate<01:54:18.719> it<01:54:18.880> if<01:54:19.040> you<01:54:19.360> guys 01:54:19.830 --> 01:54:19.840 align:start position:0% appreciate it if you guys 01:54:19.840 --> 01:54:21.750 align:start position:0% appreciate it if you guys want<01:54:20.080> to<01:54:20.320> give<01:54:20.560> this<01:54:20.880> talk<01:54:21.119> maybe<01:54:21.360> it<01:54:21.599> does 01:54:21.750 --> 01:54:21.760 align:start position:0% want to give this talk maybe it does 01:54:21.760 --> 01:54:23.750 align:start position:0% want to give this talk maybe it does have<01:54:21.920> to<01:54:22.080> be<01:54:22.239> long<01:54:22.800> right<01:54:23.040> because<01:54:23.280> we<01:54:23.440> can<01:54:23.599> do 01:54:23.750 --> 01:54:23.760 align:start position:0% have to be long right because we can do 01:54:23.760 --> 01:54:24.870 align:start position:0% have to be long right because we can do for<01:54:24.000> instance 01:54:24.870 --> 01:54:24.880 align:start position:0% for instance 01:54:24.880 --> 01:54:27.430 align:start position:0% for instance you<01:54:24.960> know<01:54:25.679> uh<01:54:26.000> three<01:54:26.239> twenty<01:54:26.560> minute<01:54:26.800> talks<01:54:27.199> or 01:54:27.430 --> 01:54:27.440 align:start position:0% you know uh three twenty minute talks or 01:54:27.440 --> 01:54:27.910 align:start position:0% you know uh three twenty minute talks or two 01:54:27.910 --> 01:54:27.920 align:start position:0% two 01:54:27.920 --> 01:54:29.669 align:start position:0% two thirty<01:54:28.239> minute<01:54:28.560> talks<01:54:28.800> right<01:54:28.960> like<01:54:29.119> we<01:54:29.280> can 01:54:29.669 --> 01:54:29.679 align:start position:0% thirty minute talks right like we can 01:54:29.679 --> 01:54:31.430 align:start position:0% thirty minute talks right like we can and<01:54:29.840> we're<01:54:30.000> a<01:54:30.080> bit<01:54:30.320> flexible<01:54:30.719> so 01:54:31.430 --> 01:54:31.440 align:start position:0% and we're a bit flexible so 01:54:31.440 --> 01:54:34.950 align:start position:0% and we're a bit flexible so um<01:54:32.320> think<01:54:32.560> about<01:54:32.960> it<01:54:33.199> right<01:54:33.599> uh<01:54:33.760> email<01:54:34.239> me 01:54:34.950 --> 01:54:34.960 align:start position:0% um think about it right uh email me 01:54:34.960 --> 01:54:37.990 align:start position:0% um think about it right uh email me uh<01:54:35.440> you<01:54:35.599> know<01:54:36.960> my<01:54:37.199> mail<01:54:37.520> i'll 01:54:37.990 --> 01:54:38.000 align:start position:0% uh you know my mail i'll 01:54:38.000 --> 01:54:39.669 align:start position:0% uh you know my mail i'll put<01:54:38.239> it<01:54:38.400> here<01:54:38.639> again<01:54:39.040> so<01:54:39.199> you<01:54:39.280> can<01:54:39.440> always 01:54:39.669 --> 01:54:39.679 align:start position:0% put it here again so you can always 01:54:39.679 --> 01:54:42.950 align:start position:0% put it here again so you can always contact<01:54:40.080> me<01:54:40.880> alexi 01:54:42.950 --> 01:54:42.960 align:start position:0% contact me alexi 01:54:42.960 --> 01:54:46.229 align:start position:0% contact me alexi chief<01:54:43.280> scientist.org<01:54:44.960> i<01:54:45.199> had<01:54:45.520> i<01:54:45.760> held<01:54:45.920> the<01:54:46.000> job 01:54:46.229 --> 01:54:46.239 align:start position:0% chief scientist.org i had i held the job 01:54:46.239 --> 01:54:47.830 align:start position:0% chief scientist.org i had i held the job of<01:54:46.400> a<01:54:46.480> chief<01:54:46.719> scientist<01:54:47.119> at<01:54:47.199> some<01:54:47.360> point<01:54:47.599> so<01:54:47.760> i 01:54:47.830 --> 01:54:47.840 align:start position:0% of a chief scientist at some point so i 01:54:47.840 --> 01:54:48.709 align:start position:0% of a chief scientist at some point so i kind<01:54:48.000> of 01:54:48.709 --> 01:54:48.719 align:start position:0% kind of 01:54:48.719 --> 01:54:51.750 align:start position:0% kind of got<01:54:48.960> this<01:54:49.760> you<01:54:49.920> know<01:54:50.400> uh 01:54:51.750 --> 01:54:51.760 align:start position:0% got this you know uh 01:54:51.760 --> 01:54:54.870 align:start position:0% got this you know uh handle<01:54:52.400> so<01:54:52.800> uh<01:54:53.280> you<01:54:53.440> know<01:54:54.080> if<01:54:54.320> you<01:54:54.480> want<01:54:54.719> to 01:54:54.870 --> 01:54:54.880 align:start position:0% handle so uh you know if you want to 01:54:54.880 --> 01:54:56.790 align:start position:0% handle so uh you know if you want to propose<01:54:55.199> a<01:54:55.360> talk<01:54:55.679> you<01:54:55.760> know 01:54:56.790 --> 01:54:56.800 align:start position:0% propose a talk you know 01:54:56.800 --> 01:55:00.070 align:start position:0% propose a talk you know just<01:54:57.119> send<01:54:57.360> me<01:54:57.840> uh<01:54:58.239> a<01:54:58.400> note<01:54:58.800> and<01:54:58.960> we<01:54:59.599> i<01:54:59.920> would 01:55:00.070 --> 01:55:00.080 align:start position:0% just send me uh a note and we i would 01:55:00.080 --> 01:55:01.350 align:start position:0% just send me uh a note and we i would really<01:55:00.239> appreciate<01:55:00.719> it<01:55:00.800> because<01:55:01.040> i<01:55:01.119> think<01:55:01.280> it 01:55:01.350 --> 01:55:01.360 align:start position:0% really appreciate it because i think it 01:55:01.360 --> 01:55:03.589 align:start position:0% really appreciate it because i think it would<01:55:01.520> be<01:55:01.599> very<01:55:01.840> useful<01:55:02.239> for<01:55:02.480> others 01:55:03.589 --> 01:55:03.599 align:start position:0% would be very useful for others 01:55:03.599 --> 01:55:06.070 align:start position:0% would be very useful for others to<01:55:03.840> learn<01:55:04.800> how<01:55:04.960> you<01:55:05.119> learn<01:55:05.440> like<01:55:05.599> how<01:55:05.840> do<01:55:06.000> you 01:55:06.070 --> 01:55:06.080 align:start position:0% to learn how you learn like how do you 01:55:06.080 --> 01:55:07.270 align:start position:0% to learn how you learn like how do you know<01:55:06.400> because<01:55:06.719> a<01:55:06.719> lot<01:55:06.880> of<01:55:06.960> this<01:55:07.199> is 01:55:07.270 --> 01:55:07.280 align:start position:0% know because a lot of this is 01:55:07.280 --> 01:55:08.149 align:start position:0% know because a lot of this is self-learning 01:55:08.149 --> 01:55:08.159 align:start position:0% self-learning 01:55:08.159 --> 01:55:10.950 align:start position:0% self-learning discovering<01:55:08.719> resources<01:55:09.920> right<01:55:10.320> and<01:55:10.480> even<01:55:10.880> in 01:55:10.950 --> 01:55:10.960 align:start position:0% discovering resources right and even in 01:55:10.960 --> 01:55:12.709 align:start position:0% discovering resources right and even in the<01:55:11.119> in<01:55:11.199> the<01:55:11.280> research<01:55:11.760> group<01:55:12.080> kind<01:55:12.239> of 01:55:12.709 --> 01:55:12.719 align:start position:0% the in the research group kind of 01:55:12.719 --> 01:55:15.510 align:start position:0% the in the research group kind of how<01:55:12.880> do<01:55:13.040> you<01:55:13.119> navigate<01:55:13.679> the<01:55:13.840> field<01:55:14.480> uh<01:55:14.960> and<01:55:15.280> and 01:55:15.510 --> 01:55:15.520 align:start position:0% how do you navigate the field uh and and 01:55:15.520 --> 01:55:16.550 align:start position:0% how do you navigate the field uh and and and<01:55:15.679> maybe 01:55:16.550 --> 01:55:16.560 align:start position:0% and maybe 01:55:16.560 --> 01:55:18.629 align:start position:0% and maybe like<01:55:16.800> like<01:55:17.199> you<01:55:17.360> guys<01:55:17.679> already<01:55:18.159> share<01:55:18.400> some 01:55:18.629 --> 01:55:18.639 align:start position:0% like like you guys already share some 01:55:18.639 --> 01:55:20.390 align:start position:0% like like you guys already share some links<01:55:19.520> uh 01:55:20.390 --> 01:55:20.400 align:start position:0% links uh 01:55:20.400 --> 01:55:22.390 align:start position:0% links uh in<01:55:20.480> the<01:55:20.719> chat<01:55:20.960> maybe<01:55:21.360> you<01:55:21.520> can<01:55:21.760> actually<01:55:22.239> kind 01:55:22.390 --> 01:55:22.400 align:start position:0% in the chat maybe you can actually kind 01:55:22.400 --> 01:55:23.990 align:start position:0% in the chat maybe you can actually kind of<01:55:22.560> post<01:55:22.719> some<01:55:22.960> slides 01:55:23.990 --> 01:55:24.000 align:start position:0% of post some slides 01:55:24.000 --> 01:55:27.189 align:start position:0% of post some slides with<01:55:24.960> some<01:55:25.360> you<01:55:25.440> know<01:55:25.920> useful<01:55:26.800> things<01:55:27.040> which 01:55:27.189 --> 01:55:27.199 align:start position:0% with some you know useful things which 01:55:27.199 --> 01:55:28.149 align:start position:0% with some you know useful things which were<01:55:27.360> useful<01:55:27.679> for<01:55:27.840> you 01:55:28.149 --> 01:55:28.159 align:start position:0% were useful for you 01:55:28.159 --> 01:55:29.750 align:start position:0% were useful for you right<01:55:28.400> because<01:55:28.639> different<01:55:29.040> things<01:55:29.599> are 01:55:29.750 --> 01:55:29.760 align:start position:0% right because different things are 01:55:29.760 --> 01:55:31.430 align:start position:0% right because different things are helpful<01:55:30.080> for<01:55:30.239> different<01:55:30.480> people 01:55:31.430 --> 01:55:31.440 align:start position:0% helpful for different people 01:55:31.440 --> 01:55:33.510 align:start position:0% helpful for different people so<01:55:31.840> just<01:55:32.159> you<01:55:32.239> know<01:55:32.719> requests<01:55:33.119> for<01:55:33.199> basically 01:55:33.510 --> 01:55:33.520 align:start position:0% so just you know requests for basically 01:55:33.520 --> 01:55:34.629 align:start position:0% so just you know requests for basically requests<01:55:34.159> for 01:55:34.629 --> 01:55:34.639 align:start position:0% requests for 01:55:34.639 --> 01:55:39.750 align:start position:0% requests for for<01:55:35.360> proposals 01:55:39.750 --> 01:55:39.760 align:start position:0% 01:55:39.760 --> 01:55:42.870 align:start position:0% so<01:55:40.000> maybe<01:55:40.320> we<01:55:40.480> can<01:55:40.560> do<01:55:40.719> the<01:55:40.800> next<01:55:41.040> one 01:55:42.870 --> 01:55:42.880 align:start position:0% so maybe we can do the next one 01:55:42.880 --> 01:55:45.589 align:start position:0% so maybe we can do the next one yeah<01:55:43.199> i<01:55:43.280> will<01:55:43.440> try<01:55:43.679> to<01:55:44.239> see<01:55:44.400> if<01:55:44.719> i<01:55:45.119> can<01:55:45.280> build 01:55:45.589 --> 01:55:45.599 align:start position:0% yeah i will try to see if i can build 01:55:45.599 --> 01:55:46.870 align:start position:0% yeah i will try to see if i can build something 01:55:46.870 --> 01:55:46.880 align:start