WEBVTT Kind: captions Language: en 00:00:12.940 --> 00:00:15.420 align:start position:0% hello<00:00:13.940> everybody<00:00:14.270> I'm<00:00:14.600> Alexa<00:00:14.930> Crum 00:00:15.420 --> 00:00:15.430 align:start position:0% hello everybody I'm Alexa Crum 00:00:15.430 --> 00:00:17.190 align:start position:0% hello everybody I'm Alexa Crum founder<00:00:15.670> on<00:00:15.790> the<00:00:15.880> organizer<00:00:16.480> of<00:00:16.570> Scala<00:00:16.960> by<00:00:17.140> the 00:00:17.190 --> 00:00:17.200 align:start position:0% founder on the organizer of Scala by the 00:00:17.200 --> 00:00:19.830 align:start position:0% founder on the organizer of Scala by the way<00:00:17.370> the<00:00:18.370> yearly<00:00:18.670> conference<00:00:19.120> forskolin 00:00:19.830 --> 00:00:19.840 align:start position:0% way the yearly conference forskolin 00:00:19.840 --> 00:00:22.320 align:start position:0% way the yearly conference forskolin scale<00:00:20.590> and<00:00:20.950> here<00:00:21.490> we<00:00:21.580> are<00:00:21.610> on<00:00:22.120> location 00:00:22.320 --> 00:00:22.330 align:start position:0% scale and here we are on location 00:00:22.330 --> 00:00:25.290 align:start position:0% scale and here we are on location Twitter<00:00:23.170> and<00:00:23.500> I<00:00:24.160> have<00:00:24.369> a<00:00:24.400> dish<00:00:24.820> map<00:00:25.029> along<00:00:25.240> with 00:00:25.290 --> 00:00:25.300 align:start position:0% Twitter and I have a dish map along with 00:00:25.300 --> 00:00:31.250 align:start position:0% Twitter and I have a dish map along with me<00:00:25.720> who<00:00:26.380> is<00:00:26.560> the<00:00:28.320> founder<00:00:29.320> and<00:00:29.529> director<00:00:29.640> of 00:00:31.250 --> 00:00:31.260 align:start position:0% me who is the founder and director of 00:00:31.260 --> 00:00:35.130 align:start position:0% me who is the founder and director of director<00:00:32.260> feature<00:00:32.529> of<00:00:33.010> index<00:00:33.580> a<00:00:34.330> company<00:00:34.960> out 00:00:35.130 --> 00:00:35.140 align:start position:0% director feature of index a company out 00:00:35.140 --> 00:00:37.530 align:start position:0% director feature of index a company out of<00:00:35.170> Chennai<00:00:35.620> yes<00:00:36.070> and<00:00:36.580> I<00:00:36.760> met<00:00:36.910> him<00:00:37.120> at<00:00:37.210> Pacific 00:00:37.530 --> 00:00:37.540 align:start position:0% of Chennai yes and I met him at Pacific 00:00:37.540 --> 00:00:38.880 align:start position:0% of Chennai yes and I met him at Pacific no<00:00:37.629> rest<00:00:37.809> call<00:00:37.989> a<00:00:38.020> couple<00:00:38.260> of<00:00:38.320> years<00:00:38.440> ago<00:00:38.559> and 00:00:38.880 --> 00:00:38.890 align:start position:0% no rest call a couple of years ago and 00:00:38.890 --> 00:00:40.770 align:start position:0% no rest call a couple of years ago and I'm<00:00:38.980> very<00:00:39.280> happy<00:00:39.489> to<00:00:39.820> finally<00:00:40.090> have<00:00:40.270> him<00:00:40.540> here 00:00:40.770 --> 00:00:40.780 align:start position:0% I'm very happy to finally have him here 00:00:40.780 --> 00:00:43.320 align:start position:0% I'm very happy to finally have him here with<00:00:41.020> us<00:00:41.140> he<00:00:41.620> was<00:00:42.160> on<00:00:42.220> a<00:00:42.400> data<00:00:42.580> panel<00:00:42.940> welcome 00:00:43.320 --> 00:00:43.330 align:start position:0% with us he was on a data panel welcome 00:00:43.330 --> 00:00:45.150 align:start position:0% with us he was on a data panel welcome Rajesh<00:00:43.600> thank<00:00:43.870> you<00:00:44.020> how<00:00:44.590> can<00:00:44.800> I<00:00:44.860> do<00:00:44.980> a<00:00:45.010> little 