WEBVTT Kind: captions Language: en 00:00:04.450 --> 00:00:16.260 align:start position:0% a<00:00:13.710> hello<00:00:14.710> everybody<00:00:14.889> I'm<00:00:15.519> Alexa<00:00:15.879> crabber<00:00:16.119> of 00:00:16.260 --> 00:00:16.270 align:start position:0% a hello everybody I'm Alexa crabber of 00:00:16.270 --> 00:00:18.300 align:start position:0% a hello everybody I'm Alexa crabber of the<00:00:16.419> organizer<00:00:16.810> of<00:00:16.990> bi<00:00:17.230> ara<00:00:17.560> I'm<00:00:17.800> it<00:00:17.980> up<00:00:18.130> and 00:00:18.300 --> 00:00:18.310 align:start position:0% the organizer of bi ara I'm it up and 00:00:18.310 --> 00:00:21.780 align:start position:0% the organizer of bi ara I'm it up and here<00:00:19.000> we're<00:00:19.150> on<00:00:19.210> location<00:00:19.300> at<00:00:19.779> crowd<00:00:20.080> flower<00:00:20.790> a 00:00:21.780 --> 00:00:21.790 align:start position:0% here we're on location at crowd flower a 00:00:21.790 --> 00:00:23.670 align:start position:0% here we're on location at crowd flower a very<00:00:22.390> well-known<00:00:22.570> company<00:00:23.020> which<00:00:23.230> does<00:00:23.410> human 00:00:23.670 --> 00:00:23.680 align:start position:0% very well-known company which does human 00:00:23.680 --> 00:00:25.740 align:start position:0% very well-known company which does human in<00:00:23.770> the<00:00:23.890> loop<00:00:23.919> computing<00:00:24.610> and<00:00:24.820> we<00:00:25.270> have<00:00:25.599> to 00:00:25.740 --> 00:00:25.750 align:start position:0% in the loop computing and we have to 00:00:25.750 --> 00:00:27.990 align:start position:0% in the loop computing and we have to look<00:00:25.840> as<00:00:25.989> build<00:00:26.610> founder<00:00:27.610> and<00:00:27.880> chief 00:00:27.990 --> 00:00:28.000 align:start position:0% look as build founder and chief 00:00:28.000 --> 00:00:30.720 align:start position:0% look as build founder and chief scientist<00:00:28.390> with<00:00:28.570> us<00:00:28.689> here<00:00:29.130> thanks<00:00:30.130> Thank<00:00:30.669> You 00:00:30.720 --> 00:00:30.730 align:start position:0% scientist with us here thanks Thank You 00:00:30.730 --> 00:00:34.799 align:start position:0% scientist with us here thanks Thank You Lucas<00:00:30.969> for<00:00:31.180> was<00:00:31.390> not<00:00:31.570> ah<00:00:32.340> so<00:00:33.340> a<00:00:34.090> lot<00:00:34.540> of<00:00:34.570> folks 00:00:34.799 --> 00:00:34.809 align:start position:0% Lucas for was not ah so a lot of folks 00:00:34.809 --> 00:00:36.330 align:start position:0% Lucas for was not ah so a lot of folks heard<00:00:35.020> about<00:00:35.200> crop<00:00:35.469> flower<00:00:35.649> and<00:00:35.920> recently 00:00:36.330 --> 00:00:36.340 align:start position:0% heard about crop flower and recently 00:00:36.340 --> 00:00:39.300 align:start position:0% heard about crop flower and recently I've<00:00:36.550> seen<00:00:36.940> you<00:00:37.570> guys<00:00:37.750> are<00:00:38.200> the<00:00:38.830> lot<00:00:38.980> of<00:00:39.130> talks 00:00:39.300 --> 00:00:39.310 align:start position:0% I've seen you guys are the lot of talks 00:00:39.310 --> 00:00:41.400 align:start position:0% I've seen you guys are the lot of talks about<00:00:39.550> the<00:00:39.670> I<00:00:39.840> so<00:00:40.840> can<00:00:40.990> you<00:00:41.020> tell<00:00:41.200> us<00:00:41.230> briefly 00:00:41.400 --> 00:00:41.410 align:start position:0% about the I so can you tell us briefly 00:00:41.410 --> 00:00:44.700 align:start position:0% about the I so can you tell us briefly what<00:00:41.650> is<00:00:41.860> crowd<00:00:42.070> for<00:00:42.280> how<00:00:42.640> to<00:00:42.700> vault<00:00:43.120> into<00:00:43.710> the 00:00:44.700 --> 00:00:44.710 align:start position:0% what is crowd for how to vault into the 00:00:44.710 --> 00:00:48.240 align:start position:0% what is crowd for how to vault into the kind<00:00:44.860> of<00:00:45.300> center<00:00:46.300> of<00:00:46.420> the<00:00:46.540> AI<00:00:47.100> discussions<00:00:48.100> you 00:00:48.240 --> 00:00:48.250 align:start position:0% kind of center of the AI discussions you 00:00:48.250 --> 00:00:50.250 align:start position:0% kind of center of the AI discussions you should<00:00:48.400> have<00:00:48.550> right<00:00:48.670> now<00:00:48.790> sure<00:00:49.180> sure<00:00:49.510> um<00:00:49.810> you 00:00:50.250 --> 00:00:50.260 align:start position:0% should have right now sure sure um you 00:00:50.260 --> 00:00:52.410 align:start position:0% should have right now sure sure um you know<00:00:50.350> so<00:00:50.500> I<00:00:50.530> i<00:00:50.950> started<00:00:51.700> crap<00:00:51.940> flower<00:00:52.150> because 00:00:52.410 --> 00:00:52.420 align:start position:0% know so I i started crap flower because 00:00:52.420 --> 00:00:56.370 align:start position:0% know so I i started crap flower because i<00:00:52.960> was<00:00:53.200> actually<00:00:53.350> working<00:00:53.620> in<00:00:53.950> AI<00:00:54.100> and<00:00:55.260> it<00:00:56.260> was 00:00:56.370 --> 00:00:56.380 align:start position:0% i was actually working in AI and it was 00:00:56.380 --> 00:00:58.050 align:start position:0% i was actually working in AI and it was a<00:00:56.440> tool<00:00:56.649> that<00:00:56.680> i<00:00:56.829> really<00:00:57.040> wanted<00:00:57.399> and<00:00:57.910> it 00:00:58.050 --> 00:00:58.060 align:start position:0% a tool that i really wanted and it 00:00:58.060 --> 00:01:00.660 align:start position:0% a tool that i really wanted and it didn't<00:00:58.360> exist<00:00:58.630> right<00:00:58.930> you<00:00:59.170> know<00:00:59.290> so<00:01:00.280> what 00:01:00.660 --> 00:01:00.670 align:start position:0% didn't exist right you know so what 00:01:00.670 --> 00:01:03.060 align:start position:0% didn't exist right you know so what crowd<00:01:00.880> flower<00:01:01.090> does<00:01:01.360> is<00:01:01.690> help<00:01:02.200> people<00:01:02.739> get 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position:0% know I it was like seven eight years ago 00:01:12.219 --> 00:01:14.219 align:start position:0% know I it was like seven eight years ago I<00:01:12.340> guess<00:01:12.609> now<00:01:12.819> that<00:01:12.850> that<00:01:13.329> I<00:01:13.359> started<00:01:13.899> it<00:01:14.079> and 00:01:14.219 --> 00:01:14.229 align:start position:0% I guess now that that I started it and 00:01:14.229 --> 00:01:17.849 align:start position:0% I guess now that that I started it and and<00:01:14.710> basically<00:01:15.009> ever<00:01:15.759> I<00:01:16.090> went<00:01:16.569> I<00:01:16.810> I<00:01:17.170> wanted<00:01:17.770> to 00:01:17.849 --> 00:01:17.859 align:start position:0% and basically ever I went I I wanted to 00:01:17.859 --> 00:01:19.590 align:start position:0% and basically ever I went I I wanted to build<00:01:18.069> real<00:01:18.639> machine<00:01:18.999> learning<00:01:19.270> models<00:01:19.359> it 00:01:19.590 --> 00:01:19.600 align:start position:0% build real machine learning models it 00:01:19.600 --> 00:01:20.999 align:start position:0% build real machine learning models it really<00:01:19.810> worked<00:01:20.079> in<00:01:20.259> the<00:01:20.409> real<00:01:20.590> world<00:01:20.799> and 00:01:20.999 --> 00:01:21.009 align:start position:0% really worked in the real world and 00:01:21.009 --> 00:01:22.919 align:start position:0% really worked in the real world and every<00:01:21.639> what<00:01:21.850> the<00:01:21.999> bottleneck<00:01:22.539> was<00:01:22.719> just 00:01:22.919 --> 00:01:22.929 align:start position:0% every what the bottleneck was just 00:01:22.929 --> 00:01:24.599 align:start position:0% every what the bottleneck was just getting<00:01:23.109> the<00:01:23.170> training<00:01:23.380> data<00:01:23.530> right<00:01:24.429> so 00:01:24.599 --> 00:01:24.609 align:start position:0% getting the training data right so 00:01:24.609 --> 00:01:25.889 align:start position:0% getting the training data right so that's<00:01:24.789> just<00:01:24.880> like<00:01:25.149> you<00:01:25.569> know<00:01:25.630> it's<00:01:25.719> like<00:01:25.749> the 00:01:25.889 --> 00:01:25.899 align:start position:0% that's just like you know it's like the 00:01:25.899 --> 00:01:27.149 align:start position:0% that's just like you know it's like the most<00:01:26.020> simple<00:01:26.409> thing<00:01:26.590> it's<00:01:26.770> a<00:01:26.829> good<00:01:27.009> thing<00:01:27.100> that 00:01:27.149 --> 00:01:27.159 align:start position:0% most simple thing it's a good thing that 00:01:27.159 --> 00:01:29.219 align:start position:0% most simple thing it's a good thing that you<00:01:27.369> don't<00:01:27.520> think<00:01:27.609> about<00:01:27.909> the<00:01:28.420> most<00:01:28.600> but<00:01:29.139> if 00:01:29.219 --> 00:01:29.229 align:start position:0% you don't think about the most but if 00:01:29.229 --> 00:01:30.719 align:start position:0% you don't think about the most but if you<00:01:29.319> actually<00:01:29.439> want<00:01:29.740> to<00:01:29.799> build<00:01:30.039> machine 00:01:30.719 --> 00:01:30.729 align:start position:0% you actually want to build machine 00:01:30.729 --> 00:01:33.449 align:start position:0% you actually want to build machine learning<00:01:31.289> it's<00:01:32.289> it's<00:01:32.679> often<00:01:33.009> your<00:01:33.130> biggest 00:01:33.449 --> 00:01:33.459 align:start position:0% learning it's it's often your biggest 00:01:33.459 --> 00:01:36.389 align:start position:0% learning it's it's often your biggest problem<00:01:33.630> and<00:01:34.630> so<00:01:34.990> you<00:01:35.740> know<00:01:35.770> we<00:01:35.920> started<00:01:36.279> it 00:01:36.389 --> 00:01:36.399 align:start position:0% problem and so you know we started it 00:01:36.399 --> 00:01:38.760 align:start position:0% problem and so you know we started it around<00:01:36.749> getting<00:01:37.749> people<00:01:37.929> training<00:01:38.170> data<00:01:38.409> and 00:01:38.760 --> 00:01:38.770 align:start position:0% around getting people training data and 00:01:38.770 --> 00:01:41.010 align:start position:0% around getting people training data and then<00:01:38.950> we<00:01:39.130> realized<00:01:39.520> that<00:01:39.759> you<00:01:40.509> know<00:01:40.539> that<00:01:40.869> the 00:01:41.010 --> 00:01:41.020 align:start position:0% then we realized that you know that the 00:01:41.020 --> 00:01:42.779 align:start position:0% then we realized that you know that the next<00:01:41.319> biggest<00:01:41.529> thing<00:01:41.829> holding<00:01:42.189> people<00:01:42.759> back 00:01:42.779 --> 00:01:42.789 align:start position:0% next biggest thing holding people back 00:01:42.789 --> 00:01:44.519 align:start position:0% next biggest thing holding people back is<00:01:43.179> a<00:01:43.209> lot<00:01:43.420> of<00:01:43.509> times<00:01:43.719> they're<00:01:43.929> models<00:01:44.350> only 00:01:44.519 --> 00:01:44.529 align:start position:0% is a lot of times they're models only 00:01:44.529 --> 00:01:47.999 align:start position:0% is a lot of times they're models only you<00:01:45.219> know<00:01:45.340> a<00:01:45.369> percent<00:01:45.819> accurate<00:01:46.270> which<00:01:47.009> often 00:01:47.999 --> 00:01:48.009 align:start position:0% you know a percent accurate which often 00:01:48.009 --> 00:01:49.139 align:start position:0% you know a percent accurate which often isn't<00:01:48.159> good<00:01:48.399> enough<00:01:48.429> for<00:01:48.849> a<00:01:48.880> lot<00:01:48.999> of 00:01:49.139 --> 00:01:49.149 align:start position:0% isn't good enough for a lot of 00:01:49.149 --> 00:01:52.230 align:start position:0% isn't good enough for a lot of real-world<00:01:49.469> processes<00:01:50.469> mm-hmm<00:01:51.099> but<00:01:51.700> you<00:01:52.149> know 00:01:52.230 --> 00:01:52.240 align:start position:0% real-world processes mm-hmm but you know 00:01:52.240 --> 00:01:53.609 align:start position:0% real-world processes mm-hmm but you know if<00:01:52.329> you<00:01:52.420> only<00:01:52.599> use<00:01:52.779> the<00:01:53.049> cases<00:01:53.380> where<00:01:53.529> the 00:01:53.609 --> 00:01:53.619 align:start position:0% if you only use the cases where the 00:01:53.619 --> 00:01:55.459 align:start position:0% if you only use the cases where the model<00:01:53.859> is<00:01:53.979> good<00:01:54.219> if<00:01:54.819> it<00:01:55.029> almost<00:01:55.240> by<00:01:55.389> definition 00:01:55.459 --> 00:01:55.469 align:start position:0% model is good if it almost by definition 00:01:55.469 --> 00:01:59.550 align:start position:0% model is good if it almost by definition you<00:01:56.469> have<00:01:56.590> a<00:01:56.619> useful<00:01:57.009> model<00:01:57.159> yeah<00:01:57.729> and<00:01:58.240> so<00:01:58.560> we 00:01:59.550 --> 00:01:59.560 align:start position:0% you have a useful model yeah and so we 00:01:59.560 --> 00:02:00.659 align:start position:0% you have a useful model yeah and so we realize<00:01:59.799> you<00:01:59.889> can<00:02:00.009> help<00:02:00.219> a<00:02:00.340> lot<00:02:00.429> of<00:02:00.549> our 00:02:00.659 --> 00:02:00.669 align:start position:0% realize you can help a lot of our 00:02:00.669 --> 00:02:02.190 align:start position:0% realize you can help a lot of our customers<00:02:00.789> actually<00:02:01.209> like<00:02:01.509> deploy<00:02:01.899> things 00:02:02.190 --> 00:02:02.200 align:start position:0% customers actually like deploy things 00:02:02.200 --> 00:02:05.669 align:start position:0% customers actually like deploy things and<00:02:02.409> really<00:02:02.709> do<00:02:02.979> things<00:02:03.219> by<00:02:03.719> adding<00:02:04.719> a<00:02:04.929> human 00:02:05.669 --> 00:02:05.679 align:start position:0% and really do things by adding a human 00:02:05.679 --> 00:02:08.120 align:start position:0% and really do things by adding a human loop<00:02:05.799> component<00:02:06.340> to<00:02:06.909> our<00:02:06.939> software<00:02:07.329> and<00:02:07.509> so 00:02:08.120 --> 00:02:08.130 align:start position:0% loop component to our software and so 00:02:08.130 --> 00:02:09.990 align:start position:0% loop component to our software and so you<00:02:09.130> know<00:02:09.160> so<00:02:09.340> that's<00:02:09.490> that's<00:02:09.700> how<00:02:09.880> we<00:02:09.940> ended 00:02:09.990 --> 00:02:10.000 align:start position:0% you know so that's that's how we ended 00:02:10.000 --> 00:02:12.360 align:start position:0% you know so that's that's how we ended up<00:02:10.209> where<00:02:10.479> we<00:02:10.630> are<00:02:10.750> today<00:02:10.899> so<00:02:11.890> I<00:02:11.920> remember 00:02:12.360 --> 00:02:12.370 align:start position:0% up where we are today so I remember 00:02:12.370 --> 00:02:14.130 align:start position:0% up where we are today so I remember using<00:02:12.640> crowthorne<00:02:12.970> levels<00:02:13.569> at<00:02:13.659> cloud<00:02:13.870> you 00:02:14.130 --> 00:02:14.140 align:start position:0% using crowthorne levels at cloud you 00:02:14.140 --> 00:02:16.229 align:start position:0% using crowthorne levels at cloud you know<00:02:14.230> 2012<00:02:14.769> it's<00:02:15.040> also<00:02:15.220> ready<00:02:15.579> can<00:02:15.879> difficult 00:02:16.229 --> 00:02:16.239 align:start position:0% know 2012 it's also ready can difficult 00:02:16.239 --> 00:02:17.650 align:start position:0% know 2012 it's also ready can difficult to<00:02:16.329> place<00:02:16.540> huh 00:02:17.650 --> 00:02:17.660 align:start position:0% to place huh 00:02:17.660 --> 00:02:19.690 align:start position:0% to place huh do<00:02:17.750> you<00:02:17.960> know<00:02:18.080> like<00:02:18.620> this<00:02:19.160> kind<00:02:19.640> of 00:02:19.690 --> 00:02:19.700 align:start position:0% do you know like this kind of 00:02:19.700 --> 00:02:21.970 align:start position:0% do you know like this kind of specialized<00:02:20.180> you<00:02:20.960> know<00:02:21.080> annotation<00:02:21.650> all 00:02:21.970 --> 00:02:21.980 align:start position:0% specialized you know annotation all 00:02:21.980 --> 00:02:24.340 align:start position:0% specialized you know annotation all right<00:02:22.220> and<00:02:22.550> and<00:02:23.180> then<00:02:23.480> you<00:02:23.750> know<00:02:23.870> obviously 00:02:24.340 --> 00:02:24.350 align:start position:0% right and and then you know obviously 00:02:24.350 --> 00:02:26.500 align:start position:0% right and and then you know obviously Mechanical<00:02:25.340> Turk<00:02:25.370> is<00:02:25.700> kind<00:02:25.940> of<00:02:26.030> the<00:02:26.270> the 00:02:26.500 --> 00:02:26.510 align:start position:0% Mechanical Turk is kind of the the 00:02:26.510 --> 00:02:28.870 align:start position:0% Mechanical Turk is kind of the the flagship<00:02:27.440> of<00:02:27.590> this<00:02:27.800> kind<00:02:27.950> of<00:02:28.040> services<00:02:28.460> so<00:02:28.700> can 00:02:28.870 --> 00:02:28.880 align:start position:0% flagship of this kind of services so can 00:02:28.880 --> 00:02:30.550 align:start position:0% flagship of this kind of services so can it<00:02:28.910> just<00:02:29.150> a<00:02:29.240> little<00:02:29.270> bit<00:02:29.420> how<00:02:29.840> I<00:02:29.870> guys<00:02:30.080> evolved 00:02:30.550 --> 00:02:30.560 align:start position:0% it just a little bit how I guys evolved 00:02:30.560 --> 00:02:33.640 align:start position:0% it just a little bit how I guys evolved from<00:02:30.680> you<00:02:30.860> know<00:02:30.980> that<00:02:31.640> those<00:02:31.910> years<00:02:32.300> in<00:02:32.810> today 00:02:33.640 --> 00:02:33.650 align:start position:0% from you know that those years in today 00:02:33.650 --> 00:02:35.620 align:start position:0% from you know that those years in today and<00:02:33.950> how<00:02:34.340> you're<00:02:34.610> different<00:02:34.850> from<00:02:35.150> mechanical 00:02:35.620 --> 00:02:35.630 align:start position:0% and how you're different from mechanical 00:02:35.630 --> 00:02:37.560 align:start position:0% and how you're different from mechanical turk<00:02:35.840> and<00:02:36.050> kind<00:02:36.320> of<00:02:36.380> other<00:02:36.530> sharing<00:02:37.370> sources 00:02:37.560 --> 00:02:37.570 align:start position:0% turk and kind of other sharing sources 00:02:37.570 --> 00:02:40.450 align:start position:0% turk and kind of other sharing sources um<00:02:38.570> well<00:02:39.050> I'm<00:02:39.200> surprised<00:02:39.500> you<00:02:39.680> say<00:02:39.860> Mechanical 00:02:40.450 --> 00:02:40.460 align:start position:0% um well I'm surprised you say Mechanical 00:02:40.460 --> 00:02:43.660 align:start position:0% um well I'm surprised you say Mechanical Turk<00:02:40.490> is<00:02:40.670> the<00:02:40.790> flagship<00:02:41.420> I<00:02:42.010> would<00:02:43.010> have<00:02:43.550> to 00:02:43.660 --> 00:02:43.670 align:start position:0% Turk is the flagship I would have to 00:02:43.670 --> 00:02:47.860 align:start position:0% Turk is the flagship I would have to disagree<00:02:43.730> with<00:02:44.240> that<00:02:44.770> ok<00:02:45.770> historical<00:02:46.430> it<00:02:46.870> just 00:02:47.860 --> 00:02:47.870 align:start position:0% disagree with that ok historical it just 00:02:47.870 --> 00:02:49.510 align:start position:0% disagree with that ok historical it just article<00:02:48.200> historical<00:02:48.710> first<00:02:48.890> maybe<00:02:49.220> like<00:02:49.400> the 00:02:49.510 --> 00:02:49.520 align:start position:0% article historical first maybe like the 00:02:49.520 --> 00:02:56.590 align:start position:0% article historical first maybe like the dinosaur<00:02:50.150> ok<00:02:50.540> you<00:02:50.600> know<00:02:52.750> so<00:02:53.750> you<00:02:54.560> know<00:02:55.540> how<00:02:56.540> do 00:02:56.590 --> 00:02:56.600 align:start position:0% dinosaur ok you know so you know how do 00:02:56.600 --> 00:03:00.100 align:start position:0% dinosaur ok you know so you know how do we<00:02:56.750> have<00:02:56.840> often<00:02:56.990> from<00:02:57.530> from<00:02:58.750> 2011<00:02:59.750> you<00:02:59.990> know<00:03:00.080> I 00:03:00.100 --> 00:03:00.110 align:start position:0% we have often from from 2011 you know I 00:03:00.110 --> 00:03:02.080 align:start position:0% we have often from from 2011 you know I actually<00:03:00.380> don't<00:03:00.620> think<00:03:00.890> I<00:03:01.070> think<00:03:01.220> if<00:03:01.310> you<00:03:01.430> you 00:03:02.080 --> 00:03:02.090 align:start position:0% actually don't think I think if you you 00:03:02.090 --> 00:03:04.810 align:start position:0% actually don't think I think if you you know<00:03:02.120> if<00:03:02.210> you<00:03:02.330> looked<00:03:02.540> at<00:03:02.600> our<00:03:02.720> product<00:03:03.820> you 00:03:04.810 --> 00:03:04.820 align:start position:0% know if you looked at our product you 00:03:04.820 --> 00:03:07.990 align:start position:0% know if you looked at our product you would<00:03:06.010> you<00:03:07.010> know<00:03:07.100> you<00:03:07.160> would<00:03:07.340> see<00:03:07.490> that<00:03:07.520> a<00:03:07.670> lot 00:03:07.990 --> 00:03:08.000 align:start position:0% would you know you would see that a lot 00:03:08.000 --> 00:03:10.570 align:start position:0% would you know you would see that a lot of<00:03:08.180> the<00:03:08.270> kind<00:03:08.510> of<00:03:08.600> like<00:03:08.750> bones<00:03:09.350> of<00:03:09.590> it<00:03:09.710> are<00:03:09.890> very 00:03:10.570 --> 00:03:10.580 align:start position:0% of the kind of like bones of it are very 00:03:10.580 --> 00:03:13.180 align:start position:0% of the kind of like bones of it are very similar<00:03:10.910> to<00:03:11.690> what<00:03:11.930> was<00:03:12.170> happening<00:03:12.200> in<00:03:12.620> 2011 00:03:13.180 --> 00:03:13.190 align:start position:0% similar to what was happening in 2011 00:03:13.190 --> 00:03:16.390 align:start position:0% similar to what was happening in 2011 but<00:03:13.340> I<00:03:13.400> think<00:03:14.500> what's<00:03:15.500> what's<00:03:16.040> really<00:03:16.370> changed 00:03:16.390 --> 00:03:16.400 align:start position:0% but I think what's what's really