position:0% something 01:55:46.880 --> 01:55:50.070 align:start position:0% something and<01:55:47.360> i<01:55:47.520> will<01:55:47.760> email<01:55:48.159> you<01:55:48.960> yeah<01:55:49.199> like<01:55:49.679> can<01:55:49.920> be 01:55:50.070 --> 01:55:50.080 align:start position:0% and i will email you yeah like can be 01:55:50.080 --> 01:55:50.790 align:start position:0% and i will email you yeah like can be pretty 01:55:50.790 --> 01:55:50.800 align:start position:0% pretty 01:55:50.800 --> 01:55:52.550 align:start position:0% pretty informal<01:55:51.440> right<01:55:51.599> like<01:55:51.760> you<01:55:51.920> can<01:55:52.159> you<01:55:52.239> can<01:55:52.320> put 01:55:52.550 --> 01:55:52.560 align:start position:0% informal right like you can you can put 01:55:52.560 --> 01:55:54.310 align:start position:0% informal right like you can you can put together<01:55:53.040> some<01:55:53.599> some<01:55:53.760> kind<01:55:53.920> of 01:55:54.310 --> 01:55:54.320 align:start position:0% together some some kind of 01:55:54.320 --> 01:55:55.910 align:start position:0% together some some kind of a<01:55:54.400> few<01:55:54.560> slides<01:55:54.960> and<01:55:55.040> you<01:55:55.119> can<01:55:55.280> talk<01:55:55.520> to<01:55:55.679> kind<01:55:55.840> of 01:55:55.910 --> 01:55:55.920 align:start position:0% a few slides and you can talk to kind of 01:55:55.920 --> 01:55:58.229 align:start position:0% a few slides and you can talk to kind of what<01:55:56.239> you<01:55:56.320> know<01:55:57.199> your<01:55:57.440> general<01:55:57.679> experience 01:55:58.229 --> 01:55:58.239 align:start position:0% what you know your general experience 01:55:58.239 --> 01:56:07.990 align:start position:0% what you know your general experience so 01:56:07.990 --> 01:56:08.000 align:start position:0% 01:56:08.000 --> 01:56:15.270 align:start position:0% yes<01:56:08.480> thank<01:56:12.840> you<01:56:13.920> have<01:56:14.080> a<01:56:14.400> quick<01:56:14.639> question 01:56:15.270 --> 01:56:15.280 align:start position:0% yes thank you have a quick question 01:56:15.280 --> 01:56:18.870 align:start position:0% yes thank you have a quick question uh<01:56:15.520> about<01:56:15.679> tequila<01:56:16.159> for<01:56:16.800> alvaro<01:56:17.280> jacob<01:56:17.760> um 01:56:18.870 --> 01:56:18.880 align:start position:0% uh about tequila for alvaro jacob um 01:56:18.880 --> 01:56:21.669 align:start position:0% uh about tequila for alvaro jacob um i<01:56:19.119> guess<01:56:19.280> a<01:56:19.520> real<01:56:19.760> quick<01:56:20.000> um<01:56:20.639> what<01:56:20.960> types<01:56:21.520> so 01:56:21.669 --> 01:56:21.679 align:start position:0% i guess a real quick um what types so 01:56:21.679 --> 01:56:23.189 align:start position:0% i guess a real quick um what types so say<01:56:21.920> like<01:56:22.159> we<01:56:22.320> want<01:56:22.480> to<01:56:22.639> create<01:56:22.800> like<01:56:22.960> a<01:56:23.040> group 01:56:23.189 --> 01:56:23.199 align:start position:0% say like we want to create like a group 01:56:23.199 --> 01:56:24.229 align:start position:0% say like we want to create like a group of<01:56:23.280> students<01:56:23.520> who<01:56:23.599> want<01:56:23.760> to<01:56:23.920> work 01:56:24.229 --> 01:56:24.239 align:start position:0% of students who want to work 01:56:24.239 --> 01:56:26.470 align:start position:0% of students who want to work on<01:56:24.639> tequila<01:56:25.040> and<01:56:25.119> help<01:56:25.360> out<01:56:25.520> on<01:56:25.599> the<01:56:25.679> github<01:56:26.159> um 01:56:26.470 --> 01:56:26.480 align:start position:0% on tequila and help out on the github um 01:56:26.480 --> 01:56:27.910 align:start position:0% on tequila and help out on the github um and<01:56:26.560> help<01:56:26.719> with<01:56:26.960> issues<01:56:27.199> what<01:56:27.360> type<01:56:27.599> of<01:56:27.840> i 01:56:27.910 --> 01:56:27.920 align:start position:0% and help with issues what type of i 01:56:27.920 --> 01:56:29.430 align:start position:0% and help with issues what type of i guess<01:56:28.159> prereqs<01:56:28.560> or<01:56:28.639> skills 01:56:29.430 --> 01:56:29.440 align:start position:0% guess prereqs or skills 01:56:29.440 --> 01:56:32.149 align:start position:0% guess prereqs or skills would<01:56:29.679> they<01:56:29.920> need<01:56:30.480> um<01:56:31.280> besides<01:56:31.679> maybe<01:56:31.920> basic 01:56:32.149 --> 01:56:32.159 align:start position:0% would they need um besides maybe basic 01:56:32.159 --> 01:56:33.270 align:start position:0% would they need um besides maybe basic like<01:56:32.320> python<01:56:32.719> coding 01:56:33.270 --> 01:56:33.280 align:start position:0% like python coding 01:56:33.280 --> 01:56:35.430 align:start position:0% like python coding um<01:56:33.679> to<01:56:33.840> like<01:56:34.320> effectively<01:56:34.800> contribute<01:56:35.119> to<01:56:35.280> the 01:56:35.430 --> 01:56:35.440 align:start position:0% um to like effectively contribute to the 01:56:35.440 --> 01:56:38.709 align:start position:0% um to like effectively contribute to the new<01:56:35.599> github 01:56:38.709 --> 01:56:38.719 align:start position:0% 01:56:38.719 --> 01:56:42.950 align:start position:0% uh<01:56:39.280> depends<01:56:39.679> a<01:56:39.760> little<01:56:39.920> bit<01:56:40.159> on<01:56:40.320> like<01:56:41.199> what<01:56:41.520> uh 01:56:42.950 --> 01:56:42.960 align:start position:0% uh depends a little bit on like what uh 01:56:42.960 --> 01:56:44.950 align:start position:0% uh depends a little bit on like what uh what<01:56:43.280> feature<01:56:43.760> like<01:56:43.920> you<01:56:44.080> want<01:56:44.239> to<01:56:44.320> implement 01:56:44.950 --> 01:56:44.960 align:start position:0% what feature like you want to implement 01:56:44.960 --> 01:56:46.629 align:start position:0% what feature like you want to implement um<01:56:45.679> for<01:56:45.840> example 01:56:46.629 --> 01:56:46.639 align:start position:0% um for example 01:56:46.639 --> 01:56:48.310 align:start position:0% um for example the<01:56:46.800> easiest<01:56:47.280> thing<01:56:47.520> is<01:56:47.599> like<01:56:47.840> if<01:56:48.000> you<01:56:48.080> have 01:56:48.310 --> 01:56:48.320 align:start position:0% the easiest thing is like if you have 01:56:48.320 --> 01:56:50.390 align:start position:0% the easiest thing is like if you have like<01:56:48.480> developed<01:56:49.119> some<01:56:49.360> algorithm<01:56:49.920> which<01:56:50.159> just 01:56:50.390 --> 01:56:50.400 align:start position:0% like developed some algorithm which just 01:56:50.400 --> 01:56:51.430 align:start position:0% like developed some algorithm which just uses<01:56:50.800> tequila 01:56:51.430 --> 01:56:51.440 align:start position:0% uses tequila 01:56:51.440 --> 01:56:53.830 align:start position:0% uses tequila and<01:56:51.599> then<01:56:52.400> you<01:56:52.560> want<01:56:52.719> to<01:56:52.800> like<01:56:53.040> integrate<01:56:53.599> this 01:56:53.830 --> 01:56:53.840 align:start position:0% and then you want to like integrate this 01:56:53.840 --> 01:56:55.030 align:start position:0% and then you want to like integrate this like<01:56:54.080> as<01:56:54.320> a<01:56:54.560> like 01:56:55.030 --> 01:56:55.040 align:start position:0% like as a like 01:56:55.040 --> 01:56:57.350 align:start position:0% like as a like as<01:56:55.280> a<01:56:55.440> boxed<01:56:56.000> module<01:56:56.480> which<01:56:56.719> you<01:56:56.800> just<01:56:57.040> can 01:56:57.350 --> 01:56:57.360 align:start position:0% as a boxed module which you just can 01:56:57.360 --> 01:56:58.229 align:start position:0% as a boxed module which you just can call 01:56:58.229 --> 01:56:58.239 align:start position:0% call 01:56:58.239 --> 01:57:00.070 align:start position:0% call then<01:56:58.480> it's<01:56:58.639> like<01:56:58.800> it's<01:56:59.040> pretty<01:56:59.280> easy<01:56:59.599> like<01:56:59.840> to 01:57:00.070 --> 01:57:00.080 align:start position:0% then it's like it's pretty easy like to 01:57:00.080 --> 01:57:02.229 align:start position:0% then it's like it's pretty easy like to contribute<01:57:00.639> because<01:57:01.119> um 01:57:02.229 --> 01:57:02.239 align:start position:0% contribute because um 01:57:02.239 --> 01:57:04.229 align:start position:0% contribute because um that<01:57:02.480> usually<01:57:03.119> you<01:57:03.280> don't<01:57:03.520> create<01:57:03.840> a<01:57:03.920> lot<01:57:04.080> of 01:57:04.229 --> 01:57:04.239 align:start position:0% that usually you don't create a lot of 01:57:04.239 --> 01:57:06.070 align:start position:0% that usually you don't create a lot of conflicts<01:57:04.719> with<01:57:04.880> that<01:57:05.119> because<01:57:05.440> this<01:57:05.679> is<01:57:05.840> like 01:57:06.070 --> 01:57:06.080 align:start position:0% conflicts with that because this is like 01:57:06.080 --> 01:57:06.629 align:start position:0% conflicts with that because this is like just 01:57:06.629 --> 01:57:06.639 align:start position:0% just 01:57:06.639 --> 01:57:09.510 align:start position:0% just your<01:57:06.960> code<01:57:07.360> um<01:57:08.159> and<01:57:08.239> then<01:57:08.480> you<01:57:08.639> just<01:57:08.960> uh<01:57:09.360> you 01:57:09.510 --> 01:57:09.520 align:start position:0% your code um and then you just uh you 01:57:09.520 --> 01:57:10.950 align:start position:0% your code um and then you just uh you just<01:57:09.679> make<01:57:09.840> a<01:57:09.920> pull<01:57:10.159> request 01:57:10.950 --> 01:57:10.960 align:start position:0% just make a pull request 01:57:10.960 --> 01:57:13.430 align:start position:0% just make a pull request and<01:57:11.119> that's<01:57:11.440> it<01:57:11.840> um<01:57:12.639> and<01:57:12.719> then<01:57:12.960> usually<01:57:13.280> like 01:57:13.430 --> 01:57:13.440 align:start position:0% and that's it um and then usually like 01:57:13.440 --> 01:57:14.870 align:start position:0% and that's it um and then usually like we<01:57:13.520> will<01:57:13.679> go<01:57:13.840> over<01:57:14.000> the<01:57:14.159> code<01:57:14.400> and<01:57:14.480> like<01:57:14.639> check 01:57:14.870 --> 01:57:14.880 align:start position:0% we will go over the code and like check 01:57:14.880 --> 01:57:16.470 align:start position:0% we will go over the code and like check if<01:57:15.119> like<01:57:15.440> uh 01:57:16.470 --> 01:57:16.480 align:start position:0% if like uh 01:57:16.480 --> 01:57:18.870 align:start position:0% if like uh some<01:57:16.719> things<01:57:17.119> could<01:57:17.599> be<01:57:17.840> potential<01:57:18.320> conflicts 01:57:18.870 --> 01:57:18.880 align:start position:0% some things could be potential conflicts 01:57:18.880 --> 01:57:20.470 align:start position:0% some things could be potential conflicts