00:00:45.150 --> 00:00:45.160 align:start position:0% Rajesh thank you how can I do a little 00:00:45.160 --> 00:00:48.120 align:start position:0% Rajesh thank you how can I do a little bit<00:00:45.370> about<00:00:45.730> index<00:00:46.510> and<00:00:46.920> what<00:00:47.920> is<00:00:48.040> the 00:00:48.120 --> 00:00:48.130 align:start position:0% bit about index and what is the 00:00:48.130 --> 00:00:49.979 align:start position:0% bit about index and what is the trajectory<00:00:48.610> and<00:00:48.700> how<00:00:48.940> you<00:00:49.000> guys<00:00:49.270> are<00:00:49.660> related 00:00:49.979 --> 00:00:49.989 align:start position:0% trajectory and how you guys are related 00:00:49.989 --> 00:00:52.170 align:start position:0% trajectory and how you guys are related to<00:00:50.410> all<00:00:50.530> this<00:00:50.680> scala<00:00:51.489> technologist<00:00:52.000> we're 00:00:52.170 --> 00:00:52.180 align:start position:0% to all this scala technologist we're 00:00:52.180 --> 00:00:54.840 align:start position:0% to all this scala technologist we're machine<00:00:52.750> yeah<00:00:53.200> so<00:00:53.470> so<00:00:54.340> I<00:00:54.399> tend<00:00:54.550> X<00:00:54.700> we<00:00:54.790> are 00:00:54.840 --> 00:00:54.850 align:start position:0% machine yeah so so I tend X we are 00:00:54.850 --> 00:00:56.400 align:start position:0% machine yeah so so I tend X we are trying<00:00:55.059> to<00:00:55.149> build<00:00:55.239> a<00:00:55.360> Google<00:00:55.450> of<00:00:55.690> products<00:00:56.110> I 00:00:56.400 --> 00:00:56.410 align:start position:0% trying to build a Google of products I 00:00:56.410 --> 00:00:58.470 align:start position:0% trying to build a Google of products I mean<00:00:56.649> what<00:00:56.770> do<00:00:56.829> I<00:00:56.920> mean<00:00:56.950> by<00:00:57.100> that<00:00:57.399> is<00:00:57.670> you<00:00:58.360> know 00:00:58.470 --> 00:00:58.480 align:start position:0% mean what do I mean by that is you know 00:00:58.480 --> 00:01:00.090 align:start position:0% mean what do I mean by that is you know you<00:00:58.540> have<00:00:58.780> you<00:00:59.410> know<00:00:59.500> Facebook<00:00:59.739> and<00:01:00.010> LinkedIn 00:01:00.090 --> 00:01:00.100 align:start position:0% you have you know Facebook and LinkedIn 00:01:00.100 --> 00:01:01.590 align:start position:0% you have you know Facebook and LinkedIn having<00:01:00.460> an<00:01:00.520> index<00:01:00.730> of<00:01:00.820> people<00:01:01.149> and<00:01:01.300> Google 00:01:01.590 --> 00:01:01.600 align:start position:0% having an index of people and Google 00:01:01.600 --> 00:01:03.600 align:start position:0% having an index of people and Google having<00:01:01.750> an<00:01:01.870> index<00:01:02.110> of<00:01:02.200> locations<00:01:02.710> so<00:01:03.309> we<00:01:03.430> want 00:01:03.600 --> 00:01:03.610 align:start position:0% having an index of locations so we want 00:01:03.610 --> 00:01:05.420 align:start position:0% having an index of locations so we want to<00:01:03.670> be<00:01:03.730> the<00:01:03.820> index<00:01:04.030> of<00:01:04.180> products<00:01:04.540> all<00:01:04.780> things 00:01:05.420 --> 00:01:05.430 align:start position:0% to be the index of products all things 00:01:05.430 --> 00:01:08.999 align:start position:0% to be the index of products all things so<00:01:06.430> we<00:01:06.550> do<00:01:06.670> that<00:01:06.850> by<00:01:07.330> you<00:01:07.390> know<00:01:07.600> crawling<00:01:07.990> so<00:01:08.860> we 00:01:08.999 --> 00:01:09.009 align:start position:0% so we do