changed 00:03:16.400 --> 00:03:19.030 align:start position:0% but I think what's what's really changed is<00:03:16.850> the<00:03:16.880> market<00:03:17.510> has<00:03:17.690> clarified<00:03:18.380> itself<00:03:18.860> right 00:03:19.030 --> 00:03:19.040 align:start position:0% is the market has clarified itself right 00:03:19.040 --> 00:03:20.650 align:start position:0% is the market has clarified itself right so<00:03:19.280> you<00:03:19.700> know<00:03:19.820> if<00:03:20.060> you're<00:03:20.210> the<00:03:20.360> machine 00:03:20.650 --> 00:03:20.660 align:start position:0% so you know if you're the machine 00:03:20.660 --> 00:03:22.330 align:start position:0% so you know if you're the machine learning<00:03:20.900> in<00:03:20.990> 2011<00:03:21.740> you<00:03:22.100> know<00:03:22.160> there<00:03:22.310> are 00:03:22.330 --> 00:03:22.340 align:start position:0% learning in 2011 you know there are 00:03:22.340 --> 00:03:23.920 align:start position:0% learning in 2011 you know there are probably<00:03:22.550> a<00:03:22.700> lot<00:03:22.730> less<00:03:23.090> people<00:03:23.420> doing<00:03:23.750> it 00:03:23.920 --> 00:03:23.930 align:start position:0% probably a lot less people doing it 00:03:23.930 --> 00:03:26.350 align:start position:0% probably a lot less people doing it right<00:03:24.170> and<00:03:24.290> so<00:03:24.670> you<00:03:25.670> know<00:03:25.700> at<00:03:25.850> that<00:03:25.880> time<00:03:26.000> we 00:03:26.350 --> 00:03:26.360 align:start position:0% right and so you know at that time we 00:03:26.360 --> 00:03:28.750 align:start position:0% right and so you know at that time we just<00:03:26.480> didn't<00:03:26.780> have<00:03:26.810> the<00:03:26.930> same<00:03:27.580> customer<00:03:28.580> base 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hadn't hadn't taken off in the 00:03:34.580 --> 00:03:37.780 align:start position:0% market hadn't hadn't taken off in the way<00:03:34.760> that<00:03:35.230> it<00:03:36.230> has<00:03:36.440> now<00:03:36.709> right<00:03:36.980> so<00:03:37.220> you<00:03:37.670> know<00:03:37.760> I 00:03:37.780 --> 00:03:37.790 align:start position:0% way that it has now right so you know I 00:03:37.790 --> 00:03:39.699 align:start position:0% way that it has now right so you know I I<00:03:37.880> don't<00:03:38.240> think<00:03:38.420> like<00:03:38.630> you<00:03:39.470> know<00:03:39.560> there's 00:03:39.699 --> 00:03:39.709 align:start position:0% I don't think like you know there's 00:03:39.709 --> 00:03:43.030 align:start position:0% I don't think like you know there's there's<00:03:39.920> like<00:03:40.190> huge<00:03:40.900> differences<00:03:42.040> between 00:03:43.030 --> 00:03:43.040 align:start position:0% there's like huge differences between 00:03:43.040 --> 00:03:45.130 align:start position:0% there's like huge differences between you<00:03:43.880> know<00:03:43.970> crowd<00:03:44.209> flower<00:03:44.420> now<00:03:44.600> crowd<00:03:44.870> far<00:03:45.050> in 00:03:45.130 --> 00:03:45.140 align:start position:0% you know crowd flower now crowd far in 00:03:45.140 --> 00:03:47.080 align:start position:0% you know crowd flower now crowd far in 2011<00:03:45.380> but<00:03:45.830> but<00:03:46.220> I<00:03:46.250> think<00:03:46.459> like<00:03:46.520> all<00:03:46.760> the<00:03:46.880> little 00:03:47.080 --> 00:03:47.090 align:start position:0% 2011 but but I think like all the little 00:03:47.090 --> 00:03:49.150 align:start position:0% 2011 but but I think like all the little details<00:03:47.239> are<00:03:47.690> the<00:03:47.780> difference<00:03:48.080> between<00:03:48.470> you 00:03:49.150 --> 00:03:49.160 align:start position:0% details are the difference between you 00:03:49.160 --> 00:03:51.040 align:start position:0% details are the difference between you know<00:03:49.190> kind<00:03:49.550> of<00:03:49.580> the<00:03:49.820> the<00:03:50.209> low<00:03:50.390> end<00:03:50.540> PS<00:03:50.840> that<00:03:50.989> we 00:03:51.040 --> 00:03:51.050 align:start position:0% know kind of the the low end PS that we 00:03:51.050 --> 00:03:53.050 align:start position:0% know kind of the the low end PS that we had<00:03:51.200> now<00:03:51.380> the<00:03:51.440> really<00:03:51.680> high<00:03:51.890> NPS<00:03:52.280> that<00:03:52.580> that<00:03:52.940> we 00:03:53.050 --> 00:03:53.060 align:start position:0% had now the really high NPS that that we 00:03:53.060 --> 00:03:56.650 align:start position:0% had now the really high NPS that that we have<00:03:53.350> do<00:03:54.350> have<00:03:54.530> today<00:03:54.830> mhm<00:03:55.310> because<00:03:55.970> you<00:03:56.570> know 00:03:56.650 --> 00:03:56.660 align:start position:0% have do have today mhm because you know 00:03:56.660 --> 00:03:58.510 align:start position:0% have do have today mhm because you know because<00:03:56.780> of<00:03:57.040> you<00:03:58.040> know<00:03:58.130> we<00:03:58.190> now<00:03:58.310> have<00:03:58.430> the 00:03:58.510 --> 00:03:58.520 align:start position:0% because of you know we now have the 00:03:58.520 --> 00:03:59.979 align:start position:0% because of you know we now have the resources<00:03:58.940> to<00:03:59.090> get<00:03:59.300> all<00:03:59.420> the<00:03:59.510> details<00:03:59.660> right 00:03:59.979 --> 00:03:59.989 align:start position:0% resources to get all the details right 00:03:59.989 --> 00:04:01.660 align:start position:0% resources to get all the details right and<00:04:00.410> actually<00:04:00.680> make<00:04:00.860> the<00:04:01.010> product<00:04:01.580> really 00:04:01.660 --> 00:04:01.670 align:start position:0% and actually make the product really 00:04:01.670 --> 00:04:04.780 align:start position:0% and actually make the product really good<00:04:01.910> for<00:04:02.060> our<00:04:02.150> customers<00:04:02.300> mm-hmm<00:04:03.580> so<00:04:04.580> I<00:04:04.610> look 00:04:04.780 --> 00:04:04.790 align:start position:0% good for our customers mm-hmm so I look 00:04:04.790 --> 00:04:07.180 align:start position:0% good for our customers mm-hmm so I look at<00:04:04.910> you<00:04:05.120> guys<00:04:05.270> um<00:04:05.720> you<00:04:06.350> basically<00:04:06.650> you<00:04:06.950> become 00:04:07.180 --> 00:04:07.190 align:start position:0% at you guys um you basically you become 00:04:07.190 --> 00:04:08.740 align:start position:0% at you guys um you basically you become the<00:04:07.280> platform<00:04:07.730> all<00:04:08.060> right<00:04:08.300> so<00:04:08.510> kind<00:04:08.690> of 00:04:08.740 --> 00:04:08.750 align:start position:0% the platform all right so kind of 00:04:08.750 --> 00:04:09.880 align:start position:0% the platform all right so kind of jealous<00:04:08.900> a<00:04:08.989> little<00:04:09.020> bit<00:04:09.230> you<00:04:09.410> know<00:04:09.440> in<00:04:09.739> what 00:04:09.880 --> 00:04:09.890 align:start position:0% jealous a little bit you know in what 00:04:09.890 --> 00:04:12.030 align:start position:0% jealous a little bit you know in what sense<00:04:10.070> you<00:04:10.670> are<00:04:10.820> the<00:04:11.000> platform<00:04:11.360> for<00:04:11.510> a<00:04:11.570> hike 00:04:12.030 --> 00:04:12.040 align:start position:0% sense you are the platform for a hike 00:04:12.040 --> 00:04:15.040 align:start position:0% sense you are the platform for a hike why<00:04:13.040> wouldn't<00:04:13.250> say<00:04:13.400> with<00:04:13.550> a<00:04:13.580> platform<00:04:14.209> for<00:04:14.840> AAA 00:04:15.040 --> 00:04:15.050 align:start position:0% why wouldn't say with a platform for AAA 00:04:15.050 --> 00:04:17.740 align:start position:0% why wouldn't say with a platform for AAA well<00:04:15.560> I<00:04:15.590> guess<00:04:15.739> we're<00:04:16.250> a<00:04:16.280> platform<00:04:16.850> for<00:04:17.030> ya<00:04:17.150> um 00:04:17.740 --> 00:04:17.750 align:start position:0% well I guess we're a platform for ya um 00:04:17.750 --> 00:04:20.229 align:start position:0% well I guess we're a platform for ya um you<00:04:18.350> know<00:04:18.380> I<00:04:18.500> think<00:04:18.799> I<00:04:19.549> like<00:04:19.880> to<00:04:20.000> think<00:04:20.120> of 00:04:20.229 --> 00:04:20.239 align:start position:0% you know I think I like to think of 00:04:20.239 --> 00:04:22.480 align:start position:0% you know I think I like to think of ourselves<00:04:20.299> as<00:04:20.840> like<00:04:21.080> the<00:04:21.680> essential<00:04:22.160> missing 00:04:22.480 --> 00:04:22.490 align:start position:0% ourselves as like the essential missing 00:04:22.490 --> 00:04:24.159 align:start position:0% ourselves as like the essential missing tools<00:04:22.669> for<00:04:23.000> AI<00:04:23.120> I<00:04:23.419> mean<00:04:23.630> what's<00:04:23.780> funny<00:04:23.960> is<00:04:24.050> like 00:04:24.159 --> 00:04:24.169 align:start position:0% tools for AI I mean what's funny is like 00:04:24.169 --> 00:04:26.650 align:start position:0% tools for AI I mean what's funny is like you<00:04:24.800> know<00:04:24.919> the<00:04:25.430> AI<00:04:25.789> is<00:04:26.000> kind<00:04:26.300> of<00:04:26.360> the<00:04:26.450> least 00:04:26.650 --> 00:04:26.660 align:start position:0% you know the AI is kind of the least 00:04:26.660 --> 00:04:28.840 align:start position:0% you know the AI is kind of the least important<00:04:27.260> part<00:04:27.320> of<00:04:27.710> our<00:04:27.860> platform<00:04:28.610> earlier 00:04:28.840 --> 00:04:28.850 align:start position:0% important part of our platform earlier 00:04:28.850 --> 00:04:30.370 align:start position:0% important part of our platform earlier right<00:04:29.060> like<00:04:29.240> I<00:04:29.330> think<00:04:29.510> it's<00:04:29.630> the<00:04:29.780> human<00:04:30.050> loop 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yea<00:04:36.260> yea<00:04:36.500> enable<00:04:36.770> men<00:04:37.070> they 00:04:37.330 --> 00:04:37.340 align:start position:0% yes but not evil yea yea enable men they 00:04:37.340 --> 00:04:39.400 align:start position:0% yes but not evil yea yea enable men they enable<00:04:37.850> them<00:04:38.150> it<00:04:38.360> was<00:04:38.510> a<00:04:38.540> good<00:04:38.930> way<00:04:39.080> of<00:04:39.110> saying 00:04:39.400 --> 00:04:39.410 align:start position:0% enable them it was a good way of saying 00:04:39.410 --> 00:04:44.650 align:start position:0% enable them it was a good way of saying it<00:04:39.700> and<00:04:40.810> and<00:04:41.810> you<00:04:42.470> know<00:04:43.400> how<00:04:43.610> we<00:04:43.970> became<00:04:44.450> that 00:04:44.650 --> 00:04:44.660 align:start position:0% it and and you know how we became that 00:04:44.660 --> 00:04:48.940 align:start position:0% it and and you know how we became that platform<00:04:44.870> I<00:04:45.320> guess<00:04:46.090> you<00:04:47.090> know<00:04:47.440> we<00:04:48.440> started<00:04:48.800> off 00:04:48.940 --> 00:04:48.950 align:start position:0% platform I guess you know we started off 00:04:48.950 --> 00:04:52.210 align:start position:0% platform I guess you know we started off with<00:04:48.980> like<00:04:49.250> a<00:04:49.370> very<00:04:49.700> specific<00:04:51.070> you<00:04:52.070> know 00:04:52.210 --> 00:04:52.220 align:start position:0% with like a very specific you know 00:04:52.220 --> 00:04:54.550 align:start position:0% with like a very specific you know solution<00:04:52.730> so<00:04:53.060> it<00:04:53.090> was<00:04:53.270> it<00:04:53.510> was<00:04:53.690> only<00:04:54.080> language 00:04:54.550 --> 00:04:54.560 align:start position:0% solution so it was it was only language 00:04:54.560 --> 00:04:56.260 align:start position:0% solution so it was it was only language and<00:04:54.950> it<00:04:55.100> was<00:04:55.250> is<00:04:55.460> basically<00:04:55.880> collecting 00:04:56.260 --> 00:04:56.270 align:start position:0% and it was is basically collecting 00:04:56.270 --> 00:04:57.760 align:start position:0% and it was is basically collecting training<00:04:56.870> data<00:04:56.990> for<00:04:57.230> language<00:04:57.560> based 00:04:57.760 --> 00:04:57.770 align:start position:0% training data for language based 00:04:57.770 --> 00:05:00.580 align:start position:0% training data for language based applications<00:04:58.430> mm-hmm<00:04:59.000> and<00:04:59.750> so<00:04:59.990> you<00:05:00.320> know<00:05:00.350> from 00:05:00.580 --> 00:05:00.590 align:start position:0% applications mm-hmm and so you know from 00:05:00.590 --> 00:05:02.230 align:start position:0% applications mm-hmm and so you know from that<00:05:00.620> very<00:05:00.980> specific<00:05:01.460> point<00:05:01.670> solution<00:05:02.060> with<00:05:02.210> a 00:05:02.230 --> 00:05:02.240 align:start position:0% that very specific point solution with a 00:05:02.240 --> 00:05:04.510 align:start position:0% that very specific point solution with a small<00:05:02.540> number<00:05:02.720> of<00:05:02.750> customers<00:05:03.310> you<00:05:04.310> know<00:05:04.400> we've 00:05:04.510 --> 00:05:04.520 align:start position:0% small number of customers you know we've 00:05:04.520 --> 00:05:05.950 align:start position:0% small number of customers you know we've expanded<00:05:04.820> its<00:05:05.120> kind<00:05:05.360> of<00:05:05.450> all<00:05:05.540> the<00:05:05.630> different 00:05:05.950 --> 00:05:05.960 align:start position:0% expanded its kind of all the different 00:05:05.960 --> 00:05:09.520 align:start position:0% expanded its kind of all the different things<00:05:05.990> that<00:05:06.290> that<00:05:07.220> AI<00:05:07.870> does<00:05:08.870> and<00:05:09.230> I<00:05:09.350> think 00:05:09.520 --> 00:05:09.530 align:start position:0% things that that AI does and I think 00:05:09.530 --> 00:05:11.890 align:start position:0% things that that AI does and I think like<00:05:09.650> really<00:05:09.890> you<00:05:10.070> know<00:05:10.420> people<00:05:11.420> say<00:05:11.690> like 00:05:11.890 --> 00:05:11.900 align:start position:0% like really you know people say like 00:05:11.900 --> 00:05:13.180 align:start position:0% like really you know people say like well<00:05:12.050> you<00:05:12.530> know<00:05:12.560> you<00:05:12.710> solved<00:05:12.980> all<00:05:13.070> these 00:05:13.180 --> 00:05:13.190 align:start position:0% well you know you solved all these 00:05:13.190 --> 00:05:14.560 align:start position:0% well you know you solved all these different<00:05:13.340> industries<00:05:13.970> like<00:05:14.240> you<00:05:14.390> know<00:05:14.480> you 00:05:14.560 --> 00:05:14.570 align:start position:0% different industries like you know you 00:05:14.570 --> 00:05:16.600 align:start position:0% different industries like you know you sell<00:05:14.750> to<00:05:14.900> like<00:05:15.050> finance<00:05:15.470> and<00:05:15.680> retail<00:05:16.040> and<00:05:16.370> hand 00:05:16.600 --> 00:05:16.610 align:start position:0% sell to like finance and retail and hand 00:05:16.610 --> 00:05:20.170 align:start position:0% sell to like finance and retail and hand you<00:05:17.180> know<00:05:17.270> consumer<00:05:17.660> internet<00:05:18.020> and<00:05:18.320> and<00:05:19.180> you 00:05:20.170 --> 00:05:20.180 align:start position:0% you know consumer internet and and you 00:05:20.180 --> 00:05:21.340 align:start position:0% you know consumer internet and and you know<00:05:20.240> think<00:05:20.420> a<00:05:20.450> lot<00:05:20.570> of<00:05:20.600> people<00:05:20.660> say<00:05:20.930> well<00:05:21.140> you 00:05:21.340 --> 00:05:21.350 align:start position:0% know think a lot of people say well you 00:05:21.350 --> 00:05:23.710 align:start position:0% know think a lot of people say well you know<00:05:21.410> how<00:05:21.590> can<00:05:21.770> you<00:05:21.860> do<00:05:22.010> that<00:05:22.040> how<00:05:22.970> can<00:05:23.300> you 00:05:23.710 --> 00:05:23.720 align:start position:0% know how can you do that how can you 00:05:23.720 --> 00:05:25.690 align:start position:0% know how can you do that how can you know<00:05:23.810> a<00:05:23.840> company<00:05:24.320> that's<00:05:24.710> only<00:05:24.890> like<00:05:24.980> 70<00:05:25.490> 80 00:05:25.690 --> 00:05:25.700 align:start position:0% know a company that's only like 70 80 00:05:25.700 --> 00:05:26.860 align:start position:0% know a company that's only like 70 80 people<00:05:25.970> like<00:05:26.060> crop<00:05:26.240> flower<00:05:26.390> looking<00:05:26.660> forward 00:05:26.860 --> 00:05:26.870 align:start position:0% people like crop flower looking forward 00:05:26.870 --> 00:05:28.240 align:start position:0% people like crop flower looking forward to<00:05:26.930> do<00:05:27.020> that<00:05:27.170> and<00:05:27.320> I<00:05:27.380> think<00:05:27.590> you<00:05:28.070> know<00:05:28.160> the 00:05:28.240 --> 00:05:28.250 align:start position:0% to do that and I think you know the 00:05:28.250 --> 00:05:30.430 align:start position:0% to do that and I think you know the reason<00:05:28.520> that<00:05:28.640> it<00:05:28.730> works<00:05:28.910> is<00:05:29.090> because<00:05:29.440> we 00:05:30.430 --> 00:05:30.440 align:start position:0% reason that it works is because we 00:05:30.440 --> 00:05:31.960 align:start position:0% reason that it works is because we actually<00:05:30.530> sell<00:05:30.890> it<00:05:31.010> to<00:05:31.130> really<00:05:31.310> one<00:05:31.610> buyer<00:05:31.940> and 00:05:31.960 --> 00:05:31.970 align:start position:0% actually sell it to really one buyer and 00:05:31.970 --> 00:05:34.600 align:start position:0% actually sell it to really one buyer and he's<00:05:32.930> like<00:05:33.110> all<00:05:33.260> over<00:05:33.290> the<00:05:33.500> walls<00:05:34.130> here<00:05:34.370> right 00:05:34.600 --> 00:05:34.610 align:start position:0% he's like all over the walls here right 00:05:34.610 --> 00:05:36.190 align:start position:0% he's like all over the walls here right it's<00:05:34.760> we<00:05:35.000> call<00:05:35.180> them<00:05:35.270> dated<00:05:35.540> an<00:05:35.720> all<00:05:36.110> right 00:05:36.190 --> 00:05:36.200 align:start position:0% it's we call them dated an all right 00:05:36.200 --> 00:05:38.710 align:start position:0% it's we call them dated an all right basically<00:05:36.530> sell<00:05:36.890> it<00:05:37.040> to<00:05:37.190> data<00:05:38.120> scientists 00:05:38.710 --> 00:05:38.720 align:start position:0% basically sell it to data scientists 00:05:38.720 --> 00:05:41.650 align:start position:0% basically sell it to data scientists uh-huh<00:05:38.960> and<00:05:39.800> so<00:05:40.130> you<00:05:40.790> know<00:05:40.820> I<00:05:41.210> think<00:05:41.540> what's 00:05:41.650 --> 00:05:41.660 align:start position:0% uh-huh and so you know I think what's 00:05:41.660 --> 00:05:43.810 align:start position:0% uh-huh and so you know I think what's really<00:05:41.720> interesting<00:05:42.170> about<00:05:42.470> data<00:05:43.190> sciences 00:05:43.810 --> 00:05:43.820 align:start position:0% really interesting about data sciences 00:05:43.820 --> 00:05:46.950 align:start position:0% really interesting about data sciences is<00:05:44.030> like<00:05:44.420> you<00:05:45.050> know<00:05:45.170> a<00:05:45.200> data<00:05:45.500> scientist<00:05:46.070> at 00:05:46.950 --> 00:05:46.960 align:start position:0% is like you know a data scientist at 00:05:46.960 --> 00:05:49.900 align:start position:0% is like you know a data scientist at Bloomberg<00:05:47.960> has<00:05:48.560> a<00:05:48.650> lot<00:05:49.070> of<00:05:49.100> the<00:05:49.280> same<00:05:49.430> needs<00:05:49.700> as 00:05:49.900 --> 00:05:49.910 align:start position:0% Bloomberg has a lot of the same needs as 00:05:49.910 --> 00:05:51.820 align:start position:0% Bloomberg has a lot of the same needs as a<00:05:49.940> data<00:05:50.240> scientist<00:05:50.720> at<00:05:50.840> home<00:05:50.960> depot<00:05:51.290> mm-hmm 00:05:51.820 --> 00:05:51.830 align:start position:0% a data scientist at home depot mm-hmm 00:05:51.830 --> 00:05:53.230 align:start position:0% a data scientist at home depot mm-hmm you<00:05:52.100> know<00:05:52.190> you<00:05:52.250> might<00:05:52.490> not<00:05:52.640> guessed<00:05:52.910> that<00:05:53.060> but 00:05:53.230 --> 00:05:53.240 align:start position:0% you know you might not guessed that but 00:05:53.240 --> 00:05:55.330 align:start position:0% you know you might not guessed that but actually<00:05:53.390> really<00:05:53.960> their<00:05:54.140> lives<00:05:54.380> are<00:05:54.680> you<00:05:55.220> know 00:05:55.330 --> 00:05:55.340 align:start position:0% actually really their lives are you know 00:05:55.340 --> 00:05:57.040 align:start position:0% actually really their lives are you know really<00:05:55.580> similar<00:05:55.940> me<00:05:56.120> that<00:05:56.240> both<00:05:56.450> at<00:05:56.600> the<00:05:56.690> mercy 00:05:57.040 --> 00:05:57.050 align:start position:0% really similar me that both at the mercy 00:05:57.050 --> 00:05:59.110 align:start position:0% really similar me that both at the mercy of<00:05:57.080> data<00:05:57.350> yes<00:05:57.890> you<00:05:58.430> know<00:05:58.520> they<00:05:58.640> want<00:05:58.820> clean 00:05:59.110 --> 00:05:59.120 align:start position:0% of data yes you know they want clean 00:05:59.120 --> 00:06:00.640 align:start position:0% of data yes you know they want clean data<00:05:59.390> right<00:05:59.810> that's<00:06:00.170> like<00:06:00.320> you<00:06:00.590> know 00:06:00.640 --> 00:06:00.650 align:start position:0% data right that's like you know 00:06:00.650 --> 00:06:02.860 align:start position:0% data right that's like you know something<00:06:00.770> that<00:06:01.040> they<00:06:01.250> both<00:06:01.460> need<00:06:01.820> you<00:06:02.810> know 00:06:02.860 --> 00:06:02.870 align:start position:0% something that they both need you know 00:06:02.870 --> 00:06:03.940 align:start position:0% something that they both need you know they're<00:06:02.990> both<00:06:03.110> trying<00:06:03.320> to<00:06:03.440> build<00:06:03.590> accurate 00:06:03.940 --> 00:06:03.950 align:start position:0% they're both trying to build accurate 