but<01:57:19.360> that's<01:57:19.599> more<01:57:19.760> or<01:57:19.840> less<01:57:20.080> it 01:57:20.470 --> 01:57:20.480 align:start position:0% but that's more or less it 01:57:20.480 --> 01:57:21.910 align:start position:0% but that's more or less it if<01:57:20.639> you<01:57:20.719> want<01:57:20.880> to<01:57:20.960> go<01:57:21.199> deeper<01:57:21.599> into<01:57:21.840> the 01:57:21.910 --> 01:57:21.920 align:start position:0% if you want to go deeper into the 01:57:21.920 --> 01:57:23.750 align:start position:0% if you want to go deeper into the library<01:57:22.400> it<01:57:22.560> marks<01:57:22.880> more<01:57:23.040> or<01:57:23.119> less<01:57:23.360> the<01:57:23.440> same 01:57:23.750 --> 01:57:23.760 align:start position:0% library it marks more or less the same 01:57:23.760 --> 01:57:24.070 align:start position:0% library it marks more or less the same like 01:57:24.070 --> 01:57:24.080 align:start position:0% like 01:57:24.080 --> 01:57:27.189 align:start position:0% like if<01:57:24.239> you<01:57:25.360> you<01:57:25.599> can<01:57:25.840> add<01:57:26.159> like<01:57:26.400> features<01:57:26.880> or<01:57:26.960> like 01:57:27.189 --> 01:57:27.199 align:start position:0% if you you can add like features or like 01:57:27.199 --> 01:57:29.030 align:start position:0% if you you can add like features or like optimize<01:57:27.679> it<01:57:27.840> like<01:57:28.080> deeper<01:57:28.400> in<01:57:28.480> the<01:57:28.639> library 01:57:29.030 --> 01:57:29.040 align:start position:0% optimize it like deeper in the library 01:57:29.040 --> 01:57:30.870 align:start position:0% optimize it like deeper in the library you<01:57:29.199> make<01:57:29.360> like<01:57:29.520> a<01:57:29.679> pull<01:57:29.920> request<01:57:30.320> we<01:57:30.480> go<01:57:30.719> over 01:57:30.870 --> 01:57:30.880 align:start position:0% you make like a pull request we go over 01:57:30.880 --> 01:57:31.910 align:start position:0% you make like a pull request we go over the<01:57:31.040> code<01:57:31.440> and 01:57:31.910 --> 01:57:31.920 align:start position:0% the code and 01:57:31.920 --> 01:57:33.910 align:start position:0% the code and we<01:57:32.080> might<01:57:32.320> notice<01:57:32.719> some<01:57:32.960> things<01:57:33.280> where<01:57:33.440> we<01:57:33.679> see 01:57:33.910 --> 01:57:33.920 align:start position:0% we might notice some things where we see 01:57:33.920 --> 01:57:36.870 align:start position:0% we might notice some things where we see um<01:57:34.560> that<01:57:34.800> this<01:57:34.960> will<01:57:35.199> cause<01:57:35.520> trouble 01:57:36.870 --> 01:57:36.880 align:start position:0% um that this will cause trouble 01:57:36.880 --> 01:57:40.070 align:start position:0% um that this will cause trouble for<01:57:37.119> other<01:57:37.440> projects<01:57:37.920> which<01:57:39.440> like<01:57:39.599> usually<01:57:40.000> it 01:57:40.070 --> 01:57:40.080 align:start position:0% for other projects which like usually it 01:57:40.080 --> 01:57:41.589 align:start position:0% for other projects which like usually it should<01:57:40.320> like<01:57:40.480> already<01:57:40.800> be<01:57:41.040> flagged<01:57:41.360> in<01:57:41.440> the 01:57:41.589 --> 01:57:41.599 align:start position:0% should like already be flagged in the 01:57:41.599 --> 01:57:43.109 align:start position:0% should like already be flagged in the automatic<01:57:42.239> like<01:57:42.560> tests 01:57:43.109 --> 01:57:43.119 align:start position:0% automatic like tests 01:57:43.119 --> 01:57:45.510 align:start position:0% automatic like tests which<01:57:43.440> run<01:57:43.760> on<01:57:44.000> github<01:57:44.400> but<01:57:44.560> like<01:57:44.800> if<01:57:44.960> not<01:57:45.199> then 01:57:45.510 --> 01:57:45.520 align:start position:0% which run on github but like if not then 01:57:45.520 --> 01:57:47.270 align:start position:0% which run on github but like if not then we<01:57:45.679> might<01:57:45.920> be<01:57:46.159> like<01:57:46.400> um 01:57:47.270 --> 01:57:47.280 align:start position:0% we might be like um 01:57:47.280 --> 01:57:49.109 align:start position:0% we might be like um would<01:57:47.440> be<01:57:47.599> good<01:57:47.760> to<01:57:47.920> change<01:57:48.239> this<01:57:48.560> like<01:57:48.800> this 01:57:49.109 --> 01:57:49.119 align:start position:0% would be good to change this like this 01:57:49.119 --> 01:57:51.669 align:start position:0% would be good to change this like this and<01:57:49.280> then<01:57:49.760> we<01:57:49.920> can<01:57:50.080> start<01:57:50.400> like<01:57:50.840> discussions 01:57:51.669 --> 01:57:51.679 align:start position:0% and then we can start like discussions 01:57:51.679 --> 01:57:53.270 align:start position:0% and then we can start like discussions um 01:57:53.270 --> 01:57:53.280 align:start position:0% um 01:57:53.280 --> 01:57:55.589 align:start position:0% um but<01:57:53.520> that's<01:57:53.760> more<01:57:53.920> or<01:57:54.000> less<01:57:54.239> it's<01:57:54.480> um<01:57:55.119> if 01:57:55.589 --> 01:57:55.599 align:start position:0% but that's more or less it's um if 01:57:55.599 --> 01:57:56.950 align:start position:0% but that's more or less it's um if someone<01:57:56.000> like 01:57:56.950 --> 01:57:56.960 align:start position:0% someone like 01:57:56.960 --> 01:57:59.669 align:start position:0% someone like would<01:57:57.199> like<01:57:58.000> plan<01:57:58.400> like<01:57:58.639> to<01:57:58.800> make<01:57:59.119> like<01:57:59.280> really 01:57:59.669 --> 01:57:59.679 align:start position:0% would like plan like to make like really 01:57:59.679 --> 01:58:00.550 align:start position:0% would like plan like to make like really deep 01:58:00.550 --> 01:58:00.560 align:start position:0% deep 01:58:00.560 --> 01:58:02.709 align:start position:0% deep changes<01:58:01.119> or<01:58:01.360> something<01:58:01.920> it<01:58:02.080> might<01:58:02.320> also<01:58:02.560> be 01:58:02.709 --> 01:58:02.719 align:start position:0% changes or something it might also be 01:58:02.719 --> 01:58:04.629 align:start position:0% changes or something it might also be like<01:58:03.280> useful<01:58:03.760> like<01:58:03.920> to<01:58:04.080> let<01:58:04.239> us<01:58:04.400> know 01:58:04.629 --> 01:58:04.639 align:start position:0% like useful like to let us know 01:58:04.639 --> 01:58:05.350 align:start position:0% like useful like to let us know beforehand 01:58:05.350 --> 01:58:05.360 align:start position:0% beforehand 01:58:05.360 --> 01:58:08.790 align:start position:0% beforehand then<01:58:05.599> we<01:58:05.679> can<01:58:05.920> try<01:58:06.159> like<01:58:06.400> to<01:58:06.560> coordinate<01:58:07.280> um 01:58:08.790 --> 01:58:08.800 align:start position:0% then we can try like to coordinate um 01:58:08.800 --> 01:58:10.550 align:start position:0% then we can try like to coordinate um but<01:58:09.280> it's<01:58:09.520> more<01:58:09.599> or<01:58:09.679> less<01:58:09.840> like<01:58:10.000> this<01:58:10.239> like<01:58:10.400> you 01:58:10.550 --> 01:58:10.560 align:start position:0% but it's more or less like this like you 01:58:10.560 --> 01:58:12.229 align:start position:0% but it's more or less like this like you need 01:58:12.229 --> 01:58:12.239 align:start position:0% need 01:58:12.239 --> 01:58:13.669 align:start position:0% need you<01:58:12.320> need<01:58:12.480> to<01:58:12.639> have<01:58:12.800> the<01:58:12.880> skills<01:58:13.280> like<01:58:13.520> to 01:58:13.669 --> 01:58:13.679 align:start position:0% you need to have the skills like to 01:58:13.679 --> 01:58:15.350 align:start position:0% you need to have the skills like to implement<01:58:14.080> what<01:58:14.239> you<01:58:14.400> want<01:58:14.560> to<01:58:14.719> do<01:58:14.960> like<01:58:15.199> of 01:58:15.350 --> 01:58:15.360 align:start position:0% implement what you want to do like of 01:58:15.360 --> 01:58:17.350 align:start position:0% implement what you want to do like of course<01:58:15.760> and<01:58:15.920> then<01:58:16.159> it's<01:58:16.400> just<01:58:16.719> like<01:58:16.960> you<01:58:17.119> need 01:58:17.350 --> 01:58:17.360 align:start position:0% course and then it's just like you need 01:58:17.360 --> 01:58:20.390 align:start position:0% course and then it's just like you need roughly<01:58:17.760> to<01:58:17.840> know<01:58:18.000> how<01:58:18.159> git<01:58:18.400> works<01:58:18.840> um 01:58:20.390 --> 01:58:20.400 align:start position:0% roughly to know how git works um 01:58:20.400 --> 01:58:22.229 align:start position:0% roughly to know how git works um if<01:58:20.480> that's<01:58:20.800> a<01:58:20.960> problem<01:58:21.280> like<01:58:21.520> people<01:58:21.840> can<01:58:22.000> also 01:58:22.229 --> 01:58:22.239 align:start position:0% if that's a problem like people can also 01:58:22.239 --> 01:58:23.510 align:start position:0% if that's a problem like people can also like<01:58:22.480> just<01:58:22.880> approach<01:58:23.280> us 01:58:23.510 --> 01:58:23.520 align:start position:0% like just approach us 01:58:23.520 --> 01:58:25.189 align:start position:0% like just approach us and<01:58:23.599> say<01:58:23.760> like<01:58:24.080> how<01:58:24.239> does<01:58:24.480> it<01:58:24.560> work<01:58:24.800> with<01:58:24.960> the 01:58:25.189 --> 01:58:25.199 align:start position:0% and say like how does it work with the 01:58:25.199 --> 01:58:27.430 align:start position:0% and say like how does it work with the forking<01:58:25.760> and<01:58:25.920> pull<01:58:26.159> requests<01:58:26.639> like<01:58:26.880> it's 01:58:27.430 --> 01:58:27.440 align:start position:0% forking and pull requests like it's 01:58:27.440 --> 01:58:30.550 align:start position:0% forking and pull requests like it's then<01:58:27.599> we<01:58:27.760> can<01:58:28.000> like<01:58:29.119> hint<01:58:29.440> to<01:58:29.679> like<01:58:29.920> the<01:58:30.239> one<01:58:30.480> of 01:58:30.550 --> 01:58:30.560 align:start position:0% then we can like hint to like the one of 01:58:30.560 --> 01:58:33.189 align:start position:0% then we can like hint to like the one of the<01:58:30.800> thousand<01:58:31.199> like<01:58:31.360> tutorial<01:58:31.920> videos 01:58:33.189 --> 01:58:33.199 align:start position:0% the thousand like tutorial videos 01:58:33.199 --> 01:58:36.070 align:start position:0% the thousand like tutorial videos then<01:58:33.520> uh<01:58:34.719> like<01:58:34.960> it<01:58:35.119> already<01:58:35.360> worked<01:58:35.679> like<01:58:35.840> some 01:58:36.070 --> 01:58:36.080 align:start position:0% then uh like it already worked like some 01:58:36.080 --> 01:58:37.510 align:start position:0% then uh like it already worked like some some<01:58:36.320> people<01:58:36.560> already<01:58:36.960> like<01:58:37.119> did<01:58:37.360> some 01:58:37.510 --> 01:58:37.520 align:start position:0% some