that by you know crawling so we 00:01:09.009 --> 00:01:10.560 align:start position:0% so we do that by you know crawling so we have<00:01:09.130> a<00:01:09.160> you<00:01:09.520> know<00:01:09.640> crawling<00:01:10.060> engine<00:01:10.330> that<00:01:10.450> is 00:01:10.560 --> 00:01:10.570 align:start position:0% have a you know crawling engine that is 00:01:10.570 --> 00:01:12.330 align:start position:0% have a you know crawling engine that is built<00:01:10.720> using<00:01:10.840> akka<00:01:11.200> cluster<00:01:11.560> you<00:01:12.040> know<00:01:12.130> that's 00:01:12.330 --> 00:01:12.340 align:start position:0% built using akka cluster you know that's 00:01:12.340 --> 00:01:13.920 align:start position:0% built using akka cluster you know that's about<00:01:12.430> three<00:01:12.670> years<00:01:12.820> old<00:01:13.090> and<00:01:13.479> that's<00:01:13.630> when<00:01:13.810> we 00:01:13.920 --> 00:01:13.930 align:start position:0% about three years old and that's when we 00:01:13.930 --> 00:01:16.529 align:start position:0% about three years old and that's when we actually<00:01:14.229> started<00:01:14.530> with<00:01:14.680> Scala<00:01:15.360> so<00:01:16.360> over<00:01:16.479> the 00:01:16.529 --> 00:01:16.539 align:start position:0% actually started with Scala so over the 00:01:16.539 --> 00:01:18.450 align:start position:0% actually started with Scala so over the course<00:01:16.660> of<00:01:16.840> time<00:01:17.020> you<00:01:17.590> know<00:01:17.680> we've<00:01:17.920> used 00:01:18.450 --> 00:01:18.460 align:start position:0% course of time you know we've used 00:01:18.460 --> 00:01:19.469 align:start position:0% course of time you know we've used started<00:01:18.880> using<00:01:19.000> a<00:01:19.060> lot<00:01:19.149> of<00:01:19.180> color 00:01:19.469 --> 00:01:19.479 align:start position:0% started using a lot of color 00:01:19.479 --> 00:01:21.690 align:start position:0% started using a lot of color technologies<00:01:19.990> we<00:01:20.920> use<00:01:20.979> carding<00:01:21.460> for<00:01:21.610> our 00:01:21.690 --> 00:01:21.700 align:start position:0% technologies we use carding for our 00:01:21.700 --> 00:01:22.980 align:start position:0% technologies we use carding for our machine<00:01:21.820> learning<00:01:21.970> data<00:01:22.150> pipeline<00:01:22.630> and<00:01:22.840> more 00:01:22.980 --> 00:01:22.990 align:start position:0% machine learning data pipeline and more 00:01:22.990 --> 00:01:25.620 align:start position:0% machine learning data pipeline and more recently<00:01:23.350> we<00:01:23.500> are<00:01:23.770> using<00:01:23.920> spark<00:01:24.510> for<00:01:25.510> our 00:01:25.620 --> 00:01:25.630 align:start position:0% recently we are using spark for our 00:01:25.630 --> 00:01:27.170 align:start position:0% recently we are using spark for our end-user 00:01:27.170 --> 00:01:27.180 align:start position:0% end-user 00:01:27.180 --> 00:01:29.219 align:start position:0% end-user platform<00:01:28.180> that<00:01:28.299> allows<00:01:28.540> end-users<00:01:28.840> to<00:01:29.110> you 00:01:29.219 --> 00:01:29.229 align:start position:0% platform that allows end-users to you 00:01:29.229 --> 00:01:30.480 align:start position:0% platform that allows end-users to you know<00:01:29.290> build<00:01:29.470> data<00:01:29.650> pipelines<00:01:30.040> and<00:01:30.220> get<00:01:30.369> data 00:01:30.480 --> 00:01:30.490 align:start position:0% know build data pipelines and get data 00:01:30.490 --> 00:01:32.700 align:start position:0% know build data pipelines and get data