00:06:03.950 --> 00:06:05.560 align:start position:0% they're both trying to build accurate algorithms<00:06:04.340> like<00:06:04.430> when<00:06:04.610> you<00:06:05.150> know<00:06:05.240> for<00:06:05.450> both 00:06:05.560 --> 00:06:05.570 align:start position:0% algorithms like when you know for both 00:06:05.570 --> 00:06:06.700 align:start position:0% algorithms like when you know for both of<00:06:05.720> them<00:06:05.780> when<00:06:05.930> they're<00:06:06.020> their<00:06:06.290> arms<00:06:06.560> do 00:06:06.700 --> 00:06:06.710 align:start position:0% of them when they're their arms do 00:06:06.710 --> 00:06:07.750 align:start position:0% of them when they're their arms do different<00:06:06.980> things<00:06:07.010> when<00:06:07.280> the<00:06:07.370> algorithms 00:06:07.750 --> 00:06:07.760 align:start position:0% different things when the algorithms 00:06:07.760 --> 00:06:10.690 align:start position:0% different things when the algorithms fail<00:06:08.510> it<00:06:09.170> might<00:06:09.590> cause<00:06:09.770> a<00:06:09.800> problem<00:06:10.220> right<00:06:10.490> like 00:06:10.690 --> 00:06:10.700 align:start position:0% fail it might cause a problem right like 00:06:10.700 --> 00:06:12.580 align:start position:0% fail it might cause a problem right like so<00:06:10.820> this<00:06:11.060> is<00:06:11.180> function<00:06:11.480> breaks<00:06:11.720> okay<00:06:11.930> so<00:06:12.050> you 00:06:12.580 --> 00:06:12.590 align:start position:0% so this is function breaks okay so you 00:06:12.590 --> 00:06:13.960 align:start position:0% so this is function breaks okay so you know<00:06:12.680> they<00:06:12.800> care<00:06:13.010> a<00:06:13.040> lot<00:06:13.280> about<00:06:13.340> the<00:06:13.670> acuras 00:06:13.960 --> 00:06:13.970 align:start position:0% know they care a lot about the acuras 00:06:13.970 --> 00:06:15.460 align:start position:0% know they care a lot about the acuras that<00:06:14.210> goes<00:06:14.360> against<00:06:14.630> my<00:06:14.720> disorder<00:06:15.080> the<00:06:15.260> skin 00:06:15.460 --> 00:06:15.470 align:start position:0% that goes against my disorder the skin 00:06:15.470 --> 00:06:18.370 align:start position:0% that goes against my disorder the skin Linda<00:06:15.680> for<00:06:15.830> basically<00:06:16.430> exactly<00:06:16.970> sever<00:06:17.510> and<00:06:18.260> so 00:06:18.370 --> 00:06:18.380 align:start position:0% Linda for basically exactly sever and so 00:06:18.380 --> 00:06:19.840 align:start position:0% Linda for basically exactly sever and so these<00:06:18.500> guys<00:06:18.680> which<00:06:19.100> i<00:06:19.220> think<00:06:19.280> is<00:06:19.430> really<00:06:19.670> cool 00:06:19.840 --> 00:06:19.850 align:start position:0% these guys which i think is really cool 00:06:19.850 --> 00:06:21.580 align:start position:0% these guys which i think is really cool about<00:06:19.910> being<00:06:20.030> a<00:06:20.240> data<00:06:20.420> scientist<00:06:20.870> today<00:06:20.990> is<00:06:21.170> is 00:06:21.580 --> 00:06:21.590 align:start position:0% about being a data scientist today is is 00:06:21.590 --> 00:06:24.100 align:start position:0% about being a data scientist today is is like<00:06:21.650> you<00:06:22.490> know<00:06:22.580> I<00:06:22.640> think<00:06:22.700> these<00:06:22.940> folks<00:06:23.180> you<00:06:23.930> we 00:06:24.100 --> 00:06:24.110 align:start position:0% like you know I think these folks you we 00:06:24.110 --> 00:06:25.930 align:start position:0% like you know I think these folks you we see<00:06:24.290> them<00:06:24.380> bounce<00:06:24.590> around<00:06:24.950> from<00:06:25.280> into 00:06:25.930 --> 00:06:25.940 align:start position:0% see them bounce around from into 00:06:25.940 --> 00:06:27.010 align:start position:0% see them bounce around from into different<00:06:26.240> industries<00:06:26.570> right<00:06:26.750> because<00:06:26.930> like 00:06:27.010 --> 00:06:27.020 align:start position:0% different industries right because like 00:06:27.020 --> 00:06:29.080 align:start position:0% different industries right because like a<00:06:27.290> lot<00:06:27.470> of<00:06:27.620> times<00:06:27.770> our<00:06:27.920> customer<00:06:28.340> you<00:06:28.850> know<00:06:28.940> be 00:06:29.080 --> 00:06:29.090 align:start position:0% a lot of times our customer you know be 00:06:29.090 --> 00:06:31.030 align:start position:0% a lot of times our customer you know be surprised<00:06:29.480> like<00:06:29.630> they'll<00:06:29.810> go<00:06:29.930> from<00:06:30.230> you<00:06:31.010> know 00:06:31.030 --> 00:06:31.040 align:start position:0% surprised like they'll go from you know 00:06:31.040 --> 00:06:33.340 align:start position:0% surprised like they'll go from you know like<00:06:31.310> working<00:06:31.640> at<00:06:31.790> you<00:06:32.780> know<00:06:32.810> working<00:06:33.140> at<00:06:33.230> like 00:06:33.340 --> 00:06:33.350 align:start position:0% like working at you know working at like 00:06:33.350 --> 00:06:36.370 align:start position:0% like working at you know working at like uber<00:06:33.770> to<00:06:34.040> working<00:06:34.340> at<00:06:34.840> you<00:06:35.840> know<00:06:35.900> Thomson 00:06:36.370 --> 00:06:36.380 align:start position:0% uber to working at you know Thomson 00:06:36.380 --> 00:06:38.560 align:start position:0% uber to working at you know Thomson Reuters<00:06:36.680> and<00:06:36.710> yeah<00:06:37.100> and<00:06:37.460> it's<00:06:38.300> like<00:06:38.420> well 00:06:38.560 --> 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will<00:06:43.270> come<00:06:43.479> and<00:06:43.689> they<00:06:44.080> will<00:06:44.110> turn 00:06:44.399 --> 00:06:44.409 align:start position:0% data that will come and they will turn 00:06:44.409 --> 00:06:47.159 align:start position:0% data that will come and they will turn back<00:06:44.590> to<00:06:44.650> you<00:06:45.460> an<00:06:45.669> exact<00:06:46.300> way<00:06:46.449> to<00:06:46.569> help<00:06:46.810> on<00:06:46.960> the 00:06:47.159 --> 00:06:47.169 align:start position:0% back to you an exact way to help on the 00:06:47.169 --> 00:06:48.899 align:start position:0% back to you an exact way to help on the new<00:06:47.289> kind<00:06:47.469> of<00:06:47.530> date<00:06:47.650> exactly<00:06:48.189> exactly<00:06:48.370> yeah 00:06:48.899 --> 00:06:48.909 align:start position:0% new kind of date exactly exactly yeah 00:06:48.909 --> 00:06:51.119 align:start position:0% new kind of date exactly exactly yeah yeah<00:06:49.090> yeah<00:06:49.599> interesting<00:06:50.469> interesting<00:06:50.800> so 00:06:51.119 --> 00:06:51.129 align:start position:0% yeah yeah interesting interesting so 00:06:51.129 --> 00:06:52.110 align:start position:0% yeah yeah interesting interesting so it's<00:06:51.310> actually<00:06:51.610> interesting<00:06:51.789> that<00:06:52.029> you 00:06:52.110 --> 00:06:52.120 align:start position:0% it's actually interesting that you 00:06:52.120 --> 00:06:53.189 align:start position:0% it's actually interesting that you mentioned<00:06:52.479> that<00:06:52.539> you<00:06:52.659> know<00:06:52.840> you<00:06:52.930> start<00:06:53.139> with 00:06:53.189 --> 00:06:53.199 align:start position:0% mentioned that you know you start with 00:06:53.199 --> 00:06:54.839 align:start position:0% mentioned that you know you start with language<00:06:53.499> because<00:06:53.800> you<00:06:54.219> know<00:06:54.340> this<00:06:54.520> meetup 00:06:54.839 --> 00:06:54.849 align:start position:0% language because you know this meetup 00:06:54.849 --> 00:06:57.089 align:start position:0% language because you know this meetup used<00:06:55.029> to<00:06:55.150> be<00:06:55.270> a<00:06:55.300> subtext<00:06:55.990> and<00:06:56.169> what<00:06:56.889> I<00:06:56.919> found 00:06:57.089 --> 00:06:57.099 align:start position:0% used to be a subtext and what I found 00:06:57.099 --> 00:06:59.459 align:start position:0% used to be a subtext and what I found that<00:06:57.460> essentially<00:06:58.150> people<00:06:59.139> often<00:06:59.349> don't 00:06:59.459 --> 00:06:59.469 align:start position:0% that essentially people often don't 00:06:59.469 --> 00:07:02.040 align:start position:0% that essentially people often don't realize<00:06:59.800> especially<00:07:00.550> newcomers<00:07:01.300> do<00:07:01.749> machine 00:07:02.040 --> 00:07:02.050 align:start position:0% realize especially newcomers do machine 00:07:02.050 --> 00:07:03.420 align:start position:0% realize especially newcomers do machine learning<00:07:02.080> data<00:07:02.349> size<00:07:02.590> that<00:07:02.800> you<00:07:02.830> know<00:07:02.979> the 00:07:03.420 --> 00:07:03.430 align:start position:0% learning data size that you know the 00:07:03.430 --> 00:07:04.830 align:start position:0% learning data size that you know the machinery<00:07:03.789> algorithms<00:07:04.360> are<00:07:04.479> all<00:07:04.569> the<00:07:04.689> same 00:07:04.830 --> 00:07:04.840 align:start position:0% machinery algorithms are all the same 00:07:04.840 --> 00:07:08.100 align:start position:0% machinery algorithms are all the same right<00:07:05.560> and<00:07:05.770> so<00:07:05.889> basically<00:07:06.550> look<00:07:07.539> at<00:07:07.689> this<00:07:07.779> real 00:07:08.100 --> 00:07:08.110 align:start position:0% right and so basically look at this real 00:07:08.110 --> 00:07:11.399 align:start position:0% right and so basically look at this real wealth<00:07:08.800> of<00:07:09.099> a<00:07:09.249> mile<00:07:09.460> expertise<00:07:10.080> about<00:07:11.080> a<00:07:11.229> lot 00:07:11.399 --> 00:07:11.409 align:start position:0% wealth of a mile expertise about a lot 00:07:11.409 --> 00:07:12.719 align:start position:0% wealth of a mile expertise about a lot of<00:07:11.529> people<00:07:11.620> did<00:07:11.830> not<00:07:11.919> realize<00:07:12.249> this<00:07:12.400> so<00:07:12.580> once 00:07:12.719 --> 00:07:12.729 align:start position:0% of people did not realize this so once 00:07:12.729 --> 00:07:14.519 align:start position:0% of people did not realize this so once we<00:07:12.849> started<00:07:13.060> calling<00:07:13.389> this<00:07:13.509> data<00:07:13.750> in<00:07:14.379> the<00:07:14.500> eye 00:07:14.519 --> 00:07:14.529 align:start position:0% we started calling this data in the eye 00:07:14.529 --> 00:07:17.129 align:start position:0% we started calling this data in the eye we<00:07:15.159> suddenly<00:07:15.400> doubled<00:07:15.819> and<00:07:16.090> tripled<00:07:16.270> nice<00:07:16.870> our 00:07:17.129 --> 00:07:17.139 align:start position:0% we suddenly doubled and tripled nice our 00:07:17.139 --> 00:07:19.769 align:start position:0% we suddenly doubled and tripled nice our audiences<00:07:17.650> am<00:07:17.860> and<00:07:18.300> it's<00:07:19.300> kind<00:07:19.539> of<00:07:19.569> cross 00:07:19.769 --> 00:07:19.779 align:start position:0% audiences am and it's kind of cross 00:07:19.779 --> 00:07:21.420 align:start position:0% audiences am and it's kind of cross pollinating<00:07:20.319> but<00:07:20.469> the<00:07:20.560> core<00:07:20.740> is<00:07:20.860> the<00:07:20.889> same<00:07:21.219> so 00:07:21.420 --> 00:07:21.430 align:start position:0% pollinating but the core is the same so 00:07:21.430 --> 00:07:23.070 align:start position:0% pollinating but the core is the same so so<00:07:21.789> I'm<00:07:21.879> wondering<00:07:22.000> right<00:07:22.509> like<00:07:22.719> what's<00:07:23.020> your 00:07:23.070 --> 00:07:23.080 align:start position:0% so I'm wondering right like what's your 00:07:23.080 --> 00:07:25.800 align:start position:0% so I'm wondering right like what's your take<00:07:23.349> on<00:07:23.379> this<00:07:23.800> evolution<00:07:24.460> you<00:07:24.909> know<00:07:25.090> it<00:07:25.569> used 00:07:25.800 --> 00:07:25.810 align:start position:0% take on this evolution you know it used 00:07:25.810 --> 00:07:28.050 align:start position:0% take on this evolution you know it used to<00:07:26.020> be<00:07:26.169> an<00:07:26.560> LP<00:07:26.949> and<00:07:27.340> then<00:07:27.490> that<00:07:27.669> the<00:07:27.759> science 00:07:28.050 --> 00:07:28.060 align:start position:0% to be an LP and then that the science 00:07:28.060 --> 00:07:30.029 align:start position:0% to be an LP and then that the science and<00:07:28.210> later<00:07:28.479> became<00:07:28.689> cool<00:07:29.110> and<00:07:29.319> let's<00:07:29.650> not<00:07:29.860> cool 00:07:30.029 --> 00:07:30.039 align:start position:0% and later became cool and let's not cool 00:07:30.039 --> 00:07:32.219 align:start position:0% and later became cool and let's not cool anymore<00:07:30.129> and<00:07:30.849> the<00:07:31.029> eyes<00:07:31.150> is<00:07:31.539> cool<00:07:31.779> right<00:07:31.930> now 00:07:32.219 --> 00:07:32.229 align:start position:0% anymore and the eyes is cool right now 00:07:32.229 --> 00:07:33.929 align:start position:0% anymore and the eyes is cool right now so<00:07:32.439> kind<00:07:32.710> of<00:07:32.770> you<00:07:33.159> know<00:07:33.219> the<00:07:33.370> design<00:07:33.669> is<00:07:33.819> like 00:07:33.929 --> 00:07:33.939 align:start position:0% so kind of you know the design is like 00:07:33.939 --> 00:07:38.610 align:start position:0% so kind of you know the design is like so<00:07:34.150> 2015<00:07:35.639> so<00:07:36.639> this<00:07:36.669> is<00:07:36.939> the<00:07:37.089> year<00:07:37.330> of<00:07:37.569> AI<00:07:37.960> nvidia 00:07:38.610 --> 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align:start position:0% like the kind of people change the kind 00:07:45.699 --> 00:07:47.519 align:start position:0% like the kind of people change the kind of<00:07:45.729> company<00:07:45.939> support<00:07:46.569> what<00:07:46.719> do<00:07:46.810> you<00:07:46.900> see<00:07:47.110> in 00:07:47.519 --> 00:07:47.529 align:start position:0% of company support what do you see in 00:07:47.529 --> 00:07:49.980 align:start position:0% of company support what do you see in terms<00:07:47.770> of<00:07:47.860> my<00:07:48.009> customers<00:07:48.279> kind<00:07:49.089> of<00:07:49.180> turning<00:07:49.599> 22 00:07:49.980 --> 00:07:49.990 align:start position:0% terms of my customers kind of turning 22 00:07:49.990 --> 00:07:52.920 align:start position:0% terms of my customers kind of turning 22 you<00:07:50.439> where<00:07:51.219> the<00:07:51.550> the<00:07:51.759> trance<00:07:52.089> kind<00:07:52.479> of<00:07:52.569> what's 00:07:52.920 --> 00:07:52.930 align:start position:0% you where the the trance kind of what's 00:07:52.930 --> 00:07:57.420 align:start position:0% you where the the trance kind of what's interesting<00:07:53.319> in<00:07:53.860> you<00:07:55.529> new<00:07:56.529> developments<00:07:56.680> well 00:07:57.420 --> 00:07:57.430 align:start position:0% interesting in you new developments well 00:07:57.430 --> 00:07:59.339 align:start position:0% interesting in you new developments well i<00:07:57.460> mean<00:07:57.699> i<00:07:57.819> would<00:07:57.969> say<00:07:58.120> one<00:07:58.300> okay<00:07:58.599> so<00:07:58.659> it<00:07:58.930> one 00:07:59.339 --> 00:07:59.349 align:start position:0% i mean i would say one okay so it one 00:07:59.349 --> 00:08:01.769 align:start position:0% i mean i would say one okay so it one thing<00:07:59.560> like<00:07:59.889> for<00:08:00.099> me<00:08:00.250> you<00:08:01.240> know<00:08:01.270> about<00:08:01.449> the 00:08:01.769 --> 00:08:01.779 align:start position:0% thing like for me you know about the 00:08:01.779 --> 00:08:04.079 align:start position:0% thing like for me you know about the this<00:08:02.020> sort<00:08:02.199> of<00:08:02.259> like<00:08:02.409> hype<00:08:02.649> around<00:08:02.889> AI<00:08:03.219> is<00:08:03.909> like 00:08:04.079 --> 00:08:04.089 align:start position:0% this sort of like hype around AI is like 00:08:04.089 --> 00:08:05.850 align:start position:0% this sort of like hype around AI is like i<00:08:04.300> have<00:08:04.659> to<00:08:04.750> say<00:08:04.899> like<00:08:04.930> i<00:08:05.080> love<00:08:05.409> it<00:08:05.589> I<00:08:05.710> mean 00:08:05.850 --> 00:08:05.860 align:start position:0% i have to say like i love it I mean 00:08:05.860 --> 00:08:06.929 align:start position:0% i have to say like i love it I mean that's<00:08:05.919> like<00:08:06.039> the<00:08:06.189> first<00:08:06.430> thing<00:08:06.729> that<00:08:06.909> I 00:08:06.929 --> 00:08:06.939 align:start position:0% that's like the first thing that I 00:08:06.939 --> 00:08:09.119 align:start position:0% that's like the first thing that I really<00:08:07.240> loved<00:08:07.740> and<00:08:08.740> I<00:08:08.830> was<00:08:08.949> kind<00:08:09.099> of 00:08:09.119 --> 00:08:09.129 align:start position:0% really loved and I was kind of 00:08:09.129 --> 00:08:10.679 align:start position:0% really loved and I was kind of disappointed<00:08:09.189> when<00:08:09.879> I<00:08:09.909> came<00:08:10.029> out<00:08:10.270> of<00:08:10.389> school 00:08:10.679 --> 00:08:10.689 align:start position:0% disappointed when I came out of school 00:08:10.689 --> 00:08:12.869 align:start position:0% disappointed when I came out of school and<00:08:11.020> a<00:08:11.620> lot<00:08:11.770> of<00:08:11.800> stuff<00:08:12.039> that<00:08:12.069> you<00:08:12.279> do<00:08:12.460> like<00:08:12.639> was 00:08:12.869 --> 00:08:12.879 align:start position:0% and a lot of stuff that you do like was 00:08:12.879 --> 00:08:16.079 align:start position:0% and a lot of stuff that you do like was an<00:08:13.060> AI<00:08:13.210> so<00:08:14.080> I<00:08:14.409> mean<00:08:14.889> I<00:08:14.979> have<00:08:15.099> to<00:08:15.189> say<00:08:15.339> like<00:08:15.370> for 00:08:16.079 --> 00:08:16.089 align:start position:0% an AI so I mean I have to say like for 00:08:16.089 --> 00:08:18.689 align:start position:0% an AI so I mean I have to say like for me<00:08:16.210> like<00:08:16.240> like<00:08:16.899> AI<00:08:17.589> becoming<00:08:18.099> such<00:08:18.250> a<00:08:18.279> thing<00:08:18.550> is 00:08:18.689 --> 00:08:18.699 align:start position:0% me like like AI becoming such a thing is 00:08:18.699 --> 00:08:20.399 align:start position:0% me like like AI becoming such a thing is I<00:08:18.729> think<00:08:19.120> it's<00:08:19.360> awesome<00:08:19.479> and<00:08:19.779> I<00:08:19.839> just<00:08:20.050> you<00:08:20.379> know 00:08:20.399 --> 00:08:20.409 align:start position:0% I think it's awesome and I just you know 00:08:20.409 --> 00:08:21.749 align:start position:0% I think it's awesome and I just you know I<00:08:20.500> had<00:08:20.589> a<00:08:20.620> friend<00:08:20.830> who<00:08:21.250> was<00:08:21.279> told<00:08:21.580> me<00:08:21.639> they 00:08:21.749 --> 00:08:21.759 align:start position:0% I had a friend who was told me they 00:08:21.759 --> 00:08:24.149 align:start position:0% I had a friend who was told me they asked<00:08:22.149> me<00:08:22.240> their<00:08:22.389> day<00:08:22.539> a<00:08:22.569> grad<00:08:23.169> student<00:08:23.199> she 00:08:24.149 --> 00:08:24.159 align:start position:0% asked me their day a grad student she 00:08:24.159 --> 00:08:25.889 align:start position:0% asked me their day a grad student she was<00:08:24.279> saying<00:08:24.490> you<00:08:25.120> know<00:08:25.240> it<00:08:25.449> like<00:08:25.689> what's 00:08:25.889 --> 00:08:25.899 align:start position:0% was saying you know it like what's 00:08:25.899 --> 00:08:27.929 align:start position:0% was saying you know it like what's difference<00:08:26.229> between<00:08:26.639> you<00:08:27.639> know<00:08:27.669> like<00:08:27.909> I 00:08:27.929 --> 00:08:27.939 align:start position:0% difference between you know like I 00:08:27.939 --> 00:08:29.159 align:start position:0% difference between you know like I understand<00:08:28.330> the<00:08:28.389> difference<00:08:28.629> in<00:08:28.719> like<00:08:28.899> you 00:08:29.159 --> 00:08:29.169 align:start position:0% understand the difference in like you 00:08:29.169 --> 00:08:32.219 align:start position:0% understand the difference in like you know<00:08:29.580> you<00:08:30.580> know<00:08:30.669> the<00:08:30.819> regression<00:08:31.539> I<00:08:31.659> do<00:08:31.719> and 00:08:32.219 --> 00:08:32.229 align:start position:0% know you know the regression I do and 00:08:32.229 --> 00:08:34.829 align:start position:0% know you know the regression I do and machine<00:08:32.949> learning<00:08:33.060> and<00:08:34.060> I<00:08:34.419> was<00:08:34.539> kind<00:08:34.659> of<00:08:34.750> like 00:08:34.829 --> 00:08:34.839 align:start position:0% machine learning and I was kind of like 00:08:34.839 --> 00:08:37.259 align:start position:0% machine learning and I was kind of like well<00:08:35.050> you<00:08:35.409> know<00:08:36.000> there's<00:08:37.000> not<00:08:37.209> much 00:08:37.259 --> 00:08:37.269 align:start position:0% well you know there's not much 00:08:37.269 --> 00:08:38.310 align:start position:0% well you know there's not much difference<00:08:37.419> actually<00:08:37.810> I<00:08:37.990> think<00:08:38.019> that's<00:08:38.229> like 00:08:38.310 --> 00:08:38.320 align:start position:0% difference actually I think that's like 00:08:38.320 --> 00:08:39.959 align:start position:0% difference actually I think that's like I<00:08:38.409> kind<00:08:38.709> of<00:08:38.769> astute<00:08:38.979> observation<00:08:39.640> right<00:08:39.789> then 00:08:39.959 --> 00:08:39.969 align:start position:0% I kind of astute observation right then 00:08:39.969 --> 00:08:41.670 align:start position:0% I kind of astute observation right then sort<00:08:40.209> of<00:08:40.269> the<00:08:40.329> same<00:08:40.449> thing<00:08:40.510> but<00:08:40.750> that<00:08:41.380> doesn't 00:08:41.670 --> 00:08:41.680 align:start position:0% sort of the same thing but that doesn't 00:08:41.680 --> 00:08:43.529 align:start position:0% sort of the same thing but that doesn't mean<00:08:41.769> that<00:08:41.890> it's<00:08:42.039> not<00:08:42.159> like<00:08:42.459> powerful<00:08:43.240> and 