people already like did some 01:58:37.520 --> 01:58:39.750 align:start position:0% some people already like did some contributions<01:58:38.239> um 01:58:39.750 --> 01:58:39.760 align:start position:0% contributions um 01:58:39.760 --> 01:58:42.550 align:start position:0% contributions um and<01:58:40.080> it<01:58:40.239> worked<01:58:40.560> fine<01:58:41.920> yeah<01:58:42.080> in<01:58:42.159> the<01:58:42.320> end<01:58:42.480> if 01:58:42.550 --> 01:58:42.560 align:start position:0% and it worked fine yeah in the end if 01:58:42.560 --> 01:58:44.229 align:start position:0% and it worked fine yeah in the end if you<01:58:42.719> want<01:58:42.960> just<01:58:43.199> to<01:58:43.440> start<01:58:43.920> and<01:58:44.080> get 01:58:44.229 --> 01:58:44.239 align:start position:0% you want just to start and get 01:58:44.239 --> 01:58:45.750 align:start position:0% you want just to start and get familiarized<01:58:44.880> with<01:58:45.119> it<01:58:45.280> that<01:58:45.440> it<01:58:45.599> can 01:58:45.750 --> 01:58:45.760 align:start position:0% familiarized with it that it can 01:58:45.760 --> 01:58:47.189 align:start position:0% familiarized with it that it can recommend<01:58:46.159> you<01:58:46.320> to<01:58:46.560> just 01:58:47.189 --> 01:58:47.199 align:start position:0% recommend you to just 01:58:47.199 --> 01:58:49.109 align:start position:0% recommend you to just you<01:58:47.360> know<01:58:47.599> one<01:58:47.840> algorithm<01:58:48.320> that<01:58:48.480> you<01:58:48.880> have 01:58:49.109 --> 01:58:49.119 align:start position:0% you know one algorithm that you have 01:58:49.119 --> 01:58:50.229 align:start position:0% you know one algorithm that you have developed<01:58:49.599> or<01:58:49.760> maybe 01:58:50.229 --> 01:58:50.239 align:start position:0% developed or maybe 01:58:50.239 --> 01:58:52.390 align:start position:0% developed or maybe not<01:58:50.400> have<01:58:50.560> developed<01:58:51.040> but<01:58:51.599> you<01:58:51.760> want<01:58:52.000> just<01:58:52.320> you 01:58:52.390 --> 01:58:52.400 align:start position:0% not have developed but you want just you 01:58:52.400 --> 01:58:55.189 align:start position:0% not have developed but you want just you know<01:58:52.560> to<01:58:52.719> practice<01:58:53.199> with<01:58:53.360> that<01:58:53.599> oops<01:58:53.840> sorry 01:58:55.189 --> 01:58:55.199 align:start position:0% know to practice with that oops sorry 01:58:55.199 --> 01:58:58.870 align:start position:0% know to practice with that oops sorry and<01:58:56.880> create<01:58:57.199> a<01:58:57.280> tutorial<01:58:58.080> with<01:58:58.239> tequila 01:58:58.870 --> 01:58:58.880 align:start position:0% and create a tutorial with tequila 01:58:58.880 --> 01:59:01.669 align:start position:0% and create a tutorial with tequila you<01:58:59.040> know<01:58:59.520> and<01:58:59.599> then<01:59:00.159> we<01:59:00.400> add<01:59:00.560> that<01:59:00.800> to<01:59:01.040> uh<01:59:01.520> to 01:59:01.669 --> 01:59:01.679 align:start position:0% you know and then we add that to uh to 01:59:01.679 --> 01:59:03.189 align:start position:0% you know and then we add that to uh to the<01:59:01.920> tutorial<01:59:02.480> section 01:59:03.189 --> 01:59:03.199 align:start position:0% the tutorial section 01:59:03.199 --> 01:59:05.109 align:start position:0% the tutorial section so<01:59:03.440> after<01:59:03.760> that<01:59:04.000> you<01:59:04.080> got<01:59:04.239> familiarized<01:59:04.880> with 01:59:05.109 --> 01:59:05.119 align:start position:0% so after that you got familiarized with 01:59:05.119 --> 01:59:06.390 align:start position:0% so after that you got familiarized with it<01:59:05.280> and<01:59:05.440> maybe<01:59:05.840> if<01:59:06.159> you 01:59:06.390 --> 01:59:06.400 align:start position:0% it and maybe if you 01:59:06.400 --> 01:59:08.310 align:start position:0% it and maybe if you it's<01:59:06.639> it<01:59:06.800> could<01:59:06.960> be<01:59:07.119> a<01:59:07.199> way<01:59:07.360> to<01:59:07.520> just<01:59:07.920> show<01:59:08.080> your 01:59:08.310 --> 01:59:08.320 align:start position:0% it's it could be a way to just show your 01:59:08.320 --> 01:59:10.470 align:start position:0% it's it could be a way to just show your work<01:59:08.960> and<01:59:09.119> then<01:59:09.360> after<01:59:09.599> that<01:59:09.760> that<01:59:09.920> tutorial 01:59:10.470 --> 01:59:10.480 align:start position:0% work and then after that that tutorial 01:59:10.480 --> 01:59:12.229 align:start position:0% work and then after that that tutorial could<01:59:10.639> become<01:59:10.960> a<01:59:11.119> module<01:59:11.520> of<01:59:11.599> tequila<01:59:12.159> you 01:59:12.229 --> 01:59:12.239 align:start position:0% could become a module of tequila you 01:59:12.239 --> 01:59:12.709 align:start position:0% could become a module of tequila you know 01:59:12.709 --> 01:59:12.719 align:start position:0% know 01:59:12.719 --> 01:59:15.189 align:start position:0% know so<01:59:12.880> after<01:59:13.679> you<01:59:13.840> know<01:59:14.239> the<01:59:14.400> clear<01:59:14.639> idea<01:59:14.960> how<01:59:15.119> to 01:59:15.189 --> 01:59:15.199 align:start position:0% so after you know the clear idea how to 01:59:15.199 --> 01:59:16.149 align:start position:0% so after you know the clear idea how to do<01:59:15.360> that<01:59:15.599> etc 01:59:16.149 --> 01:59:16.159 align:start position:0% do that etc 01:59:16.159 --> 01:59:18.229 align:start position:0% do that etc we<01:59:16.320> also<01:59:16.560> know<01:59:16.800> that<01:59:16.960> so<01:59:17.119> you<01:59:17.280> can<01:59:17.440> just<01:59:17.920> okay 01:59:18.229 --> 01:59:18.239 align:start position:0% we also know that so you can just okay 01:59:18.239 --> 01:59:21.189 align:start position:0% we also know that so you can just okay let's<01:59:18.560> implement<01:59:19.040> that<01:59:19.360> in<01:59:19.440> tequila<01:59:19.920> directly 01:59:21.189 --> 01:59:21.199 align:start position:0% let's implement that in tequila directly 01:59:21.199 --> 01:59:23.030 align:start position:0% let's implement that in tequila directly and<01:59:21.440> then<01:59:21.679> we<01:59:21.840> also<01:59:22.239> for<01:59:22.480> instance<01:59:22.800> if<01:59:22.880> you 01:59:23.030 --> 01:59:23.040 align:start position:0% and then we also for instance if you 01:59:23.040 --> 01:59:25.109 align:start position:0% and then we also for instance if you have<01:59:23.280> some<01:59:23.520> simulator<01:59:24.080> in<01:59:24.239> mind<01:59:24.560> or<01:59:24.880> some 01:59:25.109 --> 01:59:25.119 align:start position:0% have some simulator in mind or some 01:59:25.119 --> 01:59:26.950 align:start position:0% have some simulator in mind or some other<01:59:25.280> language<01:59:25.679> that<01:59:25.760> you<01:59:25.920> want<01:59:26.080> to 01:59:26.950 --> 01:59:26.960 align:start position:0% other language that you want to 01:59:26.960 --> 01:59:29.669 align:start position:0% other language that you want to to<01:59:27.199> also<01:59:27.599> add<01:59:27.840> as<01:59:28.000> a<01:59:28.080> backend<01:59:28.960> it's<01:59:29.360> you<01:59:29.520> know 01:59:29.669 --> 01:59:29.679 align:start position:0% to also add as a backend it's you know 01:59:29.679 --> 01:59:30.550 align:start position:0% to also add as a backend it's you know as<01:59:29.840> jacob<01:59:30.239> said 01:59:30.550 --> 01:59:30.560 align:start position:0% as jacob said 01:59:30.560 --> 01:59:33.589 align:start position:0% as jacob said it's<01:59:30.800> okay<01:59:31.199> let's<01:59:32.000> move<01:59:32.719> let's<01:59:32.960> add<01:59:33.199> another 01:59:33.589 --> 01:59:33.599 align:start position:0% it's okay let's move let's add another 01:59:33.599 --> 01:59:34.870 align:start position:0% it's okay let's move let's add another backhand<01:59:33.920> and<01:59:34.000> this<01:59:34.159> is<01:59:34.239> something<01:59:34.560> that<01:59:34.719> is 01:59:34.870 --> 01:59:34.880 align:start position:0% backhand and this is something that is 01:59:34.880 --> 01:59:36.470 align:start position:0% backhand and this is something that is made<01:59:35.199> separately<01:59:35.760> of<01:59:35.840> tequila 01:59:36.470 --> 01:59:36.480 align:start position:0% made separately of tequila 01:59:36.480 --> 01:59:38.950 align:start position:0% made separately of tequila and<01:59:37.360> and<01:59:37.520> you<01:59:37.679> just<01:59:37.920> add<01:59:38.159> that<01:59:38.400> and<01:59:38.639> of<01:59:38.719> course 01:59:38.950 --> 01:59:38.960 align:start position:0% and and you just add that and of course 01:59:38.960 --> 01:59:40.790 align:start position:0% and and you just add that and of course it<01:59:39.040> has<01:59:39.199> to<01:59:39.280> pass<01:59:39.520> the<01:59:39.599> test<01:59:39.840> etc<01:59:40.400> so 01:59:40.790 --> 01:59:40.800 align:start position:0% it has to pass the test etc so 01:59:40.800 --> 01:59:42.709 align:start position:0% it has to pass the test etc so there<01:59:40.960> are<01:59:41.040> many<01:59:41.280> ways<01:59:41.520> to<01:59:41.599> contribute<01:59:42.320> so 01:59:42.709 --> 01:59:42.719 align:start position:0% there are many ways to contribute so 01:59:42.719 --> 01:59:45.030 align:start position:0% there are many ways to contribute so just<01:59:43.280> you<01:59:43.440> know<01:59:43.679> explored<01:59:44.239> a<01:59:44.320> little<01:59:44.639> with<01:59:44.800> the 01:59:45.030 --> 01:59:45.040 align:start position:0% just you know explored a little with the 01:59:45.040 --> 01:59:47.270 align:start position:0% just you know explored a little with the github<01:59:45.440> repo<01:59:45.840> and<01:59:46.080> let<01:59:46.320> us<01:59:46.480> know<01:59:46.800> because<01:59:47.119> of 01:59:47.270 --> 01:59:47.280 align:start position:0% github repo and let us know because of 01:59:47.280 --> 01:59:49.510 align:start position:0% github repo and let us know because of course<01:59:47.440> we<01:59:47.599> can<01:59:47.840> help 01:59:49.510 --> 01:59:49.520 align:start position:0% course we can help 01:59:49.520 --> 01:59:51.030 align:start position:0% course we can help okay<01:59:49.840> well<01:59:50.000> yeah<01:59:50.320> the<01:59:50.400> main<01:59:50.560> reason<01:59:50.800> i<01:59:50.880> asked 01:59:51.030 --> 01:59:51.040 align:start position:0% okay well yeah the main reason i asked 01:59:51.040 --> 01:59:52.790 align:start position:0% okay well yeah the main reason i asked is<01:59:51.199> because<01:59:51.440> um<01:59:51.760> at<01:59:51.920> stanford<01:59:52.320> i<01:59:52.400> guess<01:59:52.480> we're 01:59:52.790 --> 01:59:52.800 align:start position:0% is because um at stanford i guess we're 01:59:52.800 --> 01:59:54.229 align:start position:0% is because um at stanford i guess we're