out<00:01:30.580> out<00:01:30.820> of<00:01:30.880> our<00:01:31.090> systems<00:01:31.420> mm-hmm<00:01:31.960> so<00:01:32.409> yeah<00:01:32.530> so 00:01:32.700 --> 00:01:32.710 align:start position:0% out out of our systems mm-hmm so yeah so 00:01:32.710 --> 00:01:34.469 align:start position:0% out out of our systems mm-hmm so yeah so we<00:01:32.830> are<00:01:32.920> we<00:01:33.250> started<00:01:33.460> as<00:01:33.520> a<00:01:33.549> Java<00:01:33.760> shop<00:01:33.970> but<00:01:34.270> you 00:01:34.469 --> 00:01:34.479 align:start position:0% we are we started as a Java shop but you 00:01:34.479 --> 00:01:36.810 align:start position:0% we are we started as a Java shop but you know<00:01:34.689> once<00:01:35.080> you<00:01:35.860> know<00:01:36.220> we<00:01:36.340> moved<00:01:36.430> to<00:01:36.580> Scala 00:01:36.810 --> 00:01:36.820 align:start position:0% know once you know we moved to Scala 00:01:36.820 --> 00:01:38.609 align:start position:0% know once you know we moved to Scala about<00:01:37.000> three<00:01:37.180> years<00:01:37.270> back<00:01:37.479> and<00:01:37.720> we've<00:01:37.869> not<00:01:37.990> you 00:01:38.609 --> 00:01:38.619 align:start position:0% about three years back and we've not you 00:01:38.619 --> 00:01:40.260 align:start position:0% about three years back and we've not you know<00:01:38.710> gone<00:01:38.890> back<00:01:39.070> since<00:01:39.100> yes<00:01:39.729> I<00:01:39.909> remember 00:01:40.260 --> 00:01:40.270 align:start position:0% know gone back since yes I remember 00:01:40.270 --> 00:01:42.570 align:start position:0% know gone back since yes I remember vividly<00:01:40.479> you<00:01:40.930> showed<00:01:41.140> me<00:01:41.350> so<00:01:42.310> you<00:01:42.400> worked<00:01:42.549> for 00:01:42.570 --> 00:01:42.580 align:start position:0% vividly you showed me so you worked for 00:01:42.580 --> 00:01:44.249 align:start position:0% vividly you showed me so you worked for parks<00:01:43.030> before<00:01:43.150> I<00:01:43.330> see<00:01:43.450> you<00:01:43.570> using<00:01:43.750> your<00:01:43.869> OCD 00:01:44.249 --> 00:01:44.259 align:start position:0% parks before I see you using your OCD 00:01:44.259 --> 00:01:46.170 align:start position:0% parks before I see you using your OCD and<00:01:44.920> you've<00:01:45.100> got<00:01:45.220> this<00:01:45.310> amazing<00:01:45.430> dev<00:01:45.790> boards 00:01:46.170 --> 00:01:46.180 align:start position:0% and you've got this amazing dev boards 00:01:46.180 --> 00:01:47.670 align:start position:0% and you've got this amazing dev boards all<00:01:46.330> the<00:01:46.420> socket<00:01:46.720> processes<00:01:47.110> go<00:01:47.259> away<00:01:47.439> and<00:01:47.590> all 00:01:47.670 --> 00:01:47.680 align:start position:0% all the socket processes go away and all 00:01:47.680 --> 00:01:49.499 align:start position:0% all the socket processes go away and all this<00:01:47.799> stuff<00:01:47.979> crawling<00:01:48.310> and<00:01:48.790> be<00:01:48.970> recognized 00:01:49.499 --> 00:01:49.509 align:start position:0% this stuff crawling and be recognized 00:01:49.509 --> 00:01:52.320 align:start position:0% this stuff crawling and be recognized and<00:01:50.110> so<00:01:50.590> I<00:01:51.070> mean<00:01:51.369> it's<00:01:51.549> a<00:01:51.610> fascinating<00:01:52.119> problem 00:01:52.320 --> 00:01:52.330 align:start position:0% and so I mean it's a fascinating problem 00:01:52.330 --> 00:01:55.770 align:start position:0% and so I mean it's a fascinating problem right<00:01:52.630> basically<00:01:53.259> to<00:01:53.830> collect<00:01:54.369> and<00:01:54.780> resolve 00:01:55.770 --> 00:01:55.780 