00:08:43.529 --> 00:08:43.539 align:start position:0% mean that it's not like powerful and 00:08:43.539 --> 00:08:47.040 align:start position:0% mean that it's not like powerful and important<00:08:43.990> and<00:08:44.290> interesting<00:08:45.329> so<00:08:46.329> I<00:08:46.720> guess 00:08:47.040 --> 00:08:47.050 align:start position:0% important and interesting so I guess 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keeping I was a little skeptical about about<00:08:54.410> deep<00:08:54.620> learning<00:08:54.800> and<00:08:55.220> I've<00:08:55.640> totally 00:08:55.930 --> 00:08:55.940 align:start position:0% about deep learning and I've totally 00:08:55.940 --> 00:08:57.700 align:start position:0% about deep learning and I've totally changed<00:08:56.270> my<00:08:56.300> mind<00:08:56.540> after<00:08:56.690> like<00:08:57.230> trying<00:08:57.530> some 00:08:57.700 --> 00:08:57.710 align:start position:0% changed my mind after like trying some 00:08:57.710 --> 00:08:59.230 align:start position:0% changed my mind after like trying some of<00:08:57.770> it<00:08:57.860> myself<00:08:57.980> I<00:08:58.250> mean<00:08:58.370> I<00:08:58.430> think<00:08:58.610> like<00:08:58.730> you 00:08:59.230 --> 00:08:59.240 align:start position:0% of it myself I mean I think like you 00:08:59.240 --> 00:09:00.400 align:start position:0% of it myself I mean I think like you know<00:08:59.330> neural<00:08:59.750> networks<00:09:00.050> are<00:09:00.140> doing<00:09:00.290> some 00:09:00.400 --> 00:09:00.410 align:start position:0% know neural networks are doing some 00:09:00.410 --> 00:09:02.050 align:start position:0% know neural networks are doing some amazing<00:09:00.500> stuff<00:09:00.860> in<00:09:01.040> vision<00:09:01.370> mm-hmm<00:09:01.880> at<00:09:01.970> the 00:09:02.050 --> 00:09:02.060 align:start position:0% amazing stuff in vision mm-hmm at the 00:09:02.060 --> 00:09:03.940 align:start position:0% amazing stuff in vision mm-hmm at the very<00:09:02.270> least<00:09:02.420> and<00:09:02.720> it<00:09:02.930> seems<00:09:03.170> like<00:09:03.260> cool<00:09:03.710> stuff 00:09:03.940 --> 00:09:03.950 align:start position:0% very least and it seems like cool stuff 00:09:03.950 --> 00:09:07.510 align:start position:0% very least and it seems like cool stuff in<00:09:04.130> text<00:09:04.790> as<00:09:04.910> well<00:09:04.940> so<00:09:05.890> you<00:09:06.890> know<00:09:06.980> so<00:09:07.100> I<00:09:07.130> think<00:09:07.280> a 00:09:07.510 --> 00:09:07.520 align:start position:0% in text as well so you know so I think a 00:09:07.520 --> 00:09:08.890 align:start position:0% in text as well so you know so I think a lot<00:09:07.550> of<00:09:07.730> this<00:09:07.970> stuff<00:09:08.030> that's<00:09:08.510> happening<00:09:08.840> right 00:09:08.890 --> 00:09:08.900 align:start position:0% lot of this stuff that's happening right 00:09:08.900 --> 00:09:10.410 align:start position:0% lot of this stuff that's happening right now<00:09:09.020> is<00:09:09.230> actually<00:09:09.410> like<00:09:09.770> just<00:09:09.980> legitimately 00:09:10.410 --> 00:09:10.420 align:start position:0% now is actually like just legitimately 00:09:10.420 --> 00:09:12.610 align:start position:0% now is actually like just legitimately really<00:09:11.420> exciting<00:09:11.930> I<00:09:12.110> mean<00:09:12.350> I<00:09:12.380> think<00:09:12.410> that 00:09:12.610 --> 00:09:12.620 align:start position:0% really exciting I mean I think that 00:09:12.620 --> 00:09:15.280 align:start position:0% really exciting I mean I think that comes<00:09:12.920> with<00:09:13.100> a<00:09:13.130> whole<00:09:13.340> bunch<00:09:13.370> of<00:09:14.290> irritating 00:09:15.280 --> 00:09:15.290 align:start position:0% comes with a whole bunch of irritating 00:09:15.290 --> 00:09:17.110 align:start position:0% comes with a whole bunch of irritating hype<00:09:15.500> but<00:09:15.800> you<00:09:15.950> know<00:09:16.010> we've<00:09:16.160> seen<00:09:16.400> other<00:09:16.760> hype 00:09:17.110 --> 00:09:17.120 align:start position:0% hype but you know we've seen other hype 00:09:17.120 --> 00:09:19.510 align:start position:0% hype but you know we've seen other hype cycles<00:09:18.020> and<00:09:18.230> you<00:09:18.470> were<00:09:18.650> okay<00:09:18.890> with<00:09:19.010> that<00:09:19.160> yeah 00:09:19.510 --> 00:09:19.520 align:start position:0% cycles and you were okay with that yeah 00:09:19.520 --> 00:09:21.790 align:start position:0% cycles and you were okay with that yeah better<00:09:20.120> than<00:09:20.210> a<00:09:20.360> pipe<00:09:20.660> them<00:09:20.900> to<00:09:21.110> you<00:09:21.530> know<00:09:21.620> no 00:09:21.790 --> 00:09:21.800 align:start position:0% better than a pipe them to you know no 00:09:21.800 --> 00:09:24.280 align:start position:0% better than a pipe them to you know no hype<00:09:22.010> i'm<00:09:22.700> at<00:09:22.820> least<00:09:23.000> it<00:09:23.240> nice<00:09:23.750> Peter<00:09:24.020> takes 00:09:24.280 --> 00:09:24.290 align:start position:0% hype i'm at least it nice Peter takes 00:09:24.290 --> 00:09:28.900 align:start position:0% hype i'm at least it nice Peter takes like<00:09:24.650> yours<00:09:24.950> ya<00:09:26.410> know<00:09:27.410> this<00:09:27.440> is<00:09:27.830> fill<00:09:28.670> the<00:09:28.760> bowl 00:09:28.900 --> 00:09:28.910 align:start position:0% like yours ya know this is fill the bowl 00:09:28.910 --> 00:09:30.550 align:start position:0% like yours ya know this is fill the bowl since<00:09:29.210> it's<00:09:29.510> good<00:09:29.750> for<00:09:29.900> the<00:09:29.990> context<00:09:30.440> right 00:09:30.550 --> 00:09:30.560 align:start position:0% since it's good for the context right 00:09:30.560 --> 00:09:33.100 align:start position:0% since it's good for the context right yeah<00:09:31.010> and<00:09:31.520> in<00:09:31.820> the<00:09:31.850> parent<00:09:32.240> everybody<00:09:32.630> is<00:09:32.780> 8<00:09:32.930> so 00:09:33.100 --> 00:09:33.110 align:start position:0% yeah and in the parent everybody is 8 so 00:09:33.110 --> 00:09:35.200 align:start position:0% yeah and in the parent everybody is 8 so Sonya<00:09:33.500> look<00:09:33.800> like<00:09:33.980> yeah<00:09:34.100> my<00:09:34.250> here<00:09:34.580> the<00:09:34.760> vesicle 00:09:35.200 --> 00:09:35.210 align:start position:0% Sonya look like yeah my here the vesicle 00:09:35.210 --> 00:09:38.140 align:start position:0% Sonya look like yeah my here the vesicle essentially<00:09:35.570> every<00:09:35.780> be<00:09:36.260> company<00:09:36.880> going<00:09:37.880> to 00:09:38.140 --> 00:09:38.150 align:start position:0% essentially every be company going to 00:09:38.150 --> 00:09:40.210 align:start position:0% essentially every be company going to Tori<00:09:38.390> I<00:09:38.510> i<00:09:38.780> realized<00:09:39.350> the<00:09:39.500> data<00:09:39.680> problems<00:09:40.100> the 00:09:40.210 --> 00:09:40.220 align:start position:0% Tori I i realized the data problems the 00:09:40.220 --> 00:09:42.040 align:start position:0% Tori I i realized the data problems the key<00:09:40.340> problems<00:09:40.730> haha<00:09:40.970> I<00:09:41.180> hear<00:09:41.540> that<00:09:41.570> they<00:09:41.960> all 00:09:42.040 --> 00:09:42.050 align:start position:0% key problems haha I hear that they all 00:09:42.050 --> 00:09:43.900 align:start position:0% key problems haha I hear that they all have<00:09:42.290> teams<00:09:42.560> working<00:09:42.950> internal<00:09:43.460> and<00:09:43.610> all<00:09:43.730> of 00:09:43.900 --> 00:09:43.910 align:start position:0% have teams working internal and all of 00:09:43.910 --> 00:09:46.240 align:start position:0% have teams working internal and all of them<00:09:44.090> are<00:09:44.240> probably<00:09:44.780> the<00:09:45.050> your<00:09:45.590> customers<00:09:46.010> huh 00:09:46.240 --> 00:09:46.250 align:start position:0% them are probably the your customers huh 00:09:46.250 --> 00:09:48.430 align:start position:0% them are probably the your customers huh yeah<00:09:46.580> right<00:09:46.760> so<00:09:47.120> but<00:09:47.750> you<00:09:47.870> know<00:09:47.990> they<00:09:48.170> they 00:09:48.430 --> 00:09:48.440 align:start position:0% yeah right so but you know they they 00:09:48.440 --> 00:09:50.170 align:start position:0% yeah right so but you know they they don't<00:09:48.560> talk<00:09:48.800> about<00:09:49.130> kind<00:09:49.610> of<00:09:49.730> this<00:09:49.880> date<00:09:50.030> in 00:09:50.170 --> 00:09:50.180 align:start position:0% don't talk about kind of this date in 00:09:50.180 --> 00:09:51.820 align:start position:0% don't talk about kind of this date in richmond<00:09:50.570> in<00:09:50.750> richmond<00:09:51.170> is<00:09:51.260> happening<00:09:51.680> I 00:09:51.820 --> 00:09:51.830 align:start position:0% richmond in richmond is happening I 00:09:51.830 --> 00:09:54.340 align:start position:0% richmond in richmond is happening I don't<00:09:52.250> know<00:09:52.310> it<00:09:52.490> goes<00:09:52.700> chembur<00:09:53.420> so<00:09:53.660> I<00:09:53.840> under 00:09:54.340 --> 00:09:54.350 align:start position:0% don't know it goes chembur so I under 00:09:54.350 --> 00:09:56.020 align:start position:0% don't know it goes chembur so I under right<00:09:54.830> what<00:09:55.310> do<00:09:55.370> you<00:09:55.430> think<00:09:55.580> of<00:09:55.670> this<00:09:55.820> i<00:09:56.000> mean 00:09:56.020 --> 00:09:56.030 align:start position:0% right what do you think of this i mean 00:09:56.030 --> 00:09:57.730 align:start position:0% right what do you think of this i mean it's<00:09:56.300> it's<00:09:56.600> possible<00:09:56.930> for<00:09:56.990> business<00:09:57.410> run 00:09:57.730 --> 00:09:57.740 align:start position:0% it's it's possible for business run 00:09:57.740 --> 00:09:59.440 align:start position:0% it's it's possible for business run across<00:09:58.010> basically<00:09:58.640> let's<00:09:59.060> say<00:09:59.270> you<00:09:59.330> know 00:09:59.440 --> 00:09:59.450 align:start position:0% across basically let's say you know 00:09:59.450 --> 00:10:01.030 align:start position:0% across basically let's say you know Cooper<00:09:59.750> is<00:09:59.930> kind<00:10:00.110> of<00:10:00.260> gonna<00:10:00.470> do<00:10:00.710> it<00:10:00.800> on<00:10:00.950> their 00:10:01.030 --> 00:10:01.040 align:start position:0% Cooper is kind of gonna do it on their 00:10:01.040 --> 00:10:03.280 align:start position:0% Cooper is kind of gonna do it on their own<00:10:01.100> maps<00:10:01.400> who<00:10:02.030> has<00:10:02.210> the<00:10:02.390> maps<00:10:02.600> Yeah<00:10:03.110> right 00:10:03.280 --> 00:10:03.290 align:start position:0% own maps who has the maps Yeah right 00:10:03.290 --> 00:10:06.160 align:start position:0% own maps who has the maps Yeah right they<00:10:03.800> called<00:10:04.460> the<00:10:04.580> key<00:10:04.760> to<00:10:04.940> location<00:10:05.450> oh<00:10:05.570> you 00:10:06.160 --> 00:10:06.170 align:start position:0% they called the key to location oh you 00:10:06.170 --> 00:10:07.600 align:start position:0% they called the key to location oh you know<00:10:06.350> Apple<00:10:06.650> basically<00:10:07.130> decoupled<00:10:07.580> from 00:10:07.600 --> 00:10:07.610 align:start position:0% know Apple basically decoupled from 00:10:07.610 --> 00:10:09.100 align:start position:0% know Apple basically decoupled from google<00:10:08.000> maps<00:10:08.210> and<00:10:08.360> I<00:10:08.420> will<00:10:08.570> bear<00:10:08.720> wants<00:10:08.930> to<00:10:09.020> do 00:10:09.100 --> 00:10:09.110 align:start position:0% google maps and I will bear wants to do 00:10:09.110 --> 00:10:10.450 align:start position:0% google maps and I will bear wants to do its<00:10:09.260> own<00:10:09.380> maps<00:10:09.620> and<00:10:09.800> son<00:10:09.980> they're<00:10:10.340> all 00:10:10.450 --> 00:10:10.460 align:start position:0% its own maps and son they're all 00:10:10.460 --> 00:10:12.040 align:start position:0% its own maps and son they're all probably<00:10:10.700> going<00:10:11.210> to<00:10:11.330> do<00:10:11.450> the<00:10:11.570> same<00:10:11.690> thing<00:10:11.930> with 00:10:12.040 --> 00:10:12.050 align:start position:0% probably going to do the same thing with 00:10:12.050 --> 00:10:14.710 align:start position:0% probably going to do the same thing with maps<00:10:12.320> so<00:10:12.560> yeah<00:10:12.770> I'm<00:10:12.950> curious<00:10:13.190> how<00:10:13.280> it<00:10:13.880> reflects 00:10:14.710 --> 00:10:14.720 align:start position:0% maps so yeah I'm curious how it reflects 00:10:14.720 --> 00:10:16.150 align:start position:0% maps so yeah I'm curious how it reflects on<00:10:14.870> on<00:10:15.050> your<00:10:15.200> business<00:10:15.320> so<00:10:15.590> do<00:10:15.740> you<00:10:15.830> for 00:10:16.150 --> 00:10:16.160 align:start position:0% on on your business so do you for 00:10:16.160 --> 00:10:17.620 align:start position:0% on on your business so do you for instance<00:10:16.400> if<00:10:16.730> you're<00:10:16.880> not<00:10:16.970> eight<00:10:17.120> maps<00:10:17.390> for 00:10:17.620 --> 00:10:17.630 align:start position:0% instance if you're not eight maps for 00:10:17.630 --> 00:10:20.020 align:start position:0% instance if you're not eight maps for over<00:10:17.750> a<00:10:18.110> hot<00:10:18.350> girl<00:10:18.680> yeah<00:10:18.980> welp<00:10:19.250> experience 00:10:20.020 --> 00:10:20.030 align:start position:0% over a hot girl yeah welp experience 00:10:20.030 --> 00:10:23.500 align:start position:0% over a hot girl yeah welp experience right<00:10:20.480> so<00:10:20.870> do<00:10:21.800> you<00:10:21.830> reuse<00:10:22.220> this<00:10:22.550> and<00:10:23.000> in<00:10:23.360> kind 00:10:23.500 --> 00:10:23.510 align:start position:0% right so do you reuse this and in kind 00:10:23.510 --> 00:10:25.120 align:start position:0% right so do you reuse this and in kind of<00:10:23.690> and<00:10:24.230> then<00:10:24.410> kind<00:10:24.590> of<00:10:24.680> now<00:10:24.800> you<00:10:24.860> have 00:10:25.120 --> 00:10:25.130 align:start position:0% of and then kind of now you have 00:10:25.130 --> 00:10:27.120 align:start position:0% of and then kind of now you have knowledge<00:10:25.310> let's<00:10:25.700> say<00:10:25.850> how<00:10:26.090> to<00:10:26.150> quickly 00:10:27.120 --> 00:10:27.130 align:start position:0% knowledge let's say how to quickly 00:10:27.130 --> 00:10:30.490 align:start position:0% knowledge let's say how to quickly purify<00:10:28.130> maps<00:10:28.460> huh<00:10:28.880> so<00:10:29.480> what<00:10:29.690> kanokon<00:10:30.080> email 00:10:30.490 --> 00:10:30.500 align:start position:0% purify maps huh so what kanokon email 00:10:30.500 --> 00:10:32.530 align:start position:0% purify maps huh so what kanokon email make<00:10:30.710> it<00:10:30.830> like<00:10:30.980> a<00:10:31.010> macular<00:10:31.450> purification<00:10:32.450> a 00:10:32.530 --> 00:10:32.540 align:start position:0% make it like a macular purification a 00:10:32.540 --> 00:10:35.020 align:start position:0% make it like a macular purification a separate<00:10:32.900> business<00:10:33.080> ah<00:10:33.590> how<00:10:34.460> does<00:10:34.670> working 00:10:35.020 --> 00:10:35.030 align:start position:0% separate business ah how does working 00:10:35.030 --> 00:10:38.230 align:start position:0% separate business ah how does working around<00:10:35.360> dirty<00:10:36.050> well<00:10:36.860> you<00:10:37.040> know<00:10:37.100> so<00:10:37.700> we<00:10:38.000> can't 00:10:38.230 --> 00:10:38.240 align:start position:0% around dirty well you know so we can't 00:10:38.240 --> 00:10:39.730 align:start position:0% around dirty well you know so we can't share<00:10:38.510> data<00:10:38.780> between<00:10:38.870> our<00:10:39.170> customers<00:10:39.590> for 00:10:39.730 --> 00:10:39.740 align:start position:0% share data between our customers for 00:10:39.740 --> 00:10:42.970 align:start position:0% share data between our customers for obvious<00:10:40.010> reasons<00:10:40.370> right<00:10:40.580> um<00:10:41.120> but<00:10:42.080> we<00:10:42.380> do<00:10:42.560> with 00:10:42.970 --> 00:10:42.980 align:start position:0% obvious reasons right um but we do with 00:10:42.980 --> 00:10:44.470 align:start position:0% obvious reasons right um but we do with mood<00:10:43.160> of<00:10:43.280> a<00:10:43.400> program<00:10:43.760> where<00:10:43.880> you<00:10:44.030> can<00:10:44.060> use<00:10:44.360> our 00:10:44.470 --> 00:10:44.480 align:start position:0% mood of a program where you can use our 00:10:44.480 --> 00:10:46.480 align:start position:0% mood of a program where you can use our software<00:10:44.690> for<00:10:45.050> free<00:10:45.080> if<00:10:45.410> we<00:10:45.590> can<00:10:45.770> open<00:10:46.070> up<00:10:46.310> your 00:10:46.480 --> 00:10:46.490 align:start position:0% software for free if we can open up your 00:10:46.490 --> 00:10:48.880 align:start position:0% software for free if we can open up your data<00:10:46.700> and<00:10:47.030> you<00:10:47.930> know<00:10:47.990> the<00:10:48.080> reason<00:10:48.410> that<00:10:48.440> I<00:10:48.560> did 00:10:48.880 --> 00:10:48.890 align:start position:0% data and you know the reason that I did 00:10:48.890 --> 00:10:51.310 align:start position:0% data and you know the reason that I did that<00:10:49.130> was<00:10:49.640> I<00:10:50.060> was<00:10:50.360> actually<00:10:50.510> really<00:10:50.690> concerned 00:10:51.310 --> 00:10:51.320 align:start position:0% that was I was actually really concerned 00:10:51.320 --> 00:10:55.600 align:start position:0% that was I was actually really concerned that<00:10:52.330> you<00:10:53.330> know<00:10:53.360> with<00:10:53.870> with<00:10:54.260> with<00:10:54.860> data<00:10:55.370> not 00:10:55.600 --> 00:10:55.610 align:start position:0% that you know with with with data not 00:10:55.610 --> 00:10:57.490 align:start position:0% that you know with with with data not being<00:10:55.970> open<00:10:56.300> source<00:10:56.750> and<00:10:56.960> openly<00:10:57.230> available 00:10:57.490 --> 00:10:57.500 align:start position:0% being open source and openly available 00:10:57.500 --> 00:11:00.070 align:start position:0% being open source and openly available as<00:10:57.890> data<00:10:58.400> becomes<00:10:58.760> kind<00:10:59.030> of<00:10:59.120> like<00:10:59.300> you<00:11:00.050> know 00:11:00.070 --> 00:11:00.080 align:start position:0% as data becomes kind of like you know 00:11:00.080 --> 00:11:01.930 align:start position:0% as data becomes kind of like you know oxygen<00:11:00.680> for<00:11:00.920> companies<00:11:01.340> likes<00:11:01.550> just<00:11:01.790> so 00:11:01.930 --> 00:11:01.940 align:start position:0% oxygen for companies likes just so 00:11:01.940 --> 00:11:04.090 align:start position:0% oxygen for companies likes just so essential<00:11:02.450> for<00:11:02.480> companies<00:11:02.990> it<00:11:03.770> made<00:11:03.980> me 00:11:04.090 --> 00:11:04.100 align:start position:0% essential for companies it made me 00:11:04.100 --> 00:11:05.150 align:start position:0% essential for companies it made me worried<00:11:04.490> that 00:11:05.150 --> 00:11:05.160 align:start position:0% worried that 00:11:05.160 --> 00:11:07.160 align:start position:0% worried that the<00:11:05.519> best<00:11:05.730> assets<00:11:06.120> were<00:11:06.240> all<00:11:06.329> closed<00:11:06.690> yeah 00:11:07.160 --> 00:11:07.170 align:start position:0% the best assets were all closed yeah 00:11:07.170 --> 00:11:09.559 align:start position:0% the best assets were all closed yeah actually<00:11:07.560> is<00:11:07.829> a<00:11:07.860> humongous<00:11:08.430> issue<00:11:08.610> yes<00:11:09.149> I<00:11:09.329> mean 00:11:09.559 --> 00:11:09.569 align:start position:0% actually is a humongous issue yes I mean 00:11:09.569 --> 00:11:11.449 align:start position:0% actually is a humongous issue yes I mean I<00:11:09.660> think<00:11:09.839> like<00:11:10.110> open<00:11:10.440> source<00:11:10.680> has<00:11:10.949> done<00:11:11.129> so 00:11:11.449 --> 00:11:11.459 align:start position:0% I think like open source has done so 00:11:11.459 --> 00:11:14.389 align:start position:0% I think like open source has done so many<00:11:11.579> good<00:11:11.879> things<00:11:11.910> for<00:11:12.569> software<00:11:13.230> I<00:11:13.980> think 00:11:14.389 --> 00:11:14.399 align:start position:0% many good things for software I think 00:11:14.399 --> 00:11:16.970 align:start position:0% many good things for software I think there's<00:11:14.670> a<00:11:14.730> kind<00:11:15.540> of<00:11:15.629> analogous<00:11:15.990> like<00:11:16.350> thing 00:11:16.970 --> 00:11:16.980 align:start position:0% there's a kind of analogous like thing 00:11:16.980 --> 00:11:18.889 align:start position:0% there's a kind of analogous like thing going<00:11:17.190> on<00:11:17.279> and<00:11:17.339> data<00:11:18.000> except<00:11:18.360> that<00:11:18.509> like<00:11:18.690> it's 00:11:18.889 --> 00:11:18.899 align:start position:0% going on and data except that like it's 00:11:18.899 --> 00:11:20.660 align:start position:0% going on and data except that like it's all<00:11:19.019> closed<00:11:19.350> and<00:11:19.680> so<00:11:19.800> here<00:11:20.220> what<00:11:20.310> happens<00:11:20.579> is 00:11:20.660 --> 00:11:20.670 align:start position:0% all closed and so here what happens is 00:11:20.670 --> 00:11:23.150 align:start position:0% all closed and so here what happens is like<00:11:20.879> all<00:11:21.120> the<00:11:21.439> academics<00:11:22.439> they<00:11:22.560> want<00:11:23.009> to<00:11:23.069> work 00:11:23.150 --> 00:11:23.160 align:start position:0% like all the academics they want to work 00:11:23.160 --> 00:11:24.800 align:start position:0% like all the academics they want to work on<00:11:23.310> really<00:11:23.790> big<00:11:24.120> really<00:11:24.269> interesting<00:11:24.660> data 00:11:24.800 --> 00:11:24.810 