creating<01:59:52.960> a<01:59:53.040> new<01:59:53.119> initiative<01:59:53.679> uh<01:59:53.840> like<01:59:54.000> a<01:59:54.080> new 01:59:54.229 --> 01:59:54.239 align:start position:0% creating a new initiative uh like a new 01:59:54.239 --> 01:59:55.589 align:start position:0% creating a new initiative uh like a new course<01:59:54.560> for<01:59:54.719> next<01:59:55.040> quarter<01:59:55.280> like<01:59:55.440> we're 01:59:55.589 --> 01:59:55.599 align:start position:0% course for next quarter like we're 01:59:55.599 --> 01:59:56.709 align:start position:0% course for next quarter like we're starting<01:59:55.920> january 01:59:56.709 --> 01:59:56.719 align:start position:0% starting january 01:59:56.719 --> 01:59:58.149 align:start position:0% starting january where<01:59:56.880> we<01:59:57.119> put<01:59:57.440> a<01:59:57.520> teams<01:59:57.840> of<01:59:57.920> students 01:59:58.149 --> 01:59:58.159 align:start position:0% where we put a teams of students 01:59:58.159 --> 01:59:59.750 align:start position:0% where we put a teams of students together<01:59:58.639> undergraduates<01:59:59.119> or<01:59:59.280> graduates<01:59:59.679> to 01:59:59.750 --> 01:59:59.760 align:start position:0% together undergraduates or graduates to 01:59:59.760 --> 02:00:01.109 align:start position:0% together undergraduates or graduates to work<01:59:59.920> on<02:00:00.080> open<02:00:00.320> source<02:00:00.560> projects<02:00:00.960> or<02:00:01.040> in 02:00:01.109 --> 02:00:01.119 align:start position:0% work on open source projects or in 02:00:01.119 --> 02:00:02.390 align:start position:0% work on open source projects or in general<02:00:01.360> like<02:00:01.520> open<02:00:01.760> with<02:00:02.000> open<02:00:02.159> source 02:00:02.390 --> 02:00:02.400 align:start position:0% general like open with open source 02:00:02.400 --> 02:00:03.109 align:start position:0% general like open with open source resources 02:00:03.109 --> 02:00:03.119 align:start position:0% resources 02:00:03.119 --> 02:00:05.109 align:start position:0% resources um<02:00:03.280> i<02:00:03.360> think<02:00:03.520> tequila<02:00:04.000> be<02:00:04.080> a<02:00:04.239> great<02:00:04.639> i<02:00:04.880> guess 02:00:05.109 --> 02:00:05.119 align:start position:0% um i think tequila be a great i guess 02:00:05.119 --> 02:00:06.629 align:start position:0% um i think tequila be a great i guess like<02:00:05.840> uh 02:00:06.629 --> 02:00:06.639 align:start position:0% like uh 02:00:06.639 --> 02:00:08.149 align:start position:0% like uh package<02:00:07.040> to<02:00:07.199> work<02:00:07.360> with<02:00:07.599> as<02:00:07.679> well<02:00:07.920> and<02:00:08.000> so 02:00:08.149 --> 02:00:08.159 align:start position:0% package to work with as well and so 02:00:08.159 --> 02:00:09.510 align:start position:0% package to work with as well and so either<02:00:08.400> one<02:00:08.560> like<02:00:08.800> students<02:00:09.040> could<02:00:09.280> try<02:00:09.440> to 02:00:09.510 --> 02:00:09.520 align:start position:0% either one like students could try to 02:00:09.520 --> 02:00:09.990 align:start position:0% either one like students could try to just<02:00:09.679> you<02:00:09.760> know 02:00:09.990 --> 02:00:10.000 align:start position:0% just you know 02:00:10.000 --> 02:00:11.350 align:start position:0% just you know improve<02:00:10.239> tequila<02:00:10.639> and<02:00:10.719> fix<02:00:10.960> issues<02:00:11.199> or<02:00:11.280> in 02:00:11.350 --> 02:00:11.360 align:start position:0% improve tequila and fix issues or in 02:00:11.360 --> 02:00:13.350 align:start position:0% improve tequila and fix issues or in general<02:00:11.840> help<02:00:12.080> out<02:00:12.159> you<02:00:12.320> guys<02:00:12.480> in<02:00:12.560> certain 02:00:13.350 --> 02:00:13.360 align:start position:0% general help out you guys in certain 02:00:13.360 --> 02:00:15.270 align:start position:0% general help out you guys in certain parts<02:00:13.679> of<02:00:13.760> the<02:00:13.840> github<02:00:14.400> but<02:00:14.560> also<02:00:14.800> we<02:00:14.960> also 02:00:15.270 --> 02:00:15.280 align:start position:0% parts of the github but also we also 02:00:15.280 --> 02:00:17.109 align:start position:0% parts of the github but also we also hope<02:00:15.520> in<02:00:15.599> that<02:00:15.760> class<02:00:15.920> to<02:00:16.080> use<02:00:16.239> tequila 02:00:17.109 --> 02:00:17.119 align:start position:0% hope in that class to use tequila 02:00:17.119 --> 02:00:19.030 align:start position:0% hope in that class to use tequila ideally<02:00:17.520> if<02:00:18.000> students<02:00:18.320> don't<02:00:18.880> feel 02:00:19.030 --> 02:00:19.040 align:start position:0% ideally if students don't feel 02:00:19.040 --> 02:00:20.550 align:start position:0% ideally if students don't feel comfortable<02:00:19.440> with<02:00:19.599> it<02:00:19.840> as<02:00:20.080> like<02:00:20.239> an<02:00:20.320> actual 02:00:20.550 --> 02:00:20.560 align:start position:0% comfortable with it as like an actual 02:00:20.560 --> 02:00:22.629 align:start position:0% comfortable with it as like an actual resource<02:00:21.040> to<02:00:21.280> do<02:00:21.440> quantum<02:00:21.760> simulations 02:00:22.629 --> 02:00:22.639 align:start position:0% resource to do quantum simulations 02:00:22.639 --> 02:00:23.830 align:start position:0% resource to do quantum simulations um<02:00:22.800> so<02:00:22.960> it's<02:00:23.040> good<02:00:23.199> to<02:00:23.280> know<02:00:23.440> like<02:00:23.599> what<02:00:23.679> sort 02:00:23.830 --> 02:00:23.840 align:start position:0% um so it's good to know like what sort 02:00:23.840 --> 02:00:25.430 align:start position:0% um so it's good to know like what sort of<02:00:23.920> background<02:00:24.320> you<02:00:24.400> need<02:00:24.800> and<02:00:24.880> how<02:00:25.119> you<02:00:25.199> both 02:00:25.430 --> 02:00:25.440 align:start position:0% of background you need and how you both 02:00:25.440 --> 02:00:26.310 align:start position:0% of background you need and how you both said<02:00:25.599> like<02:00:25.760> you 02:00:26.310 --> 02:00:26.320 align:start position:0% said like you 02:00:26.320 --> 02:00:28.950 align:start position:0% said like you not<02:00:26.480> really<02:00:27.440> too<02:00:27.599> much<02:00:27.760> i<02:00:27.920> suppose<02:00:28.320> it's<02:00:28.480> gotta 02:00:28.950 --> 02:00:28.960 align:start position:0% not really too much i suppose it's gotta 02:00:28.960 --> 02:00:30.629 align:start position:0% not really too much i suppose it's gotta make<02:00:29.119> your<02:00:29.280> own<02:00:29.360> modules<02:00:29.679> more<02:00:29.920> kind<02:00:30.080> of 02:00:30.629 --> 02:00:30.639 align:start position:0% make your own modules more kind of 02:00:30.639 --> 02:00:32.310 align:start position:0% make your own modules more kind of yeah<02:00:30.960> that<02:00:31.119> would<02:00:31.280> be<02:00:31.440> very<02:00:31.679> cool<02:00:32.000> actually 02:00:32.310 --> 02:00:32.320 align:start position:0% yeah that would be very cool actually 02:00:32.320 --> 02:00:34.070 align:start position:0% yeah that would be very cool actually because<02:00:32.639> in<02:00:32.800> the<02:00:32.880> end<02:00:33.040> we<02:00:33.199> also<02:00:33.360> need<02:00:33.599> feedback 02:00:34.070 --> 02:00:34.080 align:start position:0% because in the end we also need feedback 02:00:34.080 --> 02:00:34.470 align:start position:0% because in the end we also need feedback you<02:00:34.159> know 02:00:34.470 --> 02:00:34.480 align:start position:0% you know 02:00:34.480 --> 02:00:37.270 align:start position:0% you know so<02:00:34.960> like<02:00:35.679> for<02:00:35.920> instance<02:00:36.320> i<02:00:36.639> don't<02:00:36.960> i<02:00:37.119> don't 02:00:37.270 --> 02:00:37.280 align:start position:0% so like for instance i don't i don't 02:00:37.280 --> 02:00:39.030 align:start position:0% so like for instance i don't i don't like<02:00:37.440> that<02:00:37.599> tequila<02:00:38.000> implements<02:00:38.480> this 02:00:39.030 --> 02:00:39.040 align:start position:0% like that tequila implements this 02:00:39.040 --> 02:00:41.510 align:start position:0% like that tequila implements this syntax<02:00:39.520> in<02:00:39.599> this<02:00:39.760> way<02:00:40.080> for<02:00:40.320> some<02:00:40.560> reason<02:00:41.199> so 02:00:41.510 --> 02:00:41.520 align:start position:0% syntax in this way for some reason so 02:00:41.520 --> 02:00:42.870 align:start position:0% syntax in this way for some reason so maybe<02:00:41.760> we<02:00:41.920> can 02:00:42.870 --> 02:00:42.880 align:start position:0% maybe we can 02:00:42.880 --> 02:00:45.030 align:start position:0% maybe we can check<02:00:43.119> that<02:00:43.360> so<02:00:43.920> it's<02:00:44.080> also<02:00:44.400> good<02:00:44.560> that<02:00:44.800> more 02:00:45.030 --> 02:00:45.040 align:start position:0% check that so it's also good that more 02:00:45.040 --> 02:00:47.109 align:start position:0% check that so it's also good that more people<02:00:45.520> start<02:00:45.760> using<02:00:46.080> it<02:00:46.159> so<02:00:46.320> in<02:00:46.400> the<02:00:46.560> end 02:00:47.109 --> 02:00:47.119 align:start position:0% people start using it so in the end 02:00:47.119 --> 02:00:50.390 align:start position:0% people start using it so in the end tequila<02:00:47.599> skeleton<02:00:48.159> is<02:00:48.239> there<02:00:49.040> so<02:00:49.679> the<02:00:49.840> idea<02:00:50.239> is 02:00:50.390 --> 02:00:50.400 align:start position:0% tequila skeleton is there so the idea is 02:00:50.400 --> 02:00:50.709 align:start position:0% tequila skeleton is there so the idea is that 02:00:50.709 --> 02:00:50.719 align:start position:0% that 02:00:50.719 --> 02:00:52.229 align:start position:0% that everybody<02:00:51.199> that<02:00:51.360> wants<02:00:51.599> to<02:00:51.679> contribute<02:00:52.080> and 02:00:52.229 --> 02:00:52.239 align:start position:0% everybody that wants to contribute and 02:00:52.239 --> 02:00:54.070 align:start position:0% everybody that wants to contribute and add<02:00:52.400> more<02:00:52.560> things<02:00:52.880> it<02:00:52.960> would<02:00:53.119> be<02:00:53.360> easier<02:00:53.760> to<02:00:53.920> do 02:00:54.070 --> 02:00:54.080 align:start position:0% add more things it would be easier to do 02:00:54.080 --> 02:00:55.589 align:start position:0% add more things it would be easier to do that<02:00:54.320> because<02:00:54.639> you<02:00:54.800> just<02:00:54.960> have<02:00:55.119> to 02:00:55.589 --> 02:00:55.599 align:start position:0% that because you just have to 02:00:55.599 --> 02:00:57.510 align:start position:0% that because you just have to wrote<02:00:55.840> the<02:00:55.920> module<02:00:56.320> and<02:00:56.560> plug<02:00:56.880> it<02:00:57.280> and<02:00:57.440> of 02:00:57.510 --> 02:00:57.520 align:start position:0% wrote the module and plug it and of 02:00:57.520 --> 02:00:58.709 align:start position:0% wrote the module and plug it and of course<02:00:57.679> if<02:00:57.920> you<02:00:58.000> want<02:00:58.159> to 02:00:58.709 --> 02:00:58.719 align:start position:0% course if you want to 02:00:58.719 --> 02:01:01.189 align:start position:0% course if you want to check<02:00:58.960> the<02:00:59.119> code<02:00:59.440> more<02:00:59.679> in<02:00:59.760> more<02:01:00.000> detail<02:01:00.560> so 02:01:01.189 --> 02:01:01.199 align:start position:0% check the code more in more detail so 02:01:01.199 --> 02:01:01.830 align:start position:0% check the code more in more detail so you<02:01:01.360> can 02:01:01.830 --> 02:01:01.840 align:start position:0% you can 02:01:01.840 --> 02:01:04.470 align:start position:0% you can also<02:01:02.159> do<02:01:02.320> that<02:01:02.639> so<02:01:03.599> yeah<02:01:03.840> that<02:01:04.000> would<02:01:04.159> be<02:01:04.320> great 02:01:04.470 --> 02:01:04.480 align:start position:0% also do that so yeah that would be great 02:01:04.480 --> 02:01:06.390 align:start position:0% also do that so yeah that would be great so<02:01:04.719> let<02:01:04.880> us<02:01:05.040> know<02:01:05.280> if<02:01:05.440> you<02:01:05.599> decide<02:01:06.000> to<02:01:06.080> do<02:01:06.239> that 02:01:06.390 --> 02:01:06.400 align:start position:0% so let us know if you decide to do that 02:01:06.400 --> 02:01:06.870 align:start position:0% so let us know if you decide to do that because 02:01:06.870 --> 02:01:06.880 align:start position:0% because 02:01:06.880 --> 02:01:09.030 align:start position:0% because we<02:01:07.040> will<02:01:07.199> be<02:01:07.440> more<02:01:07.599> than<02:01:07.840> happy<02:01:08.159> to<02:01:08.560> provide 02:01:09.030 --> 02:01:09.040 align:start position:0% we will be more than happy to provide 02:01:09.040 --> 02:01:11.189 align:start position:0% we will be more than happy to provide any<02:01:09.280> help<02:01:09.520> that<02:01:09.760> is<02:01:09.920> necessary 02:01:11.189 --> 02:01:11.199 align:start position:0% any help that is necessary 02:01:11.199 --> 02:01:13.750 align:start position:0% any help that is necessary yes<02:01:11.440> definitely<02:01:11.760> awesome<02:01:12.080> thank<02:01:12.239> you<02:01:13.599> yeah 02:01:13.750 --> 02:01:13.760 align:start position:0% yes definitely awesome thank you yeah 02:01:13.760 --> 02:01:15.109 align:start position:0% yes definitely awesome thank you yeah there's<02:01:14.000> also<02:01:14.239> the<02:01:14.320> opportunity<02:01:14.880> like 02:01:15.109 --> 02:01:15.119 align:start position:0% there's also the opportunity like 02:01:15.119 --> 02:01:16.149 align:start position:0% there's also the opportunity like especially<02:01:15.520> if<02:01:15.679> it's<02:01:15.840> like 02:01:16.149 --> 02:01:16.159 align:start position:0% especially if it's like 02:01:16.159 --> 02:01:18.790 align:start position:0% especially if it's like a<02:01:16.320> group<02:01:16.560> of<02:01:16.719> students<02:01:17.199> um<02:01:18.159> we<02:01:18.320> could<02:01:18.560> also 02:01:18.790 --> 02:01:18.800 align:start position:0% a group of students um we could also 02:01:18.800 --> 02:01:21.109 align:start position:0% a group of students um we could also like<02:01:19.040> add<02:01:19.199> them<02:01:19.520> to<02:01:19.760> a<02:01:19.920> shared<02:01:20.320> slack<02:01:20.719> channel 02:01:21.109 --> 02:01:21.119 align:start position:0% like add them to a shared slack channel 02:01:21.119 --> 02:01:21.430 align:start position:0% like add them to a shared slack channel with 02:01:21.430 --> 02:01:21.440 align:start position:0% with 02:01:21.440 --> 02:01:22.950 align:start position:0% with us<02:01:21.679> or<02:01:21.760> something<02:01:22.159> and<02:01:22.320> if<02:01:22.400> they<02:01:22.560> have<02:01:22.719> like 02:01:22.950 --> 02:01:22.960 align:start position:0% us or something and if they have like 02:01:22.960 --> 02:01:25.589 align:start position:0% us or something and if they have like questions<02:01:23.520> we<02:01:23.679> can<02:01:23.920> answer<02:01:24.239> them<02:01:24.560> on<02:01:24.639> the 02:01:25.589 --> 02:01:25.599 align:start position:0% questions we can answer them on the 02:01:25.599 --> 02:01:27.589 align:start position:0% questions we can answer them on the fast<02:01:25.920> way<02:01:26.560> because<02:01:26.800> sometimes<02:01:27.199> people<02:01:27.440> are 02:01:27.589 --> 02:01:27.599 align:start position:0% fast way because sometimes people are 02:01:27.599 --> 02:01:29.589 align:start position:0% fast way because sometimes people are also<02:01:27.840> like<02:01:28.400> afraid<02:01:28.880> like<02:01:29.040> if<02:01:29.199> they<02:01:29.360> have 02:01:29.589 --> 02:01:29.599 align:start position:0% also like afraid like if they have 02:01:29.599 --> 02:01:31.430 align:start position:0% also like afraid like if they have questions<02:01:29.920> like<02:01:30.080> to<02:01:30.320> raise<02:01:30.560> a<02:01:30.719> github<02:01:31.119> issue 02:01:31.430 --> 02:01:31.440 align:start position:0% questions like to raise a github issue 02:01:31.440 --> 02:01:32.790 align:start position:0% questions like to raise a github issue because<02:01:31.760> it's<02:01:31.920> like<02:01:32.159> on 02:01:32.790 --> 02:01:32.800 align:start position:0% because it's like on 02:01:32.800 --> 02:01:35.430 align:start position:0% because it's like on worldwide<02:01:33.440> display<02:01:33.840> so<02:01:34.080> to<02:01:34.239> say<02:01:34.960> and<02:01:35.119> i<02:01:35.280> think 02:01:35.430 --> 02:01:35.440 align:start position:0% worldwide display so to say and i think 02:01:35.440 --> 02:01:37.270 align:start position:0% worldwide display so to say and i think it's<02:01:35.599> like<02:01:35.760> it's<02:01:35.920> a<02:01:36.000> limiting<02:01:36.480> factor<02:01:36.880> often 02:01:37.270 --> 02:01:37.280 align:start position:0% it's like it's a limiting factor often 02:01:37.280 --> 02:01:39.030 align:start position:0% it's like it's a limiting factor often and<02:01:37.440> then<02:01:37.679> it's<02:01:37.840> like 02:01:39.030 --> 02:01:39.040 align:start position:0% and then it's like 02:01:39.040 --> 02:01:40.790 align:start position:0% and then it's like then<02:01:39.280> sometimes<02:01:39.760> something<02:01:40.080> doesn't<02:01:40.400> work<02:01:40.639> or 02:01:40.790 --> 02:01:40.800 align:start position:0% then sometimes something doesn't work or 02:01:40.800 --> 02:01:42.870 align:start position:0% then sometimes something doesn't work or they<02:01:40.960> get<02:01:41.199> like<02:01:41.440> some<02:01:41.840> error<02:01:42.159> messages<02:01:42.719> they 02:01:42.870 --> 02:01:42.880 align:start position:0% they get like some error messages they 02:01:42.880 --> 02:01:43.990 align:start position:0% they get like some error messages they can<02:01:43.119> just 02:01:43.990 --> 02:01:44.000 align:start position:0% can just 02:01:44.000 --> 02:01:46.550 align:start position:0% can just send<02:01:44.239> them<02:01:44.400> to<02:01:44.639> us<02:01:44.880> and<02:01:44.960> then<02:01:45.520> we<02:01:45.679> have<02:01:45.840> a<02:01:45.920> look 02:01:46.550 --> 02:01:46.560 align:start position:0% send them to us and then we have a look 02:01:46.560 --> 02:01:48.709 align:start position:0% send them to us and then we have a look it's<02:01:46.800> basically<02:01:47.280> what<02:01:47.440> we<02:01:47.599> do<02:01:47.760> like<02:01:47.920> with<02:01:48.159> our 02:01:48.709 --> 02:01:48.719 align:start position:0% it's basically what we do like with our 02:01:48.719 --> 02:01:52.950 align:start position:0% it's basically what we do like with our like<02:01:48.960> colleagues<02:01:49.440> also<02:01:49.760> who<02:01:49.920> use<02:01:50.159> it<02:01:51.040> um 02:01:52.950 --> 02:01:52.960 align:start position:0% like colleagues also who use it um 02:01:52.960 --> 02:01:54.709 align:start position:0% like colleagues also who use it um now<02:01:53.199> we<02:01:53.360> are<02:01:53.599> we<02:01:53.679> have<02:01:53.920> some<02:01:54.239> we<02:01:54.400> will<02:01:54.560> have 02:01:54.709 --> 02:01:54.719 align:start position:0% now we are we have some we will have 02:01:54.719 --> 02:01:56.550 align:start position:0% now we are we have some we will have some<02:01:54.880> mentees<02:01:55.360> of<02:01:55.440> the<02:01:55.679> quantum<02:01:56.080> open<02:01:56.320> source 02:01:56.550 --> 02:01:56.560 align:start position:0% some mentees of the quantum open source 02:01:56.560 --> 02:01:57.270 align:start position:0% some mentees of the quantum open source foundation<02:01:57.040> i 02:01:57.270 --> 02:01:57.280 align:start position:0% foundation i 02:01:57.280 --> 02:01:58.790 align:start position:0% foundation i i<02:01:57.520> see<02:01:57.679> that<02:01:57.840> some<02:01:58.000> of<02:01:58.159> you<02:01:58.320> mentioned<02:01:58.639> the 02:01:58.790 --> 02:01:58.800 align:start position:0% i see that some of you mentioned the 02:01:58.800 --> 02:02:00.790 align:start position:0% i see that some of you mentioned the open<02:01:59.040> source<02:01:59.360> thing<02:02:00.080> and<02:02:00.320> they<02:02:00.480> will<02:02:00.639> be 02:02:00.790 --> 02:02:00.800 align:start position:0% open source thing and they will be 02:02:00.800 --> 02:02:02.310 align:start position:0% open source thing and they will be working<02:02:01.040> with<02:02:01.199> the<02:02:01.360> kill<02:02:01.599> i<02:02:01.679> mean<02:02:01.840> they<02:02:02.080> have 02:02:02.310 --> 02:02:02.320 align:start position:0% working with the kill i mean they have 02:02:02.320 --> 02:02:03.830 align:start position:0% working with the kill i mean they have different<02:02:02.639> backgrounds<02:02:03.119> so<02:02:03.280> they<02:02:03.520> we<02:02:03.679> will 02:02:03.830 --> 02:02:03.840 align:start position:0% different backgrounds so they we will 02:02:03.840 --> 02:02:05.510 align:start position:0% different backgrounds so they we will give<02:02:04.080> them<02:02:04.320> different<02:02:04.719> projects<02:02:05.119> to<02:02:05.280> work 02:02:05.510 --> 02:02:05.520 align:start position:0% give them different projects to work 02:02:05.520 --> 02:02:06.229 align:start position:0% give them different projects to work with 02:02:06.229 --> 02:02:06.239 align:start position:0% with 02:02:06.239 --> 02:02:08.870 align:start position:0% with and<02:02:06.960> the<02:02:07.119> ideas<02:02:08.000> you<02:02:08.080> know<02:02:08.320> help<02:02:08.639> us<02:02:08.719> to 02:02:08.870 --> 02:02:08.880 align:start position:0% and the ideas you know help us to 02:02:08.880 --> 02:02:10.790 align:start position:0% and the ideas you know help