align:start position:0% right basically to collect and resolve 00:01:55.780 --> 00:01:58.380 align:start position:0% right basically to collect and resolve all<00:01:56.140> the<00:01:56.439> products<00:01:57.189> in<00:01:57.310> the<00:01:57.430> world<00:01:57.460> yes<00:01:58.090> so 00:01:58.380 --> 00:01:58.390 align:start position:0% all the products in the world yes so 00:01:58.390 --> 00:02:01.080 align:start position:0% all the products in the world yes so what<00:01:58.780> is<00:01:58.960> what<00:01:59.380> does<00:01:59.619> call<00:02:00.009> a<00:02:00.040> platform<00:02:00.790> give 00:02:01.080 --> 00:02:01.090 align:start position:0% what is what does call a platform give 00:02:01.090 --> 00:02:02.550 align:start position:0% what is what does call a platform give you<00:02:01.270> why<00:02:01.720> did<00:02:01.960> you<00:02:01.990> choose<00:02:02.079> it 00:02:02.550 --> 00:02:02.560 align:start position:0% you why did you choose it 00:02:02.560 --> 00:02:06.090 align:start position:0% you why did you choose it yeah<00:02:03.250> I<00:02:03.310> think<00:02:03.549> I<00:02:04.030> mean<00:02:04.570> see<00:02:05.020> the<00:02:05.680> collar<00:02:05.890> it's 00:02:06.090 --> 00:02:06.100 align:start position:0% yeah I think I mean see the collar it's 00:02:06.100 --> 00:02:07.710 align:start position:0% yeah I think I mean see the collar it's already<00:02:06.400> you<00:02:06.460> know<00:02:06.579> it<00:02:06.700> called<00:02:07.180> as<00:02:07.270> a<00:02:07.299> disputed 00:02:07.710 --> 00:02:07.720 align:start position:0% already you know it called as a disputed 00:02:07.720 --> 00:02:10.050 align:start position:0% already you know it called as a disputed system<00:02:07.990> and<00:02:08.200> you<00:02:08.890> know<00:02:09.009> I<00:02:09.250> worked<00:02:09.489> on<00:02:09.640> go<00:02:09.850> CD 00:02:10.050 --> 00:02:10.060 align:start position:0% system and you know I worked on go CD 00:02:10.060 --> 00:02:11.610 align:start position:0% system and you know I worked on go CD and<00:02:10.299> you<00:02:10.810> know<00:02:10.869> I<00:02:10.899> built<00:02:11.049> I<00:02:11.230> mean<00:02:11.290> that<00:02:11.470> goes 00:02:11.610 --> 00:02:11.620 align:start position:0% and you know I built I mean that goes 00:02:11.620 --> 00:02:13.080 align:start position:0% and you know I built I mean that goes into<00:02:11.799> the<00:02:11.920> disputed<00:02:12.280> system<00:02:12.579> and<00:02:12.730> I<00:02:12.820> we<00:02:12.940> use 00:02:13.080 --> 00:02:13.090 align:start position:0% into the disputed system and I we use 00:02:13.090 --> 00:02:15.270 align:start position:0% into the disputed system and I we use Java<00:02:13.390> there<00:02:13.680> you<00:02:14.680> know<00:02:14.769> I<00:02:14.799> didn't<00:02:15.040> want<00:02:15.190> to 00:02:15.270 --> 00:02:15.280 align:start position:0% Java there you know I didn't want to 00:02:15.280 --> 00:02:17.100 align:start position:0% Java there you know I didn't want to write<00:02:15.400> the<00:02:16.030> low-level<00:02:16.269> you<00:02:16.690> know<00:02:16.810> code<00:02:16.989> of 00:02:17.100 --> 00:02:17.110 align:start position:0% write the low-level you know code of 00:02:17.110 --> 00:02:18.600 align:start position:0% write the low-level you know code of handling<00:02:17.500> concurrency<00:02:17.980> and<00:02:18.010> all<00:02:18.190> because<00:02:18.370> you 00:02:18.600 --> 00:02:18.610 align:start position:0% handling concurrency and all because you 00:02:18.610 --> 00:02:19.650 align:start position:0% handling concurrency and all because you