align:start position:0% on really big really interesting data 00:11:24.810 --> 00:11:26.629 align:start position:0% on really big really interesting data sets<00:11:25.079> they<00:11:25.199> end<00:11:25.290> up<00:11:25.379> going<00:11:25.649> into<00:11:25.709> industry<00:11:26.069> you 00:11:26.629 --> 00:11:26.639 align:start position:0% sets they end up going into industry you 00:11:26.639 --> 00:11:28.160 align:start position:0% sets they end up going into industry you know<00:11:26.699> for<00:11:26.910> that<00:11:27.000> reason<00:11:27.269> right<00:11:27.629> and<00:11:27.779> then<00:11:27.899> and 00:11:28.160 --> 00:11:28.170 align:start position:0% know for that reason right and then and 00:11:28.170 --> 00:11:29.749 align:start position:0% know for that reason right and then and then<00:11:28.290> you<00:11:28.800> know<00:11:28.889> just<00:11:29.069> kind<00:11:29.220> of<00:11:29.250> perpetuates 00:11:29.749 --> 00:11:29.759 align:start position:0% then you know just kind of perpetuates 00:11:29.759 --> 00:11:31.670 align:start position:0% then you know just kind of perpetuates the<00:11:29.850> cycle<00:11:30.029> of<00:11:30.389> more<00:11:30.930> and<00:11:30.990> more<00:11:31.050> clothes<00:11:31.379> data 00:11:31.670 --> 00:11:31.680 align:start position:0% the cycle of more and more clothes data 00:11:31.680 --> 00:11:34.999 align:start position:0% the cycle of more and more clothes data so<00:11:32.720> you<00:11:33.720> know<00:11:33.779> I<00:11:33.870> think<00:11:34.079> that's<00:11:34.230> actually<00:11:34.649> a 00:11:34.999 --> 00:11:35.009 align:start position:0% so you know I think that's actually a 00:11:35.009 --> 00:11:37.429 align:start position:0% so you know I think that's actually a major<00:11:35.759> issue<00:11:36.029> and<00:11:36.449> and<00:11:36.750> you<00:11:37.259> know<00:11:37.290> we're 00:11:37.429 --> 00:11:37.439 align:start position:0% major issue and and you know we're 00:11:37.439 --> 00:11:39.379 align:start position:0% major issue and and you know we're trying<00:11:37.709> to<00:11:37.800> help<00:11:37.920> that<00:11:38.220> by<00:11:38.430> opening<00:11:38.759> up<00:11:39.329> the 00:11:39.379 --> 00:11:39.389 align:start position:0% trying to help that by opening up the 00:11:39.389 --> 00:11:42.199 align:start position:0% trying to help that by opening up the data<00:11:39.660> sets<00:11:39.930> that<00:11:40.019> we<00:11:40.259> can<00:11:40.500> mhm<00:11:41.100> um<00:11:41.579> you<00:11:42.089> know<00:11:42.180> in 00:11:42.199 --> 00:11:42.209 align:start position:0% data sets that we can mhm um you know in 00:11:42.209 --> 00:11:44.240 align:start position:0% data sets that we can mhm um you know in a<00:11:42.449> way<00:11:42.600> it's<00:11:42.629> good<00:11:42.959> for<00:11:43.139> business<00:11:43.259> that<00:11:43.920> people 00:11:44.240 --> 00:11:44.250 align:start position:0% a way it's good for business that people 00:11:44.250 --> 00:11:47.269 align:start position:0% a way it's good for business that people want<00:11:44.399> to<00:11:44.459> keep<00:11:44.610> collecting<00:11:44.879> the<00:11:45.149> same<00:11:46.279> data 00:11:47.269 --> 00:11:47.279 align:start position:0% want to keep collecting the same data 00:11:47.279 --> 00:11:48.889 align:start position:0% want to keep collecting the same data sets<00:11:47.519> over<00:11:47.790> and<00:11:47.910> over<00:11:48.000> but<00:11:48.269> i<00:11:48.329> think<00:11:48.569> you<00:11:48.870> know 00:11:48.889 --> 00:11:48.899 align:start position:0% sets over and over but i think you know 00:11:48.899 --> 00:11:50.480 align:start position:0% sets over and over but i think you know it's<00:11:49.290> one<00:11:49.410> of<00:11:49.470> the<00:11:49.560> things<00:11:49.620> like<00:11:49.800> in<00:11:49.920> a<00:11:49.949> kind<00:11:50.459> of 00:11:50.480 --> 00:11:50.490 align:start position:0% it's one of the things like in a kind of 00:11:50.490 --> 00:11:51.710 align:start position:0% it's one of the things like in a kind of like<00:11:50.670> a<00:11:50.699> bigger<00:11:50.939> longer<00:11:51.360> view<00:11:51.600> I<00:11:51.629> think 00:11:51.710 --> 00:11:51.720 align:start position:0% like a bigger longer view I think 00:11:51.720 --> 00:11:53.449 align:start position:0% like a bigger longer view I think there's<00:11:52.050> like<00:11:52.139> plenty<00:11:52.829> of<00:11:52.949> money<00:11:53.100> to<00:11:53.220> be<00:11:53.339> made 00:11:53.449 --> 00:11:53.459 align:start position:0% there's like plenty of money to be made 00:11:53.459 --> 00:11:57.319 align:start position:0% there's like plenty of money to be made in<00:11:53.639> data<00:11:54.480> and<00:11:55.879> you<00:11:56.879> know<00:11:56.939> the<00:11:57.029> more<00:11:57.149> successful 00:11:57.319 --> 00:11:57.329 align:start position:0% in data and you know the more successful 00:11:57.329 --> 00:11:59.210 align:start position:0% in data and you know the more successful people<00:11:57.779> are<00:11:58.050> the<00:11:58.199> more<00:11:58.649> stuff<00:11:58.860> that<00:11:59.069> they'll 00:11:59.210 --> 00:11:59.220 align:start position:0% people are the more stuff that they'll 00:11:59.220 --> 00:12:01.670 align:start position:0% people are the more stuff that they'll do<00:11:59.399> yes<00:11:59.879> and<00:12:00.120> Eunice<00:12:00.569> will<00:12:00.870> come<00:12:01.079> with<00:12:01.350> a<00:12:01.379> new 00:12:01.670 --> 00:12:01.680 align:start position:0% do yes and Eunice will come with a new 00:12:01.680 --> 00:12:03.439 align:start position:0% do yes and Eunice will come with a new date<00:12:01.860> alright<00:12:02.189> so<00:12:02.430> yeah<00:12:02.610> so<00:12:02.970> do<00:12:03.089> you<00:12:03.180> see<00:12:03.329> any 00:12:03.439 --> 00:12:03.449 align:start position:0% date alright so yeah so do you see any 00:12:03.449 --> 00:12:05.269 align:start position:0% date alright so yeah so do you see any solution<00:12:03.810> to<00:12:03.899> this<00:12:04.050> I<00:12:04.259> mean<00:12:04.410> do<00:12:05.160> you<00:12:05.250> think 00:12:05.269 --> 00:12:05.279 align:start position:0% solution to this I mean do you think 00:12:05.279 --> 00:12:06.889 align:start position:0% solution to this I mean do you think people<00:12:05.519> will<00:12:05.759> start<00:12:06.029> sharing<00:12:06.240> my<00:12:06.389> data<00:12:06.600> I<00:12:06.720> will 00:12:06.889 --> 00:12:06.899 align:start position:0% people will start sharing my data I will 00:12:06.899 --> 00:12:09.019 align:start position:0% people will start sharing my data I will get<00:12:07.019> it<00:12:07.110> in<00:12:07.170> the<00:12:07.290> initial<00:12:07.649> stage<00:12:08.029> everybody's 00:12:09.019 --> 00:12:09.029 align:start position:0% get it in the initial stage everybody's 00:12:09.029 --> 00:12:10.999 align:start position:0% get it in the initial stage everybody's calling<00:12:09.300> data<00:12:09.660> and<00:12:10.350> then<00:12:10.529> people<00:12:10.709> will 00:12:10.999 --> 00:12:11.009 align:start position:0% calling data and then people will 00:12:11.009 --> 00:12:12.889 align:start position:0% calling data and then people will realize<00:12:11.250> like<00:12:11.579> this<00:12:11.759> data<00:12:11.939> can<00:12:12.029> share<00:12:12.389> or<00:12:12.779> do 00:12:12.889 --> 00:12:12.899 align:start position:0% realize like this data can share or do 00:12:12.899 --> 00:12:14.120 align:start position:0% realize like this data can share or do you<00:12:12.990> think<00:12:13.019> that<00:12:13.170> will<00:12:13.380> just<00:12:13.410> continue<00:12:13.829> more 00:12:14.120 --> 00:12:14.130 align:start position:0% you think that will just continue more 00:12:14.130 --> 00:12:16.400 align:start position:0% you think that will just continue more and<00:12:14.279> more<00:12:14.430> like<00:12:14.730> this<00:12:14.970> and<00:12:15.300> you<00:12:15.990> know<00:12:16.079> big 00:12:16.400 --> 00:12:16.410 align:start position:0% and more like this and you know big 00:12:16.410 --> 00:12:17.840 align:start position:0% and more like this and you know big companies<00:12:16.769> will<00:12:16.889> amass<00:12:17.130> preparator<00:12:17.610> data 00:12:17.840 --> 00:12:17.850 align:start position:0% companies will amass preparator data 00:12:17.850 --> 00:12:21.050 align:start position:0% companies will amass preparator data small<00:12:18.120> come<00:12:18.300> to<00:12:18.509> be<00:12:19.259> like<00:12:19.470> looked<00:12:19.949> out<00:12:20.130> haha<00:12:20.939> no 00:12:21.050 --> 00:12:21.060 align:start position:0% small come to be like looked out haha no 00:12:21.060 --> 00:12:23.569 align:start position:0% small come to be like looked out haha no have<00:12:21.269> access<00:12:21.540> to<00:12:21.689> this<00:12:21.839> I<00:12:22.399> don't<00:12:23.399> know<00:12:23.459> I<00:12:23.490> think 00:12:23.569 --> 00:12:23.579 align:start position:0% have access to this I don't know I think 00:12:23.579 --> 00:12:24.920 align:start position:0% have access to this I don't know I think it's<00:12:23.759> really<00:12:23.910> tricky<00:12:24.180> issue<00:12:24.389> actually<00:12:24.569> I<00:12:24.810> mean 00:12:24.920 --> 00:12:24.930 align:start position:0% it's really tricky issue actually I mean 00:12:24.930 --> 00:12:27.170 align:start position:0% it's really tricky issue actually I mean I<00:12:25.019> think<00:12:25.050> I<00:12:25.350> hope<00:12:25.769> that<00:12:26.009> we<00:12:26.670> find<00:12:26.699> a<00:12:27.000> way<00:12:27.120> to 00:12:27.170 --> 00:12:27.180 align:start position:0% I think I hope that we find a way to 00:12:27.180 --> 00:12:29.179 align:start position:0% I think I hope that we find a way to convince<00:12:27.480> companies<00:12:27.990> to<00:12:28.259> open<00:12:28.889> up<00:12:28.980> date<00:12:29.160> I 00:12:29.179 --> 00:12:29.189 align:start position:0% convince companies to open up date I 00:12:29.189 --> 00:12:30.499 align:start position:0% convince companies to open up date I mean<00:12:29.370> I<00:12:29.399> think<00:12:29.430> like<00:12:29.639> you<00:12:30.089> know<00:12:30.240> our 00:12:30.499 --> 00:12:30.509 align:start position:0% mean I think like you know our 00:12:30.509 --> 00:12:31.999 align:start position:0% mean I think like you know our governments<00:12:31.019> doing<00:12:31.170> a<00:12:31.290> fantastic<00:12:31.589> job<00:12:31.829> of 00:12:31.999 --> 00:12:32.009 align:start position:0% governments doing a fantastic job of 00:12:32.009 --> 00:12:34.850 align:start position:0% governments doing a fantastic job of opening<00:12:32.250> up<00:12:32.490> data<00:12:32.730> I<00:12:32.819> mean<00:12:33.029> I<00:12:33.120> hope<00:12:33.480> that<00:12:33.860> you 00:12:34.850 --> 00:12:34.860 align:start position:0% opening up data I mean I hope that you 00:12:34.860 --> 00:12:36.860 align:start position:0% opening up data I mean I hope that you know<00:12:34.980> people<00:12:35.009> can<00:12:35.370> find<00:12:35.579> incentives<00:12:36.240> you<00:12:36.779> know 00:12:36.860 --> 00:12:36.870 align:start position:0% know people can find incentives you know 00:12:36.870 --> 00:12:39.110 align:start position:0% know people can find incentives you know like<00:12:37.019> like<00:12:37.050> I<00:12:37.319> was<00:12:37.589> pretty<00:12:37.800> excited<00:12:37.920> about<00:12:38.310> you 00:12:39.110 --> 00:12:39.120 align:start position:0% like like I was pretty excited about you 00:12:39.120 --> 00:12:40.220 align:start position:0% like like I was pretty excited about you know<00:12:39.149> even<00:12:39.300> this<00:12:39.480> is<00:12:39.630> like<00:12:39.750> a<00:12:39.779> while<00:12:39.990> ago<00:12:40.199> but 00:12:40.220 --> 00:12:40.230 align:start position:0% know even this is like a while ago but 00:12:40.230 --> 00:12:41.990 align:start position:0% know even this is like a while ago but remember<00:12:40.620> the<00:12:40.800> netflix<00:12:41.220> pride<00:12:41.459> is<00:12:41.610> right<00:12:41.790> with 00:12:41.990 --> 00:12:42.000 align:start position:0% remember the netflix pride is right with 00:12:42.000 --> 00:12:43.519 align:start position:0% remember the netflix pride is right with you<00:12:42.149> yeah<00:12:42.449> and<00:12:42.810> that<00:12:42.930> actually<00:12:43.050> caused<00:12:43.290> a<00:12:43.319> lot 00:12:43.519 --> 00:12:43.529 align:start position:0% you yeah and that actually caused a lot 00:12:43.529 --> 00:12:45.259 align:start position:0% you yeah and that actually caused a lot of<00:12:43.560> data<00:12:43.769> to<00:12:43.860> get<00:12:44.100> open<00:12:44.399> yes<00:12:44.639> but<00:12:44.970> then<00:12:45.120> you 00:12:45.259 --> 00:12:45.269 align:start position:0% of data to get open yes but then you 00:12:45.269 --> 00:12:46.910 align:start position:0% of data to get open yes but then you know<00:12:45.360> is<00:12:45.509> right<00:12:45.750> to<00:12:45.870> participate<00:12:46.230> like<00:12:46.829> I 00:12:46.910 --> 00:12:46.920 align:start position:0% know is right to participate like I 00:12:46.920 --> 00:12:49.809 align:start position:0% know is right to participate like I wrote<00:12:47.189> a<00:12:47.220> fortune<00:12:47.699> for<00:12:47.819> girls<00:12:48.029> openmp<00:12:48.600> nice<00:12:49.079> I 00:12:49.809 --> 00:12:49.819 align:start position:0% wrote a fortune for girls openmp nice I 00:12:49.819 --> 00:12:53.809 align:start position:0% wrote a fortune for girls openmp nice I mean<00:12:50.959> so<00:12:51.959> I<00:12:52.319> think<00:12:53.040> it's<00:12:53.189> really<00:12:53.279> sad<00:12:53.790> that 00:12:53.809 --> 00:12:53.819 align:start position:0% mean so I think it's really sad that 00:12:53.819 --> 00:12:56.840 align:start position:0% mean so I think it's really sad that they<00:12:54.809> didn't<00:12:55.079> do<00:12:55.259> it<00:12:55.290> the<00:12:56.009> next<00:12:56.459> year<00:12:56.610> because 00:12:56.840 --> 00:12:56.850 align:start position:0% they didn't do it the next year because 00:12:56.850 --> 00:13:00.650 align:start position:0% they didn't do it the next year because there<00:12:57.779> are<00:12:57.870> privacy<00:12:58.230> issues<00:12:59.300> you<00:13:00.300> know<00:13:00.389> a<00:13:00.420> dude 00:13:00.650 --> 00:13:00.660 align:start position:0% there are privacy issues you know a dude 00:13:00.660 --> 00:13:03.049 align:start position:0% there are privacy issues you know a dude animas<00:13:01.110> ation<00:13:01.410> yeah<00:13:01.860> so<00:13:02.189> you<00:13:02.250> know<00:13:02.430> I<00:13:02.459> kind<00:13:02.939> of 00:13:03.049 --> 00:13:03.059 align:start position:0% animas ation yeah so you know I kind of 00:13:03.059 --> 00:13:06.230 align:start position:0% animas ation yeah so you know I kind of felt<00:13:03.269> I<00:13:03.389> feel<00:13:03.600> like<00:13:03.839> um<00:13:04.110> I<00:13:04.850> feel<00:13:05.850> like<00:13:05.910> that's<00:13:06.059> a 00:13:06.230 --> 00:13:06.240 align:start position:0% felt I feel like um I feel like that's a 00:13:06.240 --> 00:13:09.230 align:start position:0% felt I feel like um I feel like that's a major<00:13:06.860> issue<00:13:07.860> that<00:13:08.160> that<00:13:08.459> that<00:13:08.759> people<00:13:09.089> really 00:13:09.230 --> 00:13:09.240 align:start position:0% major issue that that that people really 00:13:09.240 --> 00:13:10.759 align:start position:0% major issue that that that people really need<00:13:09.420> to<00:13:09.540> figure<00:13:09.720> out<00:13:09.839> because<00:13:10.110> I<00:13:10.439> think<00:13:10.680> like 00:13:10.759 --> 00:13:10.769 align:start position:0% need to figure out because I think like 00:13:10.769 --> 00:13:12.799 align:start position:0% need to figure out because I think like there's<00:13:10.949> a<00:13:11.040> major<00:13:11.430> hidden<00:13:11.879> costs<00:13:12.240> to<00:13:12.629> not 00:13:12.799 --> 00:13:12.809 align:start position:0% there's a major hidden costs to not 00:13:12.809 --> 00:13:15.860 align:start position:0% there's a major hidden costs to not having<00:13:13.170> open<00:13:14.160> data<00:13:14.339> available<00:13:14.910> like<00:13:15.059> that<00:13:15.269> and 00:13:15.860 --> 00:13:15.870 align:start position:0% having open data available like that and 00:13:15.870 --> 00:13:17.330 align:start position:0% having open data available like that and you<00:13:15.959> know<00:13:16.079> like<00:13:16.439> everybody<00:13:16.920> is 00:13:17.330 --> 00:13:17.340 align:start position:0% you know like everybody is 00:13:17.340 --> 00:13:18.860 align:start position:0% you know like everybody is flix<00:13:17.520> dataset<00:13:17.880> even<00:13:18.180> now<00:13:18.330> your<00:13:18.600> peer 00:13:18.860 --> 00:13:18.870 align:start position:0% flix dataset even now your peer 00:13:18.870 --> 00:13:20.720 align:start position:0% flix dataset even now your peer recommendation<00:13:19.440> engine<00:13:19.680> they<00:13:20.100> always<00:13:20.280> use 00:13:20.720 --> 00:13:20.730 align:start position:0% recommendation engine they always use 00:13:20.730 --> 00:13:23.750 align:start position:0% recommendation engine they always use the<00:13:20.880> netflix<00:13:21.090> data<00:13:21.450> center<00:13:21.780> right<00:13:22.050> and<00:13:22.200> so<00:13:22.760> you 00:13:23.750 --> 00:13:23.760 align:start position:0% the netflix data center right and so you 00:13:23.760 --> 00:13:26.420 align:start position:0% the netflix data center right and so you know<00:13:23.790> probably<00:13:24.090> like<00:13:24.590> you<00:13:25.590> know<00:13:25.620> if<00:13:25.860> if 00:13:26.420 --> 00:13:26.430 align:start position:0% know probably like you know if if 00:13:26.430 --> 00:13:28.190 align:start position:0% know probably like you know if if companies<00:13:26.910> realized<00:13:27.360> that<00:13:27.690> they<00:13:27.840> could<00:13:27.870> get 00:13:28.190 --> 00:13:28.200 align:start position:0% companies realized that they could get 00:13:28.200 --> 00:13:30.560 align:start position:0% companies realized that they could get so<00:13:28.740> much<00:13:28.890> work<00:13:28.920> done<00:13:29.370> on<00:13:29.400> their<00:13:29.610> data<00:13:29.820> sets<00:13:30.090> you 00:13:30.560 --> 00:13:30.570 align:start position:0% so much work done on their data sets you 00:13:30.570 --> 00:13:31.880 align:start position:0% so much work done on their data sets you know<00:13:30.660> maybe<00:13:30.780> they'd<00:13:31.020> open<00:13:31.320> more<00:13:31.470> data<00:13:31.650> set<00:13:31.860> so 00:13:31.880 --> 00:13:31.890 align:start position:0% know maybe they'd open more data set so 00:13:31.890 --> 00:13:33.590 align:start position:0% know maybe they'd open more data set so people<00:13:32.250> would<00:13:32.520> work<00:13:32.700> on<00:13:32.850> them<00:13:33.090> and<00:13:33.180> give<00:13:33.570> them 00:13:33.590 --> 00:13:33.600 align:start position:0% people would work on them and give them 00:13:33.600 --> 00:13:35.690 align:start position:0% people would work on them and give them free<00:13:33.750> insights<00:13:34.440> kind<00:13:35.040> of<00:13:35.100> like<00:13:35.220> open<00:13:35.490> source 00:13:35.690 --> 00:13:35.700 align:start position:0% free insights kind of like open source 00:13:35.700 --> 00:13:37.520 align:start position:0% free insights kind of like open source all<00:13:36.090> right<00:13:36.210> yeah<00:13:36.660> I'm<00:13:36.690> wondering<00:13:37.170> you<00:13:37.290> know<00:13:37.350> if 00:13:37.520 --> 00:13:37.530 align:start position:0% all right yeah I'm wondering you know if 00:13:37.530 --> 00:13:40.040 align:start position:0% all right yeah I'm wondering you know if kind<00:13:37.950> of<00:13:38.040> data<00:13:38.340> will<00:13:38.550> follow<00:13:38.820> right<00:13:39.540> open<00:13:39.900> sore 00:13:40.040 --> 00:13:40.050 align:start position:0% kind of data will follow right open sore 00:13:40.050 --> 00:13:41.420 align:start position:0% kind of data will follow right open sore because<00:13:40.230> open<00:13:40.500> source<00:13:40.650> did<00:13:40.770> not<00:13:40.890> materialise 00:13:41.420 --> 00:13:41.430 align:start position:0% because open source did not materialise 00:13:41.430 --> 00:13:43.180 align:start position:0% because open source did not materialise immediately<00:13:42.000> right<00:13:42.270> do<00:13:42.480> you<00:13:42.570> realize<00:13:42.840> maybe 00:13:43.180 --> 00:13:43.190 align:start position:0% immediately right do you realize maybe 00:13:43.190 --> 00:13:46.130 align:start position:0% immediately right do you realize maybe 40<00:13:44.190> years<00:13:44.490> right<00:13:44.910> after<00:13:44.940> a<00:13:45.240> straight<00:13:45.780> kind<00:13:46.050> of 00:13:46.130 --> 00:13:46.140 align:start position:0% 40 years right after a straight kind of 00:13:46.140 --> 00:13:48.770 align:start position:0% 40 years right after a straight kind of developed<00:13:47.040> so<00:13:47.250> some<00:13:48.090> curious<00:13:48.300> also<00:13:48.630> bought 00:13:48.770 --> 00:13:48.780 align:start position:0% developed so some curious also bought 00:13:48.780 --> 00:13:50.540 align:start position:0% developed so some curious also bought you<00:13:48.990> know<00:13:49.110> you<00:13:49.410> know<00:13:49.530> Madonna<00:13:49.830> so<00:13:50.070> obvious<00:13:50.430> as 00:13:50.540 --> 00:13:50.550 align:start position:0% you know you know Madonna so obvious as 00:13:50.550 --> 00:13:53.960 align:start position:0% you know you know Madonna so obvious as an<00:13:50.670> example<00:13:50.960> but<00:13:51.960> you<00:13:52.140> know<00:13:52.290> I<00:13:52.800> think<00:13:53.460> you<00:13:53.820> know 00:13:53.960 --> 00:13:53.970 align:start position:0% an example but you know I think you know 00:13:53.970 --> 00:13:56.990 align:start position:0% an example but you know I think you know from<00:13:54.530> personal<00:13:55.530> experience<00:13:55.830> that<00:13:56.580> you<00:13:56.850> guys 