us to collaborate<02:02:09.440> and<02:02:09.599> grow<02:02:09.920> the<02:02:10.080> community<02:02:10.639> and 02:02:10.790 --> 02:02:10.800 align:start position:0% collaborate and grow the community and 02:02:10.800 --> 02:02:11.669 align:start position:0% collaborate and grow the community and this<02:02:11.040> is<02:02:11.119> something 02:02:11.669 --> 02:02:11.679 align:start position:0% this is something 02:02:11.679 --> 02:02:13.430 align:start position:0% this is something not<02:02:11.920> only<02:02:12.159> open<02:02:12.400> source<02:02:12.639> but<02:02:12.800> also<02:02:13.040> develop 02:02:13.430 --> 02:02:13.440 align:start position:0% not only open source but also develop 02:02:13.440 --> 02:02:15.430 align:start position:0% not only open source but also develop from<02:02:13.840> from<02:02:14.080> academia<02:02:14.639> from<02:02:14.880> university<02:02:15.360> of 02:02:15.430 --> 02:02:15.440 align:start position:0% from from academia from university of 02:02:15.440 --> 02:02:16.870 align:start position:0% from from academia from university of toronto<02:02:15.920> so<02:02:16.159> it's 02:02:16.870 --> 02:02:16.880 align:start position:0% toronto so it's 02:02:16.880 --> 02:02:19.109 align:start position:0% toronto so it's it<02:02:17.599> you<02:02:17.679> know<02:02:18.000> it's<02:02:18.320> the<02:02:18.480> idea<02:02:18.800> is<02:02:18.880> that 02:02:19.109 --> 02:02:19.119 align:start position:0% it you know it's the idea is that 02:02:19.119 --> 02:02:20.550 align:start position:0% it you know it's the idea is that everybody<02:02:19.599> around<02:02:19.920> the<02:02:20.000> world 02:02:20.550 --> 02:02:20.560 align:start position:0% everybody around the world 02:02:20.560 --> 02:02:21.830 align:start position:0% everybody around the world it<02:02:20.639> doesn't<02:02:20.960> matter<02:02:21.119> if<02:02:21.280> you're<02:02:21.440> part<02:02:21.599> of<02:02:21.760> a 02:02:21.830 --> 02:02:21.840 align:start position:0% it doesn't matter if you're part of a 02:02:21.840 --> 02:02:23.750 align:start position:0% it doesn't matter if you're part of a company<02:02:22.320> or<02:02:22.560> academia<02:02:23.280> you<02:02:23.360> don't<02:02:23.520> have<02:02:23.599> to 02:02:23.750 --> 02:02:23.760 align:start position:0% company or academia you don't have to 02:02:23.760 --> 02:02:25.830 align:start position:0% company or academia you don't have to ask<02:02:23.920> permission<02:02:24.320> to<02:02:24.480> anyone<02:02:24.800> just<02:02:25.119> contribute 02:02:25.830 --> 02:02:25.840 align:start position:0% ask permission to anyone just contribute 02:02:25.840 --> 02:02:28.470 align:start position:0% ask permission to anyone just contribute if<02:02:25.920> you<02:02:26.080> want<02:02:26.880> and<02:02:27.440> yeah<02:02:27.760> that<02:02:27.840> would<02:02:28.000> be<02:02:28.159> very 02:02:28.470 --> 02:02:28.480 align:start position:0% if you want and yeah that would be very 02:02:28.480 --> 02:02:28.950 align:start position:0% if you want and yeah that would be very great 02:02:28.950 --> 02:02:28.960 align:start position:0% great 02:02:28.960 --> 02:02:31.270 align:start position:0% great and<02:02:29.199> we<02:02:29.360> have<02:02:29.599> a<02:02:29.760> very<02:02:30.000> list<02:02:30.400> of<02:02:30.880> things<02:02:31.119> that 02:02:31.270 --> 02:02:31.280 align:start position:0% and we have a very list of things that 02:02:31.280 --> 02:02:32.310 align:start position:0% and we have a very list of things that we<02:02:31.360> want<02:02:31.520> to<02:02:31.760> implement 02:02:32.310 --> 02:02:32.320 align:start position:0% we want to implement 02:02:32.320 --> 02:02:34.629 align:start position:0% we want to implement so<02:02:32.800> we<02:02:32.960> can<02:02:33.119> also<02:02:33.360> give<02:02:33.599> you<02:02:33.760> some<02:02:34.000> ideas<02:02:34.480> if 02:02:34.629 --> 02:02:34.639 align:start position:0% so we can also give you some ideas if 02:02:34.639 --> 02:02:35.589 align:start position:0% so we can also give you some ideas if you<02:02:34.719> don't<02:02:34.960> know 02:02:35.589 --> 02:02:35.599 align:start position:0% you don't know 02:02:35.599 --> 02:02:37.430 align:start position:0% you don't know any<02:02:35.920> uh<02:02:36.239> of<02:02:36.400> what<02:02:36.560> kind<02:02:36.800> of<02:02:36.880> things<02:02:37.040> can<02:02:37.199> you 02:02:37.430 --> 02:02:37.440 align:start position:0% any uh of what kind of things can you 02:02:37.440 --> 02:02:38.950 align:start position:0% any uh of what kind of things can you help<02:02:37.679> us<02:02:37.760> to<02:02:37.920> contribute<02:02:38.480> and 02:02:38.950 --> 02:02:38.960 align:start position:0% help us to contribute and 02:02:38.960 --> 02:02:42.149 align:start position:0% help us to contribute and increase<02:02:39.360> the<02:02:39.599> features<02:02:40.239> in<02:02:40.320> tequila 02:02:42.149 --> 02:02:42.159 align:start position:0% increase the features in tequila 02:02:42.159 --> 02:02:43.430 align:start position:0% increase the features in tequila you<02:02:42.320> know<02:02:42.480> screen<02:02:42.719> maybe<02:02:43.040> over<02:02:43.199> the<02:02:43.280> next 02:02:43.430 --> 02:02:43.440 align:start position:0% you know screen maybe over the next 02:02:43.440 --> 02:02:44.709 align:start position:0% you know screen maybe over the next month<02:02:43.679> or<02:02:43.760> so<02:02:43.840> i'll<02:02:43.920> reach<02:02:44.159> out<02:02:44.320> to<02:02:44.400> you<02:02:44.480> guys 02:02:44.709 --> 02:02:44.719 align:start position:0% month or so i'll reach out to you guys 02:02:44.719 --> 02:02:46.149 align:start position:0% month or so i'll reach out to you guys and<02:02:44.880> we<02:02:44.960> can<02:02:45.040> have<02:02:45.280> a<02:02:45.360> deeper<02:02:45.599> conversation 02:02:46.149 --> 02:02:46.159 align:start position:0% and we can have a deeper conversation 02:02:46.159 --> 02:02:49.669 align:start position:0% and we can have a deeper conversation about<02:02:46.320> this<02:02:47.520> yeah<02:02:47.760> feel<02:02:47.920> free<02:02:48.159> to<02:02:48.239> do<02:02:48.400> so<02:02:48.639> yeah 02:02:49.669 --> 02:02:49.679 align:start position:0% about this yeah feel free to do so yeah 02:02:49.679 --> 02:02:50.950 align:start position:0% about this yeah feel free to do so yeah so<02:02:49.840> i<02:02:49.920> was<02:02:50.000> like<02:02:50.159> we<02:02:50.320> have<02:02:50.480> a<02:02:50.560> little<02:02:50.719> bit<02:02:50.880> of 02:02:50.950 --> 02:02:50.960 align:start position:0% so i was like we have a little bit of 02:02:50.960 --> 02:02:52.950 align:start position:0% so i was like we have a little bit of overview<02:02:51.360> like<02:02:51.599> over<02:02:51.760> like<02:02:52.000> for<02:02:52.159> example 02:02:52.950 --> 02:02:52.960 align:start position:0% overview like over like for example 02:02:52.960 --> 02:02:55.109 align:start position:0% overview like over like for example some<02:02:53.199> of<02:02:53.360> those<02:02:53.599> for<02:02:53.760> this<02:02:54.080> open<02:02:54.400> source 02:02:55.109 --> 02:02:55.119 align:start position:0% some of those for this open source 02:02:55.119 --> 02:02:56.070 align:start position:0% some of those for this open source foundation 02:02:56.070 --> 02:02:56.080 align:start position:0% foundation 02:02:56.080 --> 02:02:58.870 align:start position:0% foundation who<02:02:56.239> are<02:02:56.320> doing<02:02:56.639> some<02:02:56.880> projects<02:02:57.920> and<02:02:58.159> then<02:02:58.560> if 02:02:58.870 --> 02:02:58.880 align:start position:0% who are doing some projects and then if 02:02:58.880 --> 02:03:00.629 align:start position:0% who are doing some projects and then if some<02:02:59.199> other<02:02:59.520> students<02:02:59.920> want<02:03:00.159> to<02:03:00.239> do<02:03:00.400> more<02:03:00.560> or 02:03:00.629 --> 02:03:00.639 align:start position:0% some other students want to do more or 02:03:00.639 --> 02:03:01.510 align:start position:0% some other students want to do more or less<02:03:00.960> the<02:03:01.119> same 02:03:01.510 --> 02:03:01.520 align:start position:0% less the same 02:03:01.520 --> 02:03:05.270 align:start position:0% less the same like<02:03:02.239> we<02:03:02.400> can<02:03:02.639> already<02:03:03.040> like<02:03:03.360> prevent<02:03:03.920> that<02:03:04.239> um 02:03:05.270 --> 02:03:05.280 align:start position:0% like we can already like prevent that um 02:03:05.280 --> 02:03:08.149 align:start position:0% like we can already like prevent that um they<02:03:05.520> are<02:03:05.679> like<02:03:06.800> like<02:03:07.119> working<02:03:07.520> on<02:03:07.679> that<02:03:08.000> and 02:03:08.149 --> 02:03:08.159 align:start position:0% they are like like working on that and 02:03:08.159 --> 02:03:10.709 align:start position:0% they are like like working on that and then<02:03:08.480> the<02:03:08.639> next<02:03:08.960> month<02:03:09.280> someone<02:03:09.599> else<02:03:09.920> like 02:03:10.709 --> 02:03:10.719 align:start position:0% then the next month someone else like 02:03:10.719 --> 02:03:13.030 align:start position:0% then the next month someone else like adds<02:03:11.040> that<02:03:11.360> and<02:03:11.520> then<02:03:11.760> like<02:03:12.080> they<02:03:12.400> feel<02:03:12.840> like 02:03:13.030 --> 02:03:13.040 align:start position:0% adds that and then like they feel like 02:03:13.040 --> 02:03:14.550 align:start position:0% adds that and then like they feel like uh 02:03:14.550 --> 02:03:14.560 align:start position:0% uh 02:03:14.560 --> 02:03:17.189 align:start position:0% uh then<02:03:15.520> that's<02:03:15.840> a<02:03:15.920> big<02:03:16.080> bump<02:03:16.400> on<02:03:16.560> motivation<02:03:17.119> i 02:03:17.189 --> 02:03:17.199 align:start position:0% then that's a big bump on motivation i 02:03:17.199 --> 02:03:18.550 align:start position:0% then that's a big bump on motivation i would<02:03:17.360> say 02:03:18.550 --> 02:03:18.560 align:start position:0% would say 02:03:18.560 --> 02:03:20.470 align:start position:0% would say i'm<02:03:18.719> like<02:03:18.960> to<02:03:19.119> avoid<02:03:19.520> like<02:03:19.679> having<02:03:20.000> these<02:03:20.239> kind 02:03:20.470 --> 02:03:20.480 align:start position:0% i'm like to avoid like having these kind 02:03:20.480 --> 02:03:22.070 align:start position:0% i'm like to avoid like having these kind of<02:03:20.639> like<02:03:21.040> clashes 02:03:22.070 --> 02:03:22.080 align:start position:0% of like clashes 02:03:22.080 --> 02:03:23.669 align:start position:0% of like clashes like<02:03:22.480> they<02:03:22.639> don't<02:03:22.800> have<02:03:22.880> to<02:03:23.360> they<02:03:23.440> don't<02:03:23.599> have 02:03:23.669 --> 02:03:23.679 align:start