00:13:56.990 --> 00:13:57.000 align:start position:0% from personal experience that you guys 00:13:57.000 --> 00:13:58.940 align:start position:0% from personal experience that you guys are<00:13:57.300> cold<00:13:57.600> when<00:13:57.870> you<00:13:58.110> know<00:13:58.260> that<00:13:58.470> it<00:13:58.830> is 00:13:58.940 --> 00:13:58.950 align:start position:0% are cold when you know that it is 00:13:58.950 --> 00:14:01.670 align:start position:0% are cold when you know that it is proprietary<00:13:59.490> and<00:13:59.670> you<00:13:59.970> have<00:14:00.330> this<00:14:00.450> NDE<00:14:00.780> haha 00:14:01.670 --> 00:14:01.680 align:start position:0% proprietary and you have this NDE haha 00:14:01.680 --> 00:14:04.310 align:start position:0% proprietary and you have this NDE haha partners<00:14:02.460> right<00:14:02.820> where<00:14:03.210> you<00:14:03.420> can<00:14:03.600> draw<00:14:03.810> data 00:14:04.310 --> 00:14:04.320 align:start position:0% partners right where you can draw data 00:14:04.320 --> 00:14:05.660 align:start position:0% partners right where you can draw data in<00:14:04.470> companies<00:14:04.830> like<00:14:04.950> Bloomberg<00:14:05.220> right 00:14:05.660 --> 00:14:05.670 align:start position:0% in companies like Bloomberg right 00:14:05.670 --> 00:14:08.330 align:start position:0% in companies like Bloomberg right ashcraft<00:14:06.180> information<00:14:07.080> yea<00:14:07.440> rather<00:14:07.770> three<00:14:08.070> so 00:14:08.330 --> 00:14:08.340 align:start position:0% ashcraft information yea rather three so 00:14:08.340 --> 00:14:10.730 align:start position:0% ashcraft information yea rather three so I'm<00:14:08.640> curious<00:14:08.820> right<00:14:09.540> how<00:14:10.020> you<00:14:10.050> guys<00:14:10.320> do<00:14:10.560> this 00:14:10.730 --> 00:14:10.740 align:start position:0% I'm curious right how you guys do this 00:14:10.740 --> 00:14:13.520 align:start position:0% I'm curious right how you guys do this I'd<00:14:10.890> like<00:14:11.040> those<00:14:11.220> has<00:14:11.850> never<00:14:12.030> been<00:14:12.240> a<00:14:12.720> leak<00:14:13.290> at 00:14:13.520 --> 00:14:13.530 align:start position:0% I'd like those has never been a leak at 00:14:13.530 --> 00:14:15.020 align:start position:0% I'd like those has never been a leak at least<00:14:13.920> you<00:14:14.040> know<00:14:14.160> I'm<00:14:14.310> not<00:14:14.490> seen<00:14:14.700> a<00:14:14.880> leak 00:14:15.020 --> 00:14:15.030 align:start position:0% least you know I'm not seen a leak 00:14:15.030 --> 00:14:17.900 align:start position:0% least you know I'm not seen a leak rights<00:14:15.300> for<00:14:15.660> a<00:14:15.900> data<00:14:16.110> analysis<00:14:16.710> gold<00:14:17.460> right<00:14:17.730> so 00:14:17.900 --> 00:14:17.910 align:start position:0% rights for a data analysis gold right so 00:14:17.910 --> 00:14:20.990 align:start position:0% rights for a data analysis gold right so how<00:14:18.360> do<00:14:18.420> you<00:14:18.720> kind<00:14:19.410> of<00:14:19.580> convince<00:14:20.580> companies<00:14:20.880> to 00:14:20.990 --> 00:14:21.000 align:start position:0% how do you kind of convince companies to 00:14:21.000 --> 00:14:22.220 align:start position:0% how do you kind of convince companies to give<00:14:21.150> you<00:14:21.270> all<00:14:21.300> this<00:14:21.420> available<00:14:21.810> data<00:14:21.990> how<00:14:22.170> do 00:14:22.220 --> 00:14:22.230 align:start position:0% give you all this available data how do 00:14:22.230 --> 00:14:23.990 align:start position:0% give you all this available data how do you<00:14:22.440> sure<00:14:22.590> that<00:14:22.770> this<00:14:22.890> providers<00:14:23.430> will<00:14:23.820> keep 00:14:23.990 --> 00:14:24.000 align:start position:0% you sure that this providers will keep 00:14:24.000 --> 00:14:26.150 align:start position:0% you sure that this providers will keep that<00:14:24.210> a<00:14:24.240> secret<00:14:24.480> I<00:14:24.930> how<00:14:25.530> do<00:14:25.590> you<00:14:25.770> manage<00:14:25.950> this 00:14:26.150 --> 00:14:26.160 align:start position:0% that a secret I how do you manage this 00:14:26.160 --> 00:14:27.890 align:start position:0% that a secret I how do you manage this process<00:14:26.520> and<00:14:26.910> convince<00:14:27.150> people<00:14:27.420> like<00:14:27.540> bloomer 00:14:27.890 --> 00:14:27.900 align:start position:0% process and convince people like bloomer 00:14:27.900 --> 00:14:29.840 align:start position:0% process and convince people like bloomer and<00:14:28.200> of<00:14:28.590> course<00:14:28.620> higher<00:14:28.980> standard<00:14:29.460> of<00:14:29.550> Kevin 00:14:29.840 --> 00:14:29.850 align:start position:0% and of course higher standard of Kevin 00:14:29.850 --> 00:14:31.400 align:start position:0% and of course higher standard of Kevin challenge<00:14:30.330> to<00:14:30.480> basically<00:14:30.810> give<00:14:31.080> you<00:14:31.200> all<00:14:31.260> the 00:14:31.400 --> 00:14:31.410 align:start position:0% challenge to basically give you all the 00:14:31.410 --> 00:14:34.970 align:start position:0% challenge to basically give you all the data<00:14:31.620> to<00:14:31.890> eternity<00:14:32.390> um<00:14:33.390> well<00:14:34.230> I<00:14:34.260> think<00:14:34.620> there's 00:14:34.970 --> 00:14:34.980 align:start position:0% data to eternity um well I think there's 00:14:34.980 --> 00:14:38.660 align:start position:0% data to eternity um well I think there's no<00:14:35.280> a<00:14:35.640> monastic<00:14:36.320> like<00:14:37.320> data<00:14:37.500> security<00:14:37.950> is<00:14:38.160> an 00:14:38.660 --> 00:14:38.670 align:start position:0% no a monastic like data security is an 00:14:38.670 --> 00:14:40.670 align:start position:0% no a monastic like data security is an issue<00:14:38.760> where<00:14:39.210> there's<00:14:39.450> no<00:14:39.750> silver<00:14:40.230> bullet 00:14:40.670 --> 00:14:40.680 align:start position:0% issue where there's no silver bullet 00:14:40.680 --> 00:14:42.110 align:start position:0% issue where there's no silver bullet right<00:14:40.920> i<00:14:40.950> mean<00:14:41.040> there's<00:14:41.280> just<00:14:41.430> a<00:14:41.520> lot<00:14:41.670> of<00:14:41.730> lead 00:14:42.110 --> 00:14:42.120 align:start position:0% right i mean there's just a lot of lead 00:14:42.120 --> 00:14:44.330 align:start position:0% right i mean there's just a lot of lead bullets<00:14:42.480> as<00:14:42.630> they<00:14:42.780> say<00:14:42.990> all<00:14:43.230> right<00:14:43.350> so<00:14:43.650> i<00:14:43.830> mean 00:14:44.330 --> 00:14:44.340 align:start position:0% bullets as they say all right so i mean 00:14:44.340 --> 00:14:47.450 align:start position:0% bullets as they say all right so i mean you<00:14:44.880> know<00:14:44.910> i<00:14:45.030> think<00:14:45.300> um<00:14:46.280> you<00:14:47.280> know<00:14:47.370> i<00:14:47.400> think 00:14:47.450 --> 00:14:47.460 align:start position:0% you know i think um you know i think 00:14:47.460 --> 00:14:50.750 align:start position:0% you know i think um you know i think that<00:14:47.760> the<00:14:47.910> way<00:14:48.060> you<00:14:48.120> convince<00:14:49.100> a<00:14:50.100> company<00:14:50.670> like 00:14:50.750 --> 00:14:50.760 align:start position:0% that the way you convince a company like 00:14:50.760 --> 00:14:52.490 align:start position:0% that the way you convince a company like Bloomberg<00:14:51.030> to<00:14:51.330> give<00:14:51.750> you<00:14:51.840> data<00:14:52.050> is<00:14:52.290> actually 00:14:52.490 --> 00:14:52.500 align:start position:0% Bloomberg to give you data is actually 00:14:52.500 --> 00:14:55.130 align:start position:0% Bloomberg to give you data is actually just<00:14:52.830> like<00:14:53.390> consistently<00:14:54.390> not<00:14:54.540> having<00:14:54.900> leaks 00:14:55.130 --> 00:14:55.140 align:start position:0% just like consistently not having leaks 00:14:55.140 --> 00:14:57.440 align:start position:0% just like consistently not having leaks yeah<00:14:55.590> you<00:14:56.100> know<00:14:56.220> why<00:14:56.640> we<00:14:56.850> don't<00:14:56.940> have<00:14:57.120> leaks<00:14:57.330> I 00:14:57.440 --> 00:14:57.450 align:start position:0% yeah you know why we don't have leaks I 00:14:57.450 --> 00:14:59.840 align:start position:0% yeah you know why we don't have leaks I think<00:14:57.890> it's<00:14:58.890> because<00:14:59.040> we<00:14:59.280> have<00:14:59.370> good 00:14:59.840 --> 00:14:59.850 align:start position:0% think it's because we have good 00:14:59.850 --> 00:15:02.600 align:start position:0% think it's because we have good engineers<00:15:00.360> building<00:15:00.750> good<00:15:01.500> software<00:15:01.950> and 00:15:02.600 --> 00:15:02.610 align:start position:0% engineers building good software and 00:15:02.610 --> 00:15:05.330 align:start position:0% engineers building good software and then<00:15:02.850> we<00:15:03.530> we<00:15:04.530> work<00:15:04.710> with<00:15:04.890> really<00:15:05.070> good 00:15:05.330 --> 00:15:05.340 align:start position:0% then we we work with really good 00:15:05.340 --> 00:15:07.460 align:start position:0% then we we work with really good partners<00:15:06.120> I<00:15:06.300> mean<00:15:06.450> you<00:15:06.900> know<00:15:07.020> I<00:15:07.050> think<00:15:07.170> like<00:15:07.410> a 00:15:07.460 --> 00:15:07.470 align:start position:0% partners I mean you know I think like a 00:15:07.470 --> 00:15:10.580 align:start position:0% partners I mean you know I think like a data<00:15:08.010> leak<00:15:08.280> would<00:15:08.820> would<00:15:09.480> put<00:15:09.750> any<00:15:09.960> of<00:15:10.170> our<00:15:10.290> NDA 00:15:10.580 --> 00:15:10.590 align:start position:0% data leak would would put any of our NDA 00:15:10.590 --> 00:15:11.630 align:start position:0% data leak would would put any of our NDA channels<00:15:10.950> out<00:15:11.070> of<00:15:11.190> business<00:15:11.340> if<00:15:11.520> it's 00:15:11.630 --> 00:15:11.640 align:start position:0% channels out of business if it's 00:15:11.640 --> 00:15:13.310 align:start position:0% channels out of business if it's certainly<00:15:11.850> like<00:15:12.030> one<00:15:12.210> data<00:15:12.420> leak<00:15:12.600> we're<00:15:13.200> never 00:15:13.310 --> 00:15:13.320 align:start position:0% certainly like one data leak we're never 00:15:13.320 --> 00:15:16.250 align:start position:0% certainly like one data leak we're never going<00:15:13.530> to<00:15:13.620> send<00:15:13.860> our<00:15:14.430> customers<00:15:14.970> to<00:15:15.000> to<00:15:15.960> one<00:15:16.170> of 00:15:16.250 --> 00:15:16.260 align:start position:0% going to send our customers to to one of 00:15:16.260 --> 00:15:18.890 align:start position:0% going to send our customers to to one of these<00:15:16.380> partners<00:15:16.740> again<00:15:17.010> and<00:15:17.460> so<00:15:17.840> you<00:15:18.840> know 00:15:18.890 --> 00:15:18.900 align:start position:0% these partners again and so you know 00:15:18.900 --> 00:15:21.500 align:start position:0% these partners again and so you know they're<00:15:19.050> highly<00:15:19.380> incentivized<00:15:19.650> to<00:15:20.390> to<00:15:21.390> make 00:15:21.500 --> 00:15:21.510 align:start position:0% they're highly incentivized to to make 00:15:21.510 --> 00:15:24.110 align:start position:0% they're highly incentivized to to make sure<00:15:21.690> that<00:15:21.900> stuff<00:15:22.250> isn't<00:15:23.250> leaking<00:15:23.550> and<00:15:23.850> we're 00:15:24.110 --> 00:15:24.120 align:start position:0% sure that stuff isn't leaking and we're 00:15:24.120 --> 00:15:25.370 align:start position:0% sure that stuff isn't leaking and we're feel<00:15:24.420> really<00:15:24.600> proud<00:15:24.810> that<00:15:24.870> we<00:15:25.110> haven't<00:15:25.290> had 00:15:25.370 --> 00:15:25.380 align:start position:0% feel really proud that we haven't had 00:15:25.380 --> 00:15:26.660 align:start position:0% feel really proud that we haven't had any<00:15:25.440> leaks<00:15:25.800> but<00:15:26.010> I<00:15:26.070> don't<00:15:26.220> want<00:15:26.340> to<00:15:26.400> encourage 00:15:26.660 --> 00:15:26.670 align:start position:0% any leaks but I don't want to encourage 00:15:26.670 --> 00:15:29.570 align:start position:0% any leaks but I don't want to encourage any<00:15:26.940> hackers<00:15:27.810> or<00:15:27.930> anything<00:15:28.200> to 00:15:29.570 --> 00:15:29.580 align:start position:0% any hackers or anything to 00:15:29.580 --> 00:15:31.190 align:start position:0% any hackers or anything to you<00:15:29.640> have<00:15:29.790> to<00:15:29.910> come<00:15:30.360> try<00:15:30.660> that<00:15:30.870> yeah<00:15:30.990> but<00:15:31.110> I'm 00:15:31.190 --> 00:15:31.200 align:start position:0% you have to come try that yeah but I'm 00:15:31.200 --> 00:15:32.930 align:start position:0% you have to come try that yeah but I'm hears<00:15:31.380> about<00:15:31.560> the<00:15:31.830> kind<00:15:32.010> of<00:15:32.070> the<00:15:32.250> the<00:15:32.580> culture 00:15:32.930 --> 00:15:32.940 align:start position:0% hears about the kind of the the culture 00:15:32.940 --> 00:15:34.370 align:start position:0% hears about the kind of the the culture because<00:15:33.330> it<00:15:33.450> reflects<00:15:33.780> on<00:15:33.900> the<00:15:33.930> culture 00:15:34.370 --> 00:15:34.380 align:start position:0% because it reflects on the culture 00:15:34.380 --> 00:15:36.760 align:start position:0% because it reflects on the culture because<00:15:34.920> obviously<00:15:35.130> you're<00:15:35.520> startups<00:15:36.060> are 00:15:36.760 --> 00:15:36.770 align:start position:0% because obviously you're startups are 00:15:36.770 --> 00:15:39.050 align:start position:0% because obviously you're startups are people<00:15:37.770> know<00:15:37.950> who<00:15:38.280> build<00:15:38.640> them<00:15:38.820> that 00:15:39.050 --> 00:15:39.060 align:start position:0% people know who build them that 00:15:39.060 --> 00:15:41.240 align:start position:0% people know who build them that engineering<00:15:39.570> culture<00:15:39.690> is<00:15:39.930> key<00:15:40.170> to<00:15:40.250> successful 00:15:41.240 --> 00:15:41.250 align:start position:0% engineering culture is key to successful 00:15:41.250 --> 00:15:42.800 align:start position:0% engineering culture is key to successful startup<00:15:41.730> right<00:15:41.970> and<00:15:42.270> apparently<00:15:42.540> guys 00:15:42.800 --> 00:15:42.810 align:start position:0% startup right and apparently guys 00:15:42.810 --> 00:15:45.430 align:start position:0% startup right and apparently guys managed<00:15:43.200> to<00:15:43.350> build<00:15:43.470> the<00:15:43.650> data<00:15:43.800> culture<00:15:44.400> where 00:15:45.430 --> 00:15:45.440 align:start position:0% managed to build the data culture where 00:15:45.440 --> 00:15:49.190 align:start position:0% managed to build the data culture where the<00:15:46.440> humans<00:15:47.160> involute<00:15:47.700> not<00:15:48.300> will<00:15:48.960> do<00:15:49.080> the 00:15:49.190 --> 00:15:49.200 align:start position:0% the humans involute not will do the 00:15:49.200 --> 00:15:51.440 align:start position:0% the humans involute not will do the right<00:15:49.320> thing<00:15:49.560> so<00:15:49.740> yeah<00:15:50.160> the<00:15:50.280> curious<00:15:50.670> right<00:15:50.850> do 00:15:51.440 --> 00:15:51.450 align:start position:0% right thing so yeah the curious right do 00:15:51.450 --> 00:15:53.420 align:start position:0% right thing so yeah the curious right do you<00:15:51.540> have<00:15:51.750> kind<00:15:52.050> of<00:15:52.110> training<00:15:52.710> materials<00:15:53.340> we 00:15:53.420 --> 00:15:53.430 align:start position:0% you have kind of training materials we 00:15:53.430 --> 00:15:55.910 align:start position:0% you have kind of training materials we should<00:15:53.640> give<00:15:53.820> to<00:15:53.940> the<00:15:54.030> partners<00:15:54.620> how<00:15:55.620> do<00:15:55.680> you 00:15:55.910 --> 00:15:55.920 align:start position:0% should give to the partners how do you 00:15:55.920 --> 00:15:58.970 align:start position:0% should give to the partners how do you kind<00:15:56.310> of<00:15:56.690> certify<00:15:57.690> a<00:15:57.720> partner<00:15:58.230> or<00:15:58.350> do<00:15:58.680> you<00:15:58.770> kind 00:15:58.970 --> 00:15:58.980 align:start position:0% kind of certify a partner or do you kind 00:15:58.980 --> 00:16:00.710 align:start position:0% kind of certify a partner or do you kind of<00:15:59.040> have<00:15:59.490> long-term<00:15:59.670> relationship<00:16:00.540> is 00:16:00.710 --> 00:16:00.720 align:start position:0% of have long-term relationship is 00:16:00.720 --> 00:16:02.030 align:start position:0% of have long-term relationship is attacking<00:16:01.080> informal<00:16:01.770> kind<00:16:01.980> of 00:16:02.030 --> 00:16:02.040 align:start position:0% attacking informal kind of 00:16:02.040 --> 00:16:04.010 align:start position:0% attacking informal kind of people-to-people<00:16:02.370> oh<00:16:02.850> how<00:16:03.270> do<00:16:03.420> you<00:16:03.630> have<00:16:03.810> any 00:16:04.010 --> 00:16:04.020 align:start position:0% people-to-people oh how do you have any 00:16:04.020 --> 00:16:06.050 align:start position:0% people-to-people oh how do you have any process<00:16:04.650> do<00:16:04.890> have<00:16:05.070> any<00:16:05.190> manuals<00:16:05.670> that<00:16:05.820> have 00:16:06.050 --> 00:16:06.060 align:start position:0% process do have any manuals that have 00:16:06.060 --> 00:16:08.870 align:start position:0% process do have any manuals that have any<00:16:06.180> kind<00:16:06.390> of<00:16:06.890> training<00:16:07.890> you<00:16:08.280> send<00:16:08.550> you<00:16:08.700> know 00:16:08.870 --> 00:16:08.880 align:start position:0% any kind of training you send you know 00:16:08.880 --> 00:16:11.450 align:start position:0% any kind of training you send you know you're<00:16:09.390> you<00:16:09.870> know<00:16:09.990> managers<00:16:10.830> of<00:16:10.980> this<00:16:11.100> company 00:16:11.450 --> 00:16:11.460 align:start position:0% you're you know managers of this company 00:16:11.460 --> 00:16:13.400 align:start position:0% you're you know managers of this company is<00:16:11.520> that<00:16:11.580> they<00:16:11.970> serve<00:16:12.180> the<00:16:12.390> people<00:16:12.540> how's<00:16:13.080> work 00:16:13.400 --> 00:16:13.410 align:start position:0% is that they serve the people how's work 00:16:13.410 --> 00:16:15.020 align:start position:0% is that they serve the people how's work yeah<00:16:13.800> I<00:16:13.830> mean<00:16:13.950> he<00:16:14.040> gets<00:16:14.220> all<00:16:14.400> the<00:16:14.580> above<00:16:14.760> right 00:16:15.020 --> 00:16:15.030 align:start position:0% yeah I mean he gets all the above right 00:16:15.030 --> 00:16:18.920 align:start position:0% yeah I mean he gets all the above right so<00:16:15.240> you<00:16:15.510> know<00:16:15.600> we<00:16:17.000> you<00:16:18.000> know<00:16:18.090> it's<00:16:18.600> a<00:16:18.720> pretty 00:16:18.920 --> 00:16:18.930 align:start position:0% so you know we you know it's a pretty 00:16:18.930 --> 00:16:22.040 align:start position:0% so you know we you know it's a pretty long<00:16:19.170> process<00:16:19.770> to<00:16:19.800> get<00:16:20.690> started<00:16:21.690> as<00:16:21.870> one<00:16:22.020> of 00:16:22.040 --> 00:16:22.050 align:start position:0% long process to get started as one of 00:16:22.050 --> 00:16:24.200 align:start position:0% long process to get started as one of our<00:16:22.230> partners<00:16:22.530> mm-hmm<00:16:23.190> I<00:16:23.640> mean<00:16:23.910> I<00:16:23.970> think<00:16:24.000> the 00:16:24.200 --> 00:16:24.210 align:start position:0% our partners mm-hmm I mean I think the 00:16:24.210 --> 00:16:26.450 align:start position:0% our partners mm-hmm I mean I think the person<00:16:24.420> that<00:16:24.600> we<00:16:25.050> have<00:16:25.320> doing<00:16:25.890> it<00:16:26.010> is<00:16:26.160> really 00:16:26.450 --> 00:16:26.460 align:start position:0% person that we have doing it is really 00:16:26.460 --> 00:16:28.940 align:start position:0% person that we have doing it is really excellent<00:16:26.790> I<00:16:27.120> think<00:16:27.870> you<00:16:28.590> know<00:16:28.680> think<00:16:28.830> one 00:16:28.940 --> 00:16:28.950 align:start position:0% excellent I think you know think one 00:16:28.950 --> 00:16:30.200 align:start position:0% excellent I think you know think one thing<00:16:29.010> that's<00:16:29.160> actually<00:16:29.520> really<00:16:29.670> benefited 00:16:30.200 --> 00:16:30.210 align:start position:0% thing that's actually really benefited 00:16:30.210 --> 00:16:32.270 align:start position:0% thing that's actually really benefited us<00:16:30.300> is<00:16:30.570> we<00:16:30.960> tend<00:16:31.170> to<00:16:31.260> work<00:16:31.470> with<00:16:31.680> more<00:16:31.890> partners 00:16:32.270 --> 00:16:32.280 align:start position:0% us is we tend to work with more partners 00:16:32.280 --> 00:16:34.850 align:start position:0% us is we tend to work with more partners that<00:16:32.430> also<00:16:32.760> have<00:16:32.850> a<00:16:32.940> social<00:16:33.300> mission<00:16:33.450> mhm<00:16:34.140> and 00:16:34.850 --> 00:16:34.860 align:start position:0% that also have a social mission mhm and 00:16:34.860 --> 00:16:37.550 align:start position:0% that also have a social mission mhm and and<00:16:35.310> I<00:16:35.460> think<00:16:35.670> that<00:16:35.850> tends<00:16:36.180> to<00:16:36.300> get<00:16:36.570> higher 00:16:37.550 --> 00:16:37.560 align:start position:0% and I think that tends to get higher 00:16:37.560 --> 00:16:39.980 align:start position:0% and I think that tends to get higher quality<00:16:37.920> companies<00:16:38.370> okay<00:16:38.790> so<00:16:39.060> you<00:16:39.510> know<00:16:39.630> for 00:16:39.980 --> 00:16:39.990 align:start position:0% quality companies okay so you know for 00:16:39.990 --> 00:16:41.720 align:start position:0% quality companies okay so you know for example<00:16:40.320> one<00:16:40.470> of<00:16:40.500> our<00:16:40.650> partners<00:16:40.920> you<00:16:41.640> know 00:16:41.720 --> 00:16:41.730 align:start position:0% example one of our partners you know 00:16:41.730 --> 00:16:44.480 align:start position:0% example one of our partners you know gives<00:16:41.940> work<00:16:42.150> to<00:16:42.710> Muslim<00:16:43.710> moment<00:16:44.040> that<00:16:44.310> in 00:16:44.480 --> 00:16:44.490 align:start position:0% gives work to Muslim moment that in 00:16:44.490 --> 00:16:47.390 align:start position:0% gives work to Muslim moment that in India<00:16:44.640> have<00:16:44.910> trouble<00:16:45.240> like<00:16:45.330> leaving<00:16:46.400> they 00:16:47.390 --> 00:16:47.400 align:start position:0% India have trouble like leaving they 00:16:47.400 --> 00:16:49.640 align:start position:0% India have trouble like leaving they can't<00:16:47.580> go<00:16:47.640> very<00:16:47.670> far<00:16:48.270> from<00:16:48.390> home<00:16:48.630> right<00:16:49.410> I 00:16:49.640 --> 00:16:49.650 align:start position:0% can't go very far from home right I 00:16:49.650 --> 00:16:52.160 align:start position:0% can't go very far from home right I remember<00:16:50.550> she<00:16:50.580> spoke<00:16:51.150> at<00:16:51.330> the<00:16:51.360> regime<00:16:52.050> yeah 00:16:52.160 --> 00:16:52.170 align:start position:0% remember she spoke at the regime yeah 00:16:52.170 --> 00:16:54.380 align:start position:0% remember she spoke at the regime yeah trata<00:16:52.410> yeah<00:16:52.770> yeah<00:16:53.160> so<00:16:53.490> yeah<00:16:53.910> she's<00:16:54.120> a<00:16:54.150> longtime 00:16:54.380 --> 00:16:54.390 align:start position:0% trata yeah yeah so yeah she's a longtime 00:16:54.390 --> 00:16:56.510 align:start position:0% trata yeah yeah so yeah she's a longtime partner<00:16:54.900> and<00:16:55.140> now<00:16:55.680> when<00:16:56.070> you<00:16:56.160> talk<00:16:56.340> to<00:16:56.460> these 00:16:56.510 --> 00:16:56.520 align:start position:0% partner and now when you talk to these 00:16:56.520 --> 00:16:58.130 align:start position:0% partner and now when you talk to these women<00:16:56.670> that<00:16:56.940> do<00:16:57.030> the<00:16:57.180> work<00:16:57.330> they're<00:16:57.630> there 00:16:58.130 --> 00:16:58.140 align:start position:0% women that do the work they're there 00:16:58.140 --> 00:17:01.220 align:start position:0% women that do the work they're there they<00:16:58.530> love<00:16:58.860> crowd<00:16:59.190> flower<00:16:59.520> there<00:17:00.360> they<00:17:01.080> feel 00:17:01.220 --> 00:17:01.230 align:start position:0% they love crowd flower there they feel 00:17:01.230 --> 00:17:02.810 align:start position:0% they love crowd flower there they feel really<00:17:01.470> connected<00:17:01.650> to<00:17:02.010> crowd<00:17:02.250> fire<00:17:02.490> they<00:17:02.610> even 00:17:02.810 --> 00:17:02.820 align:start position:0% really connected to crowd fire they even 00:17:02.820 --> 00:17:04.730 align:start position:0% really connected to crowd fire they even feel<00:17:02.940> connected<00:17:03.120> to<00:17:03.330> our<00:17:03.480> customers<00:17:03.960> it's 00:17:04.730 --> 00:17:04.740 align:start position:0% feel connected to our customers it's 00:17:04.740 --> 00:17:06.260 align:start position:0% feel connected to our customers it's funny<00:17:04.890> they<00:17:05.070> know<00:17:05.220> so<00:17:05.459> much<00:17:05.490> about<00:17:05.790> American 00:17:06.260 --> 00:17:06.270 align:start position:0% funny they know so much about American 00:17:06.270 --> 00:17:08.210 align:start position:0% funny they know so much about American culture<00:17:06.350> because<00:17:07.350> a<00:17:07.380> lot<00:17:07.620> of<00:17:07.650> move<00:17:07.890> works<00:17:08.070> as 00:17:08.210 --> 00:17:08.220 align:start position:0% culture because a lot of move works as 00:17:08.220 --> 00:17:10.370 align:start position:0% culture because a lot of move works as crowd<00:17:08.880> flower<00:17:09.060> tasks<00:17:09.570> you<00:17:10.020> know<00:17:10.140> night<00:17:10.350> and 00:17:10.370 --> 00:17:10.380 align:start position:0% crowd flower tasks you know night and 00:17:10.380 --> 00:17:12.439 align:start position:0% crowd flower tasks you know night and day<00:17:10.589> for<00:17:10.770> the<00:17:10.830> last<00:17:10.920> four<00:17:11.190> years<00:17:11.220> mhm<00:17:11.850> right<00:17:12.209> so 00:17:12.439 --> 00:17:12.449 align:start position:0% day for the last four years mhm right so 00:17:12.449 --> 00:17:14.210 align:start position:0% day for the last four years mhm right so um<00:17:12.930> near<00:17:13.410> they're<00:17:13.560> telling<00:17:13.830> me<00:17:13.860> like<00:17:14.040> men 00:17:14.210 --> 00:17:14.220 align:start position:0% um near they're telling me like men 00:17:14.220 --> 00:17:15.290 align:start position:0% um near they're telling me like men we've<00:17:14.370> learned<00:17:14.520> a<00:17:14.610> lot<00:17:14.730> about<00:17:14.850> American 00:17:15.290 --> 00:17:15.300 align:start position:0% we've learned a lot about American 00:17:15.300 --> 00:17:17.630 align:start position:0% we've learned a lot about American fashion<00:17:15.540> you<00:17:16.530> know<00:17:16.650> we've<00:17:16.800> learned<00:17:17.040> about<00:17:17.220> you 00:17:17.630 --> 00:17:17.640 align:start position:0% fashion you know we've learned about you 00:17:17.640 --> 00:17:18.890 align:start position:0% fashion you know we've learned about you know<00:17:17.699> I<00:17:17.730> mean<00:17:17.850> just<00:17:18.030> like<00:17:18.120> all<00:17:18.270> kinds<00:17:18.480> of<00:17:18.690> like 00:17:18.890 --> 00:17:18.900 align:start position:0% know I mean just like all kinds of like 00:17:18.900 --> 00:17:20.300 align:start position:0% know I mean just like all kinds of like interesting<00:17:19.350> things<00:17:19.560> that<00:17:19.650> they<00:17:19.860> that<00:17:20.250> they 00:17:20.300 --> 00:17:20.310 align:start position:0% interesting things that they that they 00:17:20.310 --> 00:17:22.970 align:start position:0% interesting things that they that they know<00:17:20.610> and<00:17:20.640> and<00:17:21.000> and<00:17:21.300> you<00:17:22.110> know<00:17:22.140> because<00:17:22.560> you 00:17:22.970 --> 00:17:22.980 align:start position:0% know and and and you know because you 00:17:22.980 --> 00:17:24.290 align:start position:0% know and and and you know because you know<00:17:23.310> they're<00:17:23.459> the<00:17:23.550> highest<00:17:23.699> earners<00:17:24.180> in 00:17:24.290 --> 00:17:24.300 align:start position:0% know they're the highest earners in 00:17:24.300 --> 00:17:27.710 align:start position:0% know they're the highest earners in their<00:17:24.540> family<00:17:25.459> you<00:17:26.459> know<00:17:26.550> they're<00:17:26.760> there<00:17:27.120> I 00:17:27.710 --> 00:17:27.720 align:start position:0% their family you know they're there I 00:17:27.720 --> 00:17:30.440 align:start position:0% their family you know they're there I mean<00:17:28.170> I<00:17:28.290> guarantee<00:17:28.650> it'll<00:17:29.010> never<00:17:29.280> leak<00:17:29.640> mm-hmm 00:17:30.440 --> 00:17:30.450 align:start position:0% mean I guarantee it'll never leak mm-hmm 00:17:30.450 --> 00:17:32.660 align:start position:0% mean I guarantee it'll never leak mm-hmm anything<00:17:31.320> on<00:17:31.410> purpose<00:17:31.590> because<00:17:31.890> you<00:17:32.580> know 00:17:32.660 --> 00:17:32.670 align:start position:0% anything on purpose because you know 00:17:32.670 --> 00:17:34.160 align:start position:0% anything on purpose because you know it's<00:17:32.790> it's<00:17:32.970> such<00:17:33.240> a<00:17:33.270> meaningful<00:17:33.570> thing<00:17:33.990> for 00:17:34.160 --> 00:17:34.170 align:start position:0% it's it's such a meaningful thing for 00:17:34.170 --> 00:17:35.900 align:start position:0% it's it's such a meaningful thing for their<00:17:34.320> lives<00:17:34.620> and<00:17:34.800> their<00:17:34.890> families<00:17:35.280> mhm<00:17:35.640> no 00:17:35.900 --> 00:17:35.910 align:start position:0% their lives and their families mhm no 00:17:35.910 --> 00:17:37.730 align:start position:0% their lives and their families mhm no this<00:17:36.030> is<00:17:36.150> great<00:17:36.240> yeah<00:17:37.050> it's<00:17:37.260> I<00:17:37.470> think<00:17:37.620> it's 00:17:37.730 --> 00:17:37.740 align:start position:0% this is great yeah it's I think it's 00:17:37.740 --> 00:17:39.260 align:start position:0% this is great yeah it's I think it's really<00:17:38.070> awesome<00:17:38.160> and<00:17:38.430> I<00:17:38.550> remember<00:17:38.940> this<00:17:39.120> from 00:17:39.260 --> 00:17:39.270 align:start position:0% really awesome and I remember this from 00:17:39.270 --> 00:17:40.610 align:start position:0% really awesome and I remember this from the<00:17:39.480> summit<00:17:39.750> right<00:17:39.870> i<00:17:39.930> think<00:17:40.080> it's 00:17:40.610 --> 00:17:40.620 align:start position:0% the summit right i think it's 00:17:40.620 --> 00:17:42.320 align:start position:0% the summit right i think it's great<00:17:40.770> context<00:17:41.130> you<00:17:41.220> guys<00:17:41.340> out<00:17:41.520> there<00:17:41.700> so<00:17:42.300> i 00:17:42.320 --> 00:17:42.330 align:start position:0% great context you guys out there so i 00:17:42.330 --> 00:17:44.090 align:start position:0% great context you guys out there so i think<00:17:42.540> i'll<00:17:42.750> probably<00:17:42.960> you<00:17:43.320> know<00:17:43.380> wrap<00:17:43.980> up 00:17:44.090 --> 00:17:44.100 align:start position:0% think i'll probably you know wrap up 00:17:44.100 --> 00:17:46.250 align:start position:0% think i'll probably you know wrap up with<00:17:44.309> this<00:17:44.460> question<00:17:44.880> this<00:17:45.720> meetup<00:17:46.020> is<00:17:46.110> kind 00:17:46.250 --> 00:17:46.260 align:start position:0% with this question this meetup is kind 00:17:46.260 --> 00:17:47.990 align:start position:0% with this question this meetup is kind of<00:17:46.320> the<00:17:46.380> first<00:17:46.620> in<00:17:47.040> this<00:17:47.190> kind<00:17:47.460> of<00:17:47.490> reeva 00:17:47.990 --> 00:17:48.000 align:start position:0% of the first in this kind of reeva 00:17:48.000 --> 00:17:49.880 align:start position:0% of the first in this kind of reeva grated<00:17:48.450> you<00:17:48.720> know<00:17:48.870> I<00:17:48.900> I<00:17:49.050> cycle<00:17:49.530> we're<00:17:49.650> doing 00:17:49.880 --> 00:17:49.890 align:start position:0% grated you know I I cycle we're doing 00:17:49.890 --> 00:17:51.230 align:start position:0% grated you know I I cycle we're doing right<00:17:50.130> we're<00:17:50.490> going<00:17:50.610> to<00:17:50.730> actually<00:17:50.820> wrap<00:17:51.120> up 00:17:51.230 --> 00:17:51.240 align:start position:0% right we're going to actually wrap up 00:17:51.240 --> 00:17:53.299 align:start position:0% right we're going to actually wrap up the<00:17:51.450> the<00:17:51.930> temple<00:17:52.380> gonna<00:17:52.559> do<00:17:52.710> you<00:17:52.950> know<00:17:53.040> to 00:17:53.299 --> 00:17:53.309 align:start position:0% the the temple gonna do you know to 00:17:53.309 --> 00:17:55.700 align:start position:0% the the temple gonna do you know to adopts<00:17:53.580> a<00:17:53.730> month<00:17:53.940> and<00:17:54.150> we<00:17:54.240> also<00:17:54.480> want<00:17:54.840> to<00:17:55.020> do 00:17:55.700 --> 00:17:55.710 align:start position:0% adopts a month and we also want to do 00:17:55.710 --> 00:17:57.590 align:start position:0% adopts a month and we also want to do kind<00:17:56.010> of<00:17:56.100> systematic<00:17:56.430> exploration<00:17:57.000> of<00:17:57.420> why<00:17:57.570> I 00:17:57.590 --> 00:17:57.600 align:start position:0% kind of systematic exploration of why I 00:17:57.600 --> 00:17:59.390 align:start position:0% kind of systematic exploration of why I so<00:17:57.870> on<00:17:58.140> the<00:17:58.260> one<00:17:58.350> hand<00:17:58.410> we<00:17:58.680> want<00:17:58.920> to<00:17:59.010> have<00:17:59.160> kind 00:17:59.390 --> 00:17:59.400 align:start position:0% so on the one hand we want to have kind 00:17:59.400 --> 00:18:01.580 align:start position:0% so on the one hand we want to have kind of<00:17:59.550> you<00:18:00.000> know<00:18:00.030> horizontal<00:18:00.990> exploration<00:18:01.470> so 00:18:01.580 --> 00:18:01.590 align:start position:0% of you know horizontal exploration so 00:18:01.590 --> 00:18:02.990 align:start position:0% of you know horizontal exploration so different<00:18:01.890> verticals<00:18:02.309> different<00:18:02.580> industries 00:18:02.990 --> 00:18:03.000 align:start position:0% different verticals different industries 00:18:03.000 --> 00:18:04.430 align:start position:0% different verticals different industries and<00:18:03.270> you<00:18:03.330> guys<00:18:03.420> probably<00:18:03.630> see<00:18:03.930> a<00:18:04.080> lot<00:18:04.140> of<00:18:04.290> them 00:18:04.430 --> 00:18:04.440 align:start position:0% and you guys probably see a lot of them 00:18:04.440 --> 00:18:05.990 align:start position:0% and you guys probably see a lot of them but<00:18:04.650> on<00:18:05.160> the<00:18:05.250> other<00:18:05.340> kind<00:18:05.550> of<00:18:05.580> want<00:18:05.760> to<00:18:05.850> have 00:18:05.990 --> 00:18:06.000 align:start position:0% but on the other kind of want to have 00:18:06.000 --> 00:18:07.549 align:start position:0% but on the other kind of want to have this<00:18:06.150> kind<00:18:06.300> of<00:18:06.420> build<00:18:06.690> up<00:18:06.840> as<00:18:07.110> they<00:18:07.260> do<00:18:07.320> in 00:18:07.549 --> 00:18:07.559 align:start position:0% this kind of build up as they do in 00:18:07.559 --> 00:18:10.400 align:start position:0% this kind of build up as they do in science<00:18:08.040> but<00:18:08.490> in<00:18:09.480> the<00:18:09.660> startup<00:18:09.930> context<00:18:10.290> right 00:18:10.400 --> 00:18:10.410 align:start position:0% science but in the startup context right 00:18:10.410 --> 00:18:12.730 align:start position:0% science but in the startup context right so<00:18:10.590> we<00:18:10.680> teach<00:18:11.160> people<00:18:11.190> i<00:18:11.550> think<00:18:12.330> is<00:18:12.390> very 00:18:12.730 --> 00:18:12.740 align:start position:0% so we teach people i think is very 00:18:12.740 --> 00:18:14.990 align:start position:0% so we teach people i think is very appropriate<00:18:13.740> that<00:18:14.010> we<00:18:14.130> start<00:18:14.460> with<00:18:14.700> lowest 00:18:14.990 --> 00:18:15.000 align:start position:0% appropriate that we start with lowest 00:18:15.000 --> 00:18:18.020 align:start position:0% appropriate that we start with lowest level<00:18:15.300> service<00:18:15.480> data<00:18:15.840> is<00:18:16.380> data<00:18:16.770> right<00:18:17.070> here<00:18:17.820> in 00:18:18.020 --> 00:18:18.030 align:start position:0% level service data is data right here in 00:18:18.030 --> 00:18:20.840 align:start position:0% level service data is data right here in the<00:18:18.090> bottom<00:18:18.210> or<00:18:18.620> right<00:18:19.620> of<00:18:19.650> the<00:18:19.860> foundation<00:18:20.370> so 00:18:20.840 --> 00:18:20.850 align:start position:0% the bottom or right of the foundation so 00:18:20.850 --> 00:18:21.919 align:start position:0% the bottom or right of the foundation so but<00:18:21.090> the<00:18:21.210> christian<00:18:21.480> you<00:18:21.600> know<00:18:21.720> is 00:18:21.919 --> 00:18:21.929 align:start position:0% but the christian you know is 00:18:21.929 --> 00:18:23.840 align:start position:0% but the christian you know is experienced<00:18:22.500> practitioner<00:18:23.010> and<00:18:23.340> what<00:18:23.730> would 00:18:23.840 --> 00:18:23.850 align:start position:0% experienced practitioner and what would 00:18:23.850 --> 00:18:26.060 align:start position:0% experienced practitioner and what would be<00:18:24.000> your<00:18:24.030> advice<00:18:24.150> to<00:18:24.420> a<00:18:25.200> lot<00:18:25.620> of<00:18:25.740> people<00:18:25.950> get 00:18:26.060 --> 00:18:26.070 align:start position:0% be your advice to a lot of people get 00:18:26.070 --> 00:18:28.910 align:start position:0% be your advice to a lot of people get into<00:18:26.400> the<00:18:26.580> area<00:18:27.030> i<00:18:27.059> feel<00:18:27.390> right<00:18:27.780> so<00:18:28.290> we<00:18:28.650> want<00:18:28.830> to 00:18:28.910 --> 00:18:28.920 align:start position:0% into the area i feel right so we want to 00:18:28.920 --> 00:18:31.310 align:start position:0% into the area i feel right so we want to kind<00:18:29.010> of<00:18:29.130> you<00:18:29.520> know<00:18:29.550> down<00:18:30.210> with<00:18:30.720> hands-on 00:18:31.310 --> 00:18:31.320 align:start position:0% kind of you know down with hands-on 00:18:31.320 --> 00:18:33.380 align:start position:0% kind of you know down with hands-on talks<00:18:31.650> haha<00:18:32.130> right<00:18:32.580> from<00:18:33.120> different 00:18:33.380 --> 00:18:33.390 align:start position:0% talks haha right from different 00:18:33.390 --> 00:18:35.090 align:start position:0% talks haha right from different partitioner<00:18:33.870> so<00:18:34.080> kind<00:18:34.260> of<00:18:34.320> build<00:18:34.710> kind<00:18:34.920> of<00:18:35.010> a 00:18:35.090 --> 00:18:35.100 align:start position:0% partitioner so kind of build kind of a 00:18:35.100 --> 00:18:37.130 align:start position:0% partitioner so kind of build kind of a mini<00:18:35.490> course<00:18:35.760> right<00:18:36.059> huh<00:18:36.210> so<00:18:36.540> if<00:18:36.750> you<00:18:36.929> were 00:18:37.130 --> 00:18:37.140 align:start position:0% mini course right huh so if you were 00:18:37.140 --> 00:18:39.830 align:start position:0% mini course right huh so if you were kind<00:18:37.679> of<00:18:37.770> learning<00:18:38.010> a<00:18:38.309> I<00:18:38.340> you<00:18:39.000> know<00:18:39.120> kind<00:18:39.540> of<00:18:39.630> if 00:18:39.830 --> 00:18:39.840 align:start position:0% kind of learning a I you know kind of if 00:18:39.840 --> 00:18:41.720 align:start position:0% kind of learning a I you know kind of if you<00:18:39.960> tell<00:18:40.200> your<00:18:40.500> previous<00:18:41.010> self<00:18:41.280> lonely<00:18:41.700> I 00:18:41.720 --> 00:18:41.730 align:start position:0% you tell your previous self lonely I 00:18:41.730 --> 00:18:43.370 align:start position:0% you tell your previous self lonely I know<00:18:41.850> in<00:18:42.120> what<00:18:42.210> you<00:18:42.330> know<00:18:42.420> right<00:18:42.450> now<00:18:42.750> and<00:18:43.110> to 00:18:43.370 --> 00:18:43.380 align:start position:0% know in what you know right now and to 00:18:43.380 --> 00:18:45.350 align:start position:0% know in what you know right now and to be<00:18:43.740> the<00:18:43.890> most<00:18:44.010> efficient<00:18:44.460> person<00:18:44.610> in<00:18:45.090> this 00:18:45.350 --> 00:18:45.360 align:start position:0% be the most efficient person in this 00:18:45.360 --> 00:18:47.210 align:start position:0% be the most efficient person in this like<00:18:45.870> least<00:18:46.110> amount<00:18:46.290> of<00:18:46.410> time<00:18:46.590> yeah<00:18:46.920> right 00:18:47.210 --> 00:18:47.220 align:start position:0% like least amount of time yeah right 00:18:47.220 --> 00:18:49.010 align:start position:0% like least amount of time yeah right like<00:18:47.490> how<00:18:47.850> should<00:18:48.270> you<00:18:48.300> go<00:18:48.570> about<00:18:48.720> it<00:18:48.900> like 00:18:49.010 --> 00:18:49.020 align:start position:0% like how should you go about it like 00:18:49.020 --> 00:18:51.410 align:start position:0% like how should you go about it like should<00:18:49.230> you<00:18:49.260> learn<00:18:49.559> you<00:18:49.980> know<00:18:50.070> linear<00:18:50.730> algebra 00:18:51.410 --> 00:18:51.420 align:start position:0% should you learn you know linear algebra 00:18:51.420 --> 00:18:53.930 align:start position:0% should you learn you know linear algebra and<00:18:51.900> calculus<00:18:52.350> and<00:18:53.250> all<00:18:53.400> should<00:18:53.670> you<00:18:53.790> just 00:18:53.930 --> 00:18:53.940 align:start position:0% and calculus and all should you just 00:18:53.940 --> 00:18:57.440 align:start position:0% and calculus and all should you just play<00:18:54.240> with<00:18:54.510> our<00:18:55.370> aggression<00:18:56.370> like<00:18:56.970> what<00:18:57.240> is 00:18:57.440 --> 00:18:57.450 align:start position:0% play with our aggression like what is 00:18:57.450 --> 00:18:59.990 align:start position:0% play with our aggression like what is kind<00:18:57.690> of<00:18:57.780> the<00:18:57.900> most<00:18:58.100> efficient<00:18:59.100> way<00:18:59.160> to<00:18:59.309> become 00:18:59.990 --> 00:19:00.000 align:start position:0% kind of the most efficient way to become 00:19:00.000 --> 00:19:01.490 align:start position:0% kind of the most efficient way to become a<00:19:00.030> data<00:19:00.330> scientist<00:19:00.750> and<00:19:00.900> stuff<00:19:01.140> playing<00:19:01.380> with 00:19:01.490 --> 00:19:01.500 align:start position:0% a data scientist and stuff playing with 00:19:01.500 --> 00:19:04.760 align:start position:0% a data scientist and stuff playing with all<00:19:01.590> the<00:19:01.740> schedules<00:19:02.160> mmm<00:19:02.670> do<00:19:03.450> a<00:19:03.480> question<00:19:03.770> um 00:19:04.760 --> 00:19:04.770 align:start position:0% all the schedules mmm do a question um 00:19:04.770 --> 00:19:07.010 align:start position:0% all the schedules mmm do a question um I'm<00:19:05.670> actually<00:19:05.850> teaching<00:19:06.390> a<00:19:06.480> lot<00:19:06.600> of<00:19:06.750> data 00:19:07.010 --> 00:19:07.020 align:start position:0% I'm actually teaching a lot of data 00:19:07.020 --> 00:19:09.410 align:start position:0% I'm