position:0% like they don't have to they don't have 02:03:23.679 --> 02:03:25.669 align:start position:0% like they don't have to they don't have to<02:03:23.840> share<02:03:24.000> their<02:03:24.320> research<02:03:24.800> secrets<02:03:25.280> with<02:03:25.440> us 02:03:25.669 --> 02:03:25.679 align:start position:0% to share their research secrets with us 02:03:25.679 --> 02:03:27.589 align:start position:0% to share their research secrets with us but<02:03:25.840> like 02:03:27.589 --> 02:03:27.599 align:start position:0% but like 02:03:27.599 --> 02:03:30.870 align:start position:0% but like if<02:03:28.239> it's<02:03:28.400> like<02:03:28.639> uh<02:03:30.320> basic 02:03:30.870 --> 02:03:30.880 align:start position:0% if it's like uh basic 02:03:30.880 --> 02:03:32.950 align:start position:0% if it's like uh basic like<02:03:31.520> projects<02:03:32.000> which<02:03:32.239> are<02:03:32.400> fine<02:03:32.639> like<02:03:32.800> to 02:03:32.950 --> 02:03:32.960 align:start position:0% like projects which are fine like to 02:03:32.960 --> 02:03:35.270 align:start position:0% like projects which are fine like to share<02:03:33.360> so<02:03:33.599> um 02:03:35.270 --> 02:03:35.280 align:start position:0% share so um 02:03:35.280 --> 02:03:37.589 align:start position:0% share so um just<02:03:35.599> yeah<02:03:35.920> yeah<02:03:36.639> feel<02:03:36.880> free<02:03:37.040> to<02:03:37.119> reach<02:03:37.360> out 02:03:37.589 --> 02:03:37.599 align:start position:0% just yeah yeah feel free to reach out 02:03:37.599 --> 02:03:39.189 align:start position:0% just yeah yeah feel free to reach out like<02:03:37.840> we're<02:03:38.000> more<02:03:38.159> than<02:03:38.320> happy<02:03:38.639> to<02:03:38.800> help<02:03:39.040> with 02:03:39.189 --> 02:03:39.199 align:start position:0% like we're more than happy to help with 02:03:39.199 --> 02:03:40.790 align:start position:0% like we're more than happy to help with that 02:03:40.790 --> 02:03:40.800 align:start position:0% that 02:03:40.800 --> 02:03:47.830 align:start position:0% that awesome<02:03:41.040> thank<02:03:41.199> you<02:03:41.360> again 02:03:47.830 --> 02:03:47.840 align:start position:0% 02:03:47.840 --> 02:03:49.510 align:start position:0% all<02:03:48.079> right<02:03:48.400> i<02:03:48.480> think<02:03:48.639> we<02:03:48.800> covered<02:03:49.119> a<02:03:49.199> bunch<02:03:49.440> of 02:03:49.510 --> 02:03:49.520 align:start position:0% all right i think we covered a bunch of 02:03:49.520 --> 02:03:51.589 align:start position:0% all right i think we covered a bunch of topics<02:03:50.079> and<02:03:50.320> so<02:03:50.480> i<02:03:50.560> think<02:03:50.719> we're<02:03:50.960> kind<02:03:51.119> of<02:03:51.360> to 02:03:51.589 --> 02:03:51.599 align:start position:0% topics and so i think we're kind of to 02:03:51.599 --> 02:03:52.310 align:start position:0% topics and so i think we're kind of to our 02:03:52.310 --> 02:03:52.320 align:start position:0% our 02:03:52.320 --> 02:03:55.350 align:start position:0% our mark<02:03:52.719> so<02:03:52.960> i<02:03:53.119> want<02:03:53.280> to<02:03:54.079> thank<02:03:54.320> everyone<02:03:55.040> uh 02:03:55.350 --> 02:03:55.360 align:start position:0% mark so i want to thank everyone uh 02:03:55.360 --> 02:03:58.310 align:start position:0% mark so i want to thank everyone uh for<02:03:56.239> uh<02:03:56.639> great<02:03:56.960> quantum<02:03:57.280> conversations<02:03:58.079> and<02:03:58.239> i 02:03:58.310 --> 02:03:58.320 align:start position:0% for uh great quantum conversations and i 02:03:58.320 --> 02:03:58.790 align:start position:0% for uh great quantum conversations and i think 02:03:58.790 --> 02:03:58.800 align:start position:0% think 02:03:58.800 --> 02:04:00.790 align:start position:0% think going<02:03:59.119> forward<02:03:59.840> uh<02:04:00.079> i<02:04:00.159> think<02:04:00.320> this<02:04:00.480> format 02:04:00.790 --> 02:04:00.800 align:start position:0% going forward uh i think this format 02:04:00.800 --> 02:04:03.030 align:start position:0% going forward uh i think this format really<02:04:01.040> works<02:04:01.360> we<02:04:01.520> will<02:04:01.679> have<02:04:01.920> one<02:04:02.159> main<02:04:02.480> talk 02:04:03.030 --> 02:04:03.040 align:start position:0% really works we will have one main talk 02:04:03.040 --> 02:04:05.910 align:start position:0% really works we will have one main talk in<02:04:03.199> my<02:04:03.520> main<02:04:03.840> theme<02:04:04.079> right<02:04:04.400> and<02:04:04.480> we<02:04:04.880> also<02:04:05.280> have 02:04:05.910 --> 02:04:05.920 align:start position:0% in my main theme right and we also have 02:04:05.920 --> 02:04:06.310 align:start position:0% in my main theme right and we also have uh 02:04:06.310 --> 02:04:06.320 align:start position:0% uh 02:04:06.320 --> 02:04:08.470 align:start position:0% uh kind<02:04:06.480> of<02:04:07.040> a<02:04:07.280> longer<02:04:07.679> general<02:04:08.000> discussion<02:04:08.400> i 02:04:08.470 --> 02:04:08.480 align:start position:0% kind of a longer general discussion i 02:04:08.480 --> 02:04:10.069 align:start position:0% kind of a longer general discussion i think<02:04:08.639> really<02:04:08.880> great<02:04:09.040> topics<02:04:09.440> came<02:04:09.679> up<02:04:09.920> we'll 02:04:10.069 --> 02:04:10.079 align:start position:0% think really great topics came up we'll 02:04:10.079 --> 02:04:12.229 align:start position:0% think really great topics came up we'll have<02:04:10.320> some<02:04:10.480> links<02:04:10.800> i'll<02:04:11.119> post<02:04:11.440> them 02:04:12.229 --> 02:04:12.239 align:start position:0% have some links i'll post them 02:04:12.239 --> 02:04:14.390 align:start position:0% have some links i'll post them uh<02:04:12.560> on<02:04:12.639> the<02:04:12.880> site<02:04:13.199> and<02:04:13.360> i<02:04:13.440> want<02:04:13.599> to<02:04:13.679> thank<02:04:13.920> again 02:04:14.390 --> 02:04:14.400 align:start position:0% uh on the site and i want to thank again 02:04:14.400 --> 02:04:16.069 align:start position:0% uh on the site and i want to thank again uh<02:04:14.719> jeremiah<02:04:15.199> and<02:04:15.360> merc 02:04:16.069 --> 02:04:16.079 align:start position:0% uh jeremiah and merc 02:04:16.079 --> 02:04:18.790 align:start position:0% uh jeremiah and merc as<02:04:16.400> community<02:04:17.040> organizers<02:04:18.079> again<02:04:18.400> you<02:04:18.560> guys 02:04:18.790 --> 02:04:18.800 align:start position:0% as community organizers again you guys 02:04:18.800 --> 02:04:20.310 align:start position:0% as community organizers again you guys are<02:04:18.880> very<02:04:19.040> welcome<02:04:19.440> to 02:04:20.310 --> 02:04:20.320 align:start position:0% are very welcome to 02:04:20.320 --> 02:04:22.709 align:start position:0% are very welcome to uh<02:04:20.880> to<02:04:21.119> join<02:04:21.440> in<02:04:21.599> and<02:04:21.760> help<02:04:22.159> this<02:04:22.320> is<02:04:22.400> really<02:04:22.639> a 02:04:22.709 --> 02:04:22.719 align:start position:0% uh to join in and help this is really a 02:04:22.719 --> 02:04:24.069 align:start position:0% uh to join in and help this is really a community<02:04:23.119> endeavor 02:04:24.069 --> 02:04:24.079 align:start position:0% community endeavor 02:04:24.079 --> 02:04:26.229 align:start position:0% community endeavor so<02:04:24.560> thanks<02:04:24.800> a<02:04:24.800> lot<02:04:25.040> everybody<02:04:26.000> really 02:04:26.229 --> 02:04:26.239 align:start position:0% so thanks a lot everybody really 02:04:26.239 --> 02:04:27.589 align:start position:0% so thanks a lot everybody really appreciate<02:04:26.639> it<02:04:26.800> and<02:04:27.040> uh 02:04:27.589 --> 02:04:27.599 align:start position:0% appreciate it and uh 02:04:27.599 --> 02:04:29.270 align:start position:0% appreciate it and uh send<02:04:27.840> me<02:04:27.920> some<02:04:28.079> proposals<02:04:28.560> for<02:04:28.719> the<02:04:28.800> talks<02:04:29.199> i 02:04:29.270 --> 02:04:29.280 align:start position:0% send me some proposals for the talks i 02:04:29.280 --> 02:04:30.550 align:start position:0% send me some proposals for the talks i think<02:04:29.440> you<02:04:29.520> know<02:04:29.920> uh<02:04:30.159> this<02:04:30.320> kind<02:04:30.480> of 02:04:30.550 --> 02:04:30.560 align:start position:0% think you know uh this kind of 02:04:30.560 --> 02:04:32.310 align:start position:0% think you know uh this kind of one-on-one<02:04:31.119> self-earning 02:04:32.310 --> 02:04:32.320 align:start position:0% one-on-one self-earning 02:04:32.320 --> 02:04:34.790 align:start position:0% one-on-one self-earning theme<02:04:32.960> uh<02:04:33.199> would<02:04:33.360> be<02:04:33.520> great<02:04:34.159> for<02:04:34.320> the<02:04:34.480> next 02:04:34.790 --> 02:04:34.800 align:start position:0% theme uh would be great for the next 02:04:34.800 --> 02:04:36.790 align:start position:0% theme uh would be great for the next time<02:04:35.280> so<02:04:35.440> i'll<02:04:35.599> ask<02:04:35.760> some<02:04:35.920> folks<02:04:36.239> to 02:04:36.790 --> 02:04:36.800 align:start position:0% time so i'll ask some folks to 02:04:36.800 --> 02:04:38.709 align:start position:0% time so i'll ask some folks to to<02:04:37.040> to<02:04:37.440> give<02:04:37.679> talks<02:04:38.000> and<02:04:38.239> send<02:04:38.400> me<02:04:38.560> some 02:04:38.709 --> 02:04:38.719 align:start position:0% to to give talks and send me some 02:04:38.719 --> 02:04:39.830 align:start position:0% to to give talks and send me some proposals<02:04:39.280> and<02:04:39.440> i 02:04:39.830 --> 02:04:39.840 align:start position:0% proposals and i 02:04:39.840 --> 02:04:42.470 align:start position:0% proposals and i see<02:04:40.079> you<02:04:40.239> guys<02:04:40.880> again<02:04:41.360> last<02:04:41.679> wednesday<02:04:42.239> of 02:04:42.470 --> 02:04:42.480 align:start position:0% see you guys again last wednesday of 02:04:42.480 --> 02:04:44.470 align:start position:0% see you guys again last wednesday of november 02:04:44.470 --> 02:04:44.480 align:start position:0% november 02:04:44.480 --> 02:04:46.310 align:start position:0% november thank<02:04:44.639> you<02:04:44.719> very<02:04:44.880> much<02:04:45.119> thanks<02:04:45.360> a<02:04:45.440> lot<02:04:45.840> guys 02:04:46.310 --> 02:04:46.320 align:start position:0% thank you very much thanks a lot guys 02:04:46.320 --> 02:04:48.510 align:start position:0% thank you very much thanks a lot guys have<02:04:46.480> a<02:04:46.560> nice<02:04:46.719> day<02:04:47.199> thank<02:04:47.360> you<02:04:47.520> guys 02:04:48.510 --> 02:04:48.520 align:start position:0% have a nice day thank you guys 02:04:48.520 --> 02:04:53.840 align:start position:0% have a nice day thank you guys everyone<02:04:49.679> thank<02:04:50.840> you