actually teaching a lot of data science<00:19:07.500> classes<00:19:07.890> these<00:19:08.370> days<00:19:08.610> it<00:19:09.000> is<00:19:09.150> really 00:19:09.410 --> 00:19:09.420 align:start position:0% science classes these days it is really 00:19:09.420 --> 00:19:12.830 align:start position:0% science classes these days it is really fun<00:19:09.920> and<00:19:10.920> I<00:19:11.010> would<00:19:11.340> say<00:19:11.540> you<00:19:12.540> know<00:19:12.630> you<00:19:12.660> don't 00:19:12.830 --> 00:19:12.840 align:start position:0% fun and I would say you know you don't 00:19:12.840 --> 00:19:14.090 align:start position:0% fun and I would say you know you don't necessarily<00:19:13.020> see<00:19:13.410> the<00:19:13.500> most<00:19:13.650> efficient<00:19:14.040> thing 00:19:14.090 --> 00:19:14.100 align:start position:0% necessarily see the most efficient thing 00:19:14.100 --> 00:19:16.130 align:start position:0% necessarily see the most efficient thing like<00:19:14.309> I<00:19:14.370> i<00:19:14.400> mean<00:19:14.610> i'd<00:19:14.940> say<00:19:15.090> like<00:19:15.300> I<00:19:15.450> I<00:19:15.600> love<00:19:15.900> math 00:19:16.130 --> 00:19:16.140 align:start position:0% like I i mean i'd say like I I love math 00:19:16.140 --> 00:19:18.260 align:start position:0% like I i mean i'd say like I I love math you<00:19:16.440> know<00:19:16.530> I'm<00:19:16.830> uh<00:19:16.890> you<00:19:17.429> know<00:19:17.520> I'm<00:19:17.730> math<00:19:18.000> guy<00:19:18.240> I 00:19:18.260 --> 00:19:18.270 align:start position:0% you know I'm uh you know I'm math guy I 00:19:18.270 --> 00:19:21.520 align:start position:0% you know I'm uh you know I'm math guy I thought<00:19:18.600> was<00:19:18.660> a<00:19:18.809> mathematician<00:19:19.110> and<00:19:20.090> and<00:19:21.090> so 00:19:21.520 --> 00:19:21.530 align:start position:0% thought was a mathematician and and so 00:19:21.530 --> 00:19:24.200 align:start position:0% thought was a mathematician and and so you<00:19:22.530> know<00:19:22.559> for<00:19:22.830> me<00:19:22.950> like<00:19:23.160> i<00:19:23.280> love<00:19:23.520> all<00:19:23.910> the<00:19:24.000> math 00:19:24.200 --> 00:19:24.210 align:start position:0% you know for me like i love all the math 00:19:24.210 --> 00:19:27.320 align:start position:0% you know for me like i love all the math but<00:19:24.630> i<00:19:24.840> think<00:19:25.200> if<00:19:25.530> if<00:19:26.340> you<00:19:26.640> want<00:19:26.820> to<00:19:26.880> be<00:19:26.940> fishing 00:19:27.320 --> 00:19:27.330 align:start position:0% but i think if if you want to be fishing 00:19:27.330 --> 00:19:29.270 align:start position:0% but i think if if you want to be fishing don't<00:19:27.990> want<00:19:28.110> any<00:19:28.260> math<00:19:28.440> you<00:19:28.650> know<00:19:28.770> any<00:19:29.070> math 00:19:29.270 --> 00:19:29.280 align:start position:0% don't want any math you know any math 00:19:29.280 --> 00:19:31.030 align:start position:0% don't want any math you know any math right<00:19:29.640> i<00:19:29.670> mean<00:19:29.730> actually<00:19:29.940> like<00:19:30.390> I<00:19:30.480> think<00:19:30.809> um 00:19:31.030 --> 00:19:31.040 align:start position:0% right i mean actually like I think um 00:19:31.040 --> 00:19:33.740 align:start position:0% right i mean actually like I think um you<00:19:32.040> know<00:19:32.130> I<00:19:32.160> think<00:19:32.280> like<00:19:32.790> you<00:19:33.270> know<00:19:33.360> you<00:19:33.630> learn 00:19:33.740 --> 00:19:33.750 align:start position:0% you know I think like you know you learn 00:19:33.750 --> 00:19:35.840 align:start position:0% you know I think like you know you learn some<00:19:33.990> Python<00:19:34.410> and<00:19:35.010> you<00:19:35.160> learn<00:19:35.370> I<00:19:35.670> mean 00:19:35.840 --> 00:19:35.850 align:start position:0% some Python and you learn I mean 00:19:35.850 --> 00:19:38.990 align:start position:0% some Python and you learn I mean scikit-learn<00:19:36.270> is<00:19:36.690> such<00:19:36.809> a<00:19:36.840> fantastic<00:19:38.000> piece 00:19:38.990 --> 00:19:39.000 align:start position:0% scikit-learn is such a fantastic piece 00:19:39.000 --> 00:19:41.090 align:start position:0% scikit-learn is such a fantastic piece of<00:19:39.210> software<00:19:39.540> what<00:19:40.200> I<00:19:40.230> mean<00:19:40.440> I<00:19:40.500> just<00:19:40.530> like<00:19:40.860> very 00:19:41.090 --> 00:19:41.100 align:start position:0% of software what I mean I just like very 00:19:41.100 --> 00:19:43.880 align:start position:0% of software what I mean I just like very practically<00:19:41.670> i<00:19:41.700> would<00:19:41.910> say<00:19:42.120> learn<00:19:43.020> Python<00:19:43.530> hey 00:19:43.880 --> 00:19:43.890 align:start position:0% practically i would say learn Python hey 00:19:43.890 --> 00:19:46.490 align:start position:0% practically i would say learn Python hey learn<00:19:44.250> scikit-learn<00:19:44.750> start<00:19:45.750> building<00:19:46.080> models 00:19:46.490 --> 00:19:46.500 align:start position:0% learn scikit-learn start building models 00:19:46.500 --> 00:19:49.550 align:start position:0% learn scikit-learn start building models and<00:19:46.770> then<00:19:47.070> focus<00:19:47.400> on<00:19:47.790> the<00:19:48.570> applications 00:19:49.550 --> 00:19:49.560 align:start position:0% and then focus on the applications 00:19:49.560 --> 00:19:51.320 align:start position:0% and then focus on the applications because<00:19:49.740> like<00:19:50.070> I<00:19:50.250> think<00:19:50.610> there's<00:19:50.730> so<00:19:51.000> many 00:19:51.320 --> 00:19:51.330 align:start position:0% because like I think there's so many 00:19:51.330 --> 00:19:53.400 align:start position:0% because like I think there's so many machine<00:19:52.020> learning<00:19:52.290> people<00:19:52.560> that 00:19:53.400 --> 00:19:53.410 align:start position:0% machine learning people that 00:19:53.410 --> 00:19:56.490 align:start position:0% machine learning people that get<00:19:53.920> so<00:19:54.310> kind<00:19:54.850> of<00:19:54.970> like<00:19:55.180> narrow<00:19:55.990> mindedly 00:19:56.490 --> 00:19:56.500 align:start position:0% get so kind of like narrow mindedly 00:19:56.500 --> 00:19:58.620 align:start position:0% get so kind of like narrow mindedly maniacally<00:19:57.040> focused<00:19:57.220> on<00:19:57.550> the<00:19:57.760> the<00:19:58.150> algorithms 00:19:58.620 --> 00:19:58.630 align:start position:0% maniacally focused on the the algorithms 00:19:58.630 --> 00:19:59.850 align:start position:0% maniacally focused on the the algorithms and<00:19:58.780> making<00:19:59.050> it<00:19:59.110> like<00:19:59.260> a<00:19:59.290> percent<00:19:59.650> or<00:19:59.710> two 00:19:59.850 --> 00:19:59.860 align:start position:0% and making it like a percent or two 00:19:59.860 --> 00:20:02.100 align:start position:0% and making it like a percent or two better<00:20:00.100> mhm<00:20:00.580> and<00:20:00.760> I<00:20:01.120> think<00:20:01.210> like<00:20:01.450> the<00:20:01.540> real<00:20:01.750> key 00:20:02.100 --> 00:20:02.110 align:start position:0% better mhm and I think like the real key 00:20:02.110 --> 00:20:03.990 align:start position:0% better mhm and I think like the real key to<00:20:02.140> making<00:20:03.010> machine<00:20:03.310> learning<00:20:03.610> work<00:20:03.700> is<00:20:03.880> not 00:20:03.990 --> 00:20:04.000 align:start position:0% to making machine learning work is not 00:20:04.000 --> 00:20:05.400 align:start position:0% to making machine learning work is not like<00:20:04.240> you<00:20:04.450> know<00:20:04.750> can<00:20:04.900> you<00:20:04.930> get<00:20:05.080> from<00:20:05.230> eighty 00:20:05.400 --> 00:20:05.410 align:start position:0% like you know can you get from eighty 00:20:05.410 --> 00:20:07.350 align:start position:0% like you know can you get from eighty percent<00:20:05.560> to<00:20:05.860> eighty-one<00:20:06.190> percent<00:20:06.240> but<00:20:07.240> it's 00:20:07.350 --> 00:20:07.360 align:start position:0% percent to eighty-one percent but it's 00:20:07.360 --> 00:20:09.060 align:start position:0% percent to eighty-one percent but it's like<00:20:07.510> you<00:20:07.840> know<00:20:07.960> how<00:20:08.200> do<00:20:08.260> you<00:20:08.500> make<00:20:08.770> eighty 00:20:09.060 --> 00:20:09.070 align:start position:0% like you know how do you make eighty 00:20:09.070 --> 00:20:11.100 align:start position:0% like you know how do you make eighty percent<00:20:09.250> okay<00:20:09.850> yes<00:20:10.270> you<00:20:10.630> know<00:20:10.750> like<00:20:10.960> those 00:20:11.100 --> 00:20:11.110 align:start position:0% percent okay yes you know like those 00:20:11.110 --> 00:20:13.110 align:start position:0% percent okay yes you know like those giggle<00:20:11.410> data<00:20:11.560> get<00:20:12.370> yeah<00:20:12.580> you<00:20:12.640> get<00:20:12.820> more<00:20:12.940> data 00:20:13.110 --> 00:20:13.120 align:start position:0% giggle data get yeah you get more data 00:20:13.120 --> 00:20:15.090 align:start position:0% giggle data get yeah you get more data that's<00:20:13.480> one<00:20:13.630> way<00:20:13.780> or<00:20:14.050> more<00:20:14.320> like<00:20:14.500> or<00:20:14.770> maybe 00:20:15.090 --> 00:20:15.100 align:start position:0% that's one way or more like or maybe 00:20:15.100 --> 00:20:16.710 align:start position:0% that's one way or more like or maybe like<00:20:15.340> make<00:20:15.550> it<00:20:15.700> in<00:20:15.850> some<00:20:16.030> way<00:20:16.210> that<00:20:16.390> like<00:20:16.570> the 00:20:16.710 --> 00:20:16.720 align:start position:0% like make it in some way that like the 00:20:16.720 --> 00:20:19.620 align:start position:0% like make it in some way that like the mistakes<00:20:17.110> are<00:20:17.380> like<00:20:17.560> okay<00:20:18.100> or<00:20:18.130> like<00:20:18.700> fun<00:20:19.210> you 00:20:19.620 --> 00:20:19.630 align:start position:0% mistakes are like okay or like fun you 00:20:19.630 --> 00:20:20.760 align:start position:0% mistakes are like okay or like fun you know<00:20:19.750> like<00:20:19.930> I<00:20:20.050> mean<00:20:20.200> you<00:20:20.590> know<00:20:20.650> I<00:20:20.680> think 00:20:20.760 --> 00:20:20.770 align:start position:0% know like I mean you know I think 00:20:20.770 --> 00:20:22.230 align:start position:0% know like I mean you know I think there's<00:20:21.010> just<00:20:21.190> like<00:20:21.310> so<00:20:21.340> much<00:20:21.610> creativity 00:20:22.230 --> 00:20:22.240 align:start position:0% there's just like so much creativity 00:20:22.240 --> 00:20:23.730 align:start position:0% there's just like so much creativity like<00:20:22.690> I<00:20:22.780> actually<00:20:22.930> think<00:20:23.140> like<00:20:23.230> a<00:20:23.500> lot<00:20:23.680> of 00:20:23.730 --> 00:20:23.740 align:start position:0% like I actually think like a lot of 00:20:23.740 --> 00:20:25.860 align:start position:0% like I actually think like a lot of stuff<00:20:24.010> is<00:20:24.160> like<00:20:24.310> you<00:20:24.940> know<00:20:25.030> like<00:20:25.060> actually 00:20:25.860 --> 00:20:25.870 align:start position:0% stuff is like you know like actually 00:20:25.870 --> 00:20:27.750 align:start position:0% stuff is like you know like actually it's<00:20:25.990> more<00:20:26.140> human-computer<00:20:26.560> action<00:20:27.280> what<00:20:27.670> you 00:20:27.750 --> 00:20:27.760 align:start position:0% it's more human-computer action what you 00:20:27.760 --> 00:20:29.220 align:start position:0% it's more human-computer action what you think<00:20:27.910> about<00:20:27.940> like<00:20:28.210> you<00:20:28.570> know<00:20:28.600> I<00:20:28.870> could<00:20:29.080> make 00:20:29.220 --> 00:20:29.230 align:start position:0% think about like you know I could make 00:20:29.230 --> 00:20:31.410 align:start position:0% think about like you know I could make like<00:20:29.410> a<00:20:29.440> ten<00:20:30.310> percent<00:20:30.460> accurate<00:20:31.000> self-driving 00:20:31.410 --> 00:20:31.420 align:start position:0% like a ten percent accurate self-driving 00:20:31.420 --> 00:20:33.270 align:start position:0% like a ten percent accurate self-driving car<00:20:31.780> they<00:20:32.410> could<00:20:32.530> be<00:20:32.590> really<00:20:32.740> useful<00:20:32.860> if<00:20:33.160> that 00:20:33.270 --> 00:20:33.280 align:start position:0% car they could be really useful if that 00:20:33.280 --> 00:20:34.800 align:start position:0% car they could be really useful if that ten<00:20:33.460> percent<00:20:33.850> of<00:20:34.030> the<00:20:34.120> time<00:20:34.240> it's<00:20:34.390> accurate<00:20:34.720> is 00:20:34.800 --> 00:20:34.810 align:start position:0% ten percent of the time it's accurate is 00:20:34.810 --> 00:20:36.540 align:start position:0% ten percent of the time it's accurate is its<00:20:34.990> parallel<00:20:35.290> parking<00:20:35.680> right<00:20:36.070> right<00:20:36.280> a<00:20:36.370> car 00:20:36.540 --> 00:20:36.550 align:start position:0% its parallel parking right right a car 00:20:36.550 --> 00:20:37.470 align:start position:0% its parallel parking right right a car that<00:20:36.670> pillow<00:20:36.820> pressed<00:20:37.030> for<00:20:37.180> you<00:20:37.240> that's<00:20:37.360> great 00:20:37.470 --> 00:20:37.480 align:start position:0% that pillow pressed for you that's great 00:20:37.480 --> 00:20:39.540 align:start position:0% that pillow pressed for you that's great i<00:20:37.750> love<00:20:37.990> it<00:20:38.140> right<00:20:38.260> yeah<00:20:38.530> if<00:20:38.740> I<00:20:38.860> make<00:20:39.010> a<00:20:39.040> 99 00:20:39.540 --> 00:20:39.550 align:start position:0% i love it right yeah if I make a 99 00:20:39.550 --> 00:20:42.450 align:start position:0% i love it right yeah if I make a 99 percent<00:20:39.910> accurate<00:20:40.360> self-driving<00:20:41.110> car<00:20:41.460> that 00:20:42.450 --> 00:20:42.460 align:start position:0% percent accurate self-driving car that 00:20:42.460 --> 00:20:45.330 align:start position:0% percent accurate self-driving car that doesn't<00:20:43.120> know<00:20:43.420> when<00:20:43.900> it's<00:20:44.080> gonna<00:20:44.590> crash<00:20:44.920> yeah 00:20:45.330 --> 00:20:45.340 align:start position:0% doesn't know when it's gonna crash yeah 00:20:45.340 --> 00:20:46.800 align:start position:0% doesn't know when it's gonna crash yeah it's<00:20:45.550> gonna<00:20:45.670> kill<00:20:45.910> me<00:20:45.970> immediately<00:20:46.300> like<00:20:46.780> I 00:20:46.800 --> 00:20:46.810 align:start position:0% it's gonna kill me immediately like I 00:20:46.810 --> 00:20:49.170 align:start position:0% it's gonna kill me immediately like I said<00:20:47.200> it's<00:20:47.590> like<00:20:47.680> incredibly<00:20:48.130> dangerous<00:20:48.370> oh 00:20:49.170 --> 00:20:49.180 align:start position:0% said it's like incredibly dangerous oh 00:20:49.180 --> 00:20:50.010 align:start position:0% said it's like incredibly dangerous oh that's<00:20:49.420> right<00:20:49.510> you<00:20:49.630> know<00:20:49.690> I<00:20:49.720> think<00:20:49.780> like 00:20:50.010 --> 00:20:50.020 align:start position:0% that's right you know I think like 00:20:50.020 --> 00:20:53.460 align:start position:0% that's right you know I think like focusing<00:20:50.740> on<00:20:51.040> the<00:20:51.340> accuracy<00:20:51.900> I<00:20:52.900> mean<00:20:53.260> let<00:20:53.440> the 00:20:53.460 --> 00:20:53.470 align:start position:0% focusing on the accuracy I mean let the 00:20:53.470 --> 00:20:56.610 align:start position:0% focusing on the accuracy I mean let the like<00:20:54.190> what<00:20:54.430> the<00:20:54.610> nerds<00:20:54.880> like<00:20:55.270> you<00:20:55.570> know<00:20:55.780> nerd 00:20:56.610 --> 00:20:56.620 align:start position:0% like what the nerds like you know nerd 00:20:56.620 --> 00:20:57.930 align:start position:0% like what the nerds like you know nerd out<00:20:56.740> on<00:20:56.800> that<00:20:57.100> and<00:20:57.310> I<00:20:57.340> think<00:20:57.520> if<00:20:57.580> you're<00:20:57.730> if 00:20:57.930 --> 00:20:57.940 align:start position:0% out on that and I think if you're if 00:20:57.940 --> 00:20:59.040 align:start position:0% out on that and I think if you're if you're<00:20:58.030> kind<00:20:58.270> of<00:20:58.300> just<00:20:58.360> coming<00:20:58.690> into<00:20:58.900> the 00:20:59.040 --> 00:20:59.050 align:start position:0% you're kind of just coming into the 00:20:59.050 --> 00:21:01.530 align:start position:0% you're kind of just coming into the field<00:20:59.320> I<00:21:00.190> think<00:21:00.550> you<00:21:00.640> can<00:21:00.790> bring<00:21:01.030> your<00:21:01.240> like 00:21:01.530 --> 00:21:01.540 align:start position:0% field I think you can bring your like 00:21:01.540 --> 00:21:03.120 align:start position:0% field I think you can bring your like you<00:21:01.930> know<00:21:02.020> whatever<00:21:02.320> experience<00:21:02.800> like<00:21:02.950> you 00:21:03.120 --> 00:21:03.130 align:start position:0% you know whatever experience like you 00:21:03.130 --> 00:21:05.520 align:start position:0% you know whatever experience like you have<00:21:03.310> to<00:21:03.640> bear<00:21:03.850> by<00:21:04.200> building<00:21:05.200> interesting 00:21:05.520 --> 00:21:05.530 align:start position:0% have to bear by building interesting 00:21:05.530 --> 00:21:06.990 align:start position:0% have to bear by building interesting applications<00:21:06.130> in<00:21:06.250> a<00:21:06.310> field<00:21:06.520> that<00:21:06.610> you<00:21:06.730> know 00:21:06.990 --> 00:21:07.000 align:start position:0% applications in a field that you know 00:21:07.000 --> 00:21:08.880 align:start position:0% applications in a field that you know particularly<00:21:07.450> well<00:21:07.660> mm-hmm<00:21:08.260> it's<00:21:08.590> actual 00:21:08.880 --> 00:21:08.890 align:start position:0% particularly well mm-hmm it's actual 00:21:08.890 --> 00:21:10.530 align:start position:0% particularly well mm-hmm it's actual device<00:21:09.100> right<00:21:09.400> I<00:21:09.610> mean<00:21:09.760> when<00:21:10.120> you<00:21:10.240> mentioned 00:21:10.530 --> 00:21:10.540 align:start position:0% device right I mean when you mentioned 00:21:10.540 --> 00:21:11.970 align:start position:0% device right I mean when you mentioned this<00:21:10.690> i<00:21:10.750> think<00:21:11.020> you<00:21:11.140> know<00:21:11.230> stuff<00:21:11.710> that<00:21:11.770> people 00:21:11.970 --> 00:21:11.980 align:start position:0% this i think you know stuff that people 00:21:11.980 --> 00:21:13.800 align:start position:0% this i think you know stuff that people know<00:21:12.280> that<00:21:12.310> you<00:21:12.670> know<00:21:12.760> much<00:21:12.970> much<00:21:13.210> better<00:21:13.420> and 00:21:13.800 --> 00:21:13.810 align:start position:0% know that you know much much better and 00:21:13.810 --> 00:21:15.240 align:start position:0% know that you know much much better and easier<00:21:13.930> thing<00:21:14.260> to<00:21:14.290> do<00:21:14.500> is<00:21:14.680> just<00:21:14.710> ask<00:21:14.950> the<00:21:15.100> user 00:21:15.240 --> 00:21:15.250 align:start position:0% easier thing to do is just ask the user 00:21:15.250 --> 00:21:17.130 align:start position:0% easier thing to do is just ask the user right<00:21:15.550> right<00:21:15.730> totally<00:21:16.270> the<00:21:16.570> loop<00:21:16.720> right<00:21:16.930> yeah 00:21:17.130 --> 00:21:17.140 align:start position:0% right right totally the loop right yeah 00:21:17.140 --> 00:21:18.360 align:start position:0% right right totally the loop right yeah i<00:21:17.170> said<00:21:17.440> okay<00:21:17.680> i'll<00:21:17.800> try<00:21:17.920> to<00:21:17.980> squeeze<00:21:18.310> a 00:21:18.360 --> 00:21:18.370 align:start position:0% i said okay i'll try to squeeze a 00:21:18.370 --> 00:21:19.890 align:start position:0% i said okay i'll try to squeeze a percentage<00:21:18.880> from<00:21:18.970> a<00:21:19.060> matrix<00:21:19.510> just<00:21:19.660> get 00:21:19.890 --> 00:21:19.900 align:start position:0% percentage from a matrix just get 00:21:19.900 --> 00:21:21.420 align:start position:0% percentage from a matrix just get another<00:21:20.080> oh<00:21:20.200> there<00:21:20.530> yeah<00:21:20.800> just<00:21:21.130> ask<00:21:21.280> them 00:21:21.420 --> 00:21:21.430 align:start position:0% another oh there yeah just ask them 00:21:21.430 --> 00:21:23.220 align:start position:0% another oh there yeah just ask them right<00:21:21.610> yeah<00:21:21.910> I'm<00:21:22.000> some<00:21:22.210> some<00:21:22.480> some<00:21:22.690> kind<00:21:23.170> of 00:21:23.220 --> 00:21:23.230 align:start position:0% right yeah I'm some some some kind of 00:21:23.230 --> 00:21:24.600 align:start position:0% right yeah I'm some some some kind of active<00:21:23.710> learning<00:21:23.800> and<00:21:24.130> see<00:21:24.220> what<00:21:24.310> happens 00:21:24.600 --> 00:21:24.610 align:start position:0% active learning and see what happens 00:21:24.610 --> 00:21:26.940 align:start position:0% active learning and see what happens totally<00:21:25.030> yeah<00:21:25.390> cool<00:21:26.320> thank<00:21:26.620> you<00:21:26.680> very<00:21:26.800> much 00:21:26.940 --> 00:21:26.950 align:start position:0% totally yeah cool thank you very much 00:21:26.950 --> 00:21:28.560 align:start position:0% totally yeah cool thank you very much we're<00:21:27.520> looking<00:21:27.730> forward<00:21:27.910> to<00:21:28.030> talking<00:21:28.300> on 00:21:28.560 --> 00:21:28.570 align:start position:0% we're looking forward to talking on 00:21:28.570 --> 00:21:30.780 align:start position:0% we're looking forward to talking on great<00:21:29.200> great<00:21:29.590> two<00:21:29.800> story<00:21:29.980> here<00:21:30.220> awesome 00:21:30.780 --> 00:21:30.790 align:start position:0% great great two story here awesome 00:21:30.790 --> 00:21:33.210 align:start position:0% great great two story here awesome thanks