know<00:02:18.670> it's<00:02:18.760> very<00:02:18.820> difficult<00:02:19.060> to<00:02:19.269> reason<00:02:19.420> out 00:02:19.650 --> 00:02:19.660 align:start position:0% know it's very difficult to reason out 00:02:19.660 --> 00:02:21.900 align:start position:0% know it's very difficult to reason out what's<00:02:20.500> you<00:02:20.860> know<00:02:20.980> what<00:02:21.400> happens<00:02:21.670> when<00:02:21.760> things 00:02:21.900 --> 00:02:21.910 align:start position:0% what's you know what happens when things 00:02:21.910 --> 00:02:24.720 align:start position:0% what's you know what happens when things go<00:02:22.120> bad<00:02:22.299> and<00:02:22.480> with<00:02:23.260> akka<00:02:23.590> you<00:02:23.680> know<00:02:23.769> which<00:02:23.889> you 00:02:24.720 --> 00:02:24.730 align:start position:0% go bad and with akka you know which you 00:02:24.730 --> 00:02:27.300 align:start position:0% go bad and with akka you know which you know<00:02:24.790> which<00:02:24.910> are<00:02:25.000> just<00:02:25.209> you<00:02:25.510> know<00:02:25.540> started<00:02:26.530> it 00:02:27.300 --> 00:02:27.310 align:start position:0% know which are just you know started it 00:02:27.310 --> 00:02:29.729 align:start position:0% know which are just you know started it felt<00:02:27.550> like<00:02:27.640> a<00:02:27.700> you<00:02:28.690> know<00:02:28.780> nice<00:02:28.900> nice<00:02:29.200> fit<00:02:29.440> fit 00:02:29.729 --> 00:02:29.739 align:start position:0% felt like a you know nice nice fit fit 00:02:29.739 --> 00:02:32.360 align:start position:0% felt like a you know nice nice fit fit for<00:02:29.890> our<00:02:29.980> use<00:02:30.099> case<00:02:30.750> also<00:02:31.750> at<00:02:31.840> the<00:02:31.930> same<00:02:32.050> time 00:02:32.360 --> 00:02:32.370 align:start position:0% for our use case also at the same time 00:02:32.370 --> 00:02:35.790 align:start position:0% for our use case also at the same time you<00:02:33.370> know<00:02:33.489> we<00:02:34.360> realized<00:02:34.780> that<00:02:34.870> for<00:02:35.290> we<00:02:35.739> were 00:02:35.790 --> 00:02:35.800 align:start position:0% you know we realized that for we were 00:02:35.800 --> 00:02:37.790 align:start position:0% you know we realized that for we were writing<00:02:36.010> a<00:02:36.040> lot<00:02:36.160> of<00:02:36.250> Java<00:02:36.430> Java<00:02:36.880> MapReduce<00:02:37.209> and 00:02:37.790 --> 00:02:37.800 align:start position:0% writing a lot of Java Java MapReduce and 00:02:37.800 --> 00:02:39.809 align:start position:0% writing a lot of Java Java MapReduce and it<00:02:38.800> was<00:02:38.950> not<00:02:39.069> the<00:02:39.160> right<00:02:39.250> kind<00:02:39.459> of<00:02:39.489> abstraction 00:02:39.809 --> 00:02:39.819 align:start position:0% it was not the right kind of abstraction 00:02:39.819 --> 00:02:41.640 align:start position:0% it was not the right kind of abstraction for<00:02:40.060> writing<00:02:40.360> complex<00:02:40.599> data<00:02:40.900> pipelines<00:02:41.319> and 00:02:41.640 --> 00:02:41.650 align:start position:0% for writing complex data pipelines and 00:02:41.650 --> 00:02:43.800 align:start position:0% for writing complex data pipelines and scalding<00:02:42.190> you<00:02:42.459> know<00:02:42.580> with<00:02:42.730> its<00:02:42.910> functional 00:02:43.800 --> 00:02:43.810 align:start position:0% scalding you know with its functional 00:02:43.810 --> 00:02:45.270 align:start position:0% scalding you know with its functional abstractions<00:02:44.260> in<00:02:44.410> appointed<00:02:44.800> as<00:02:44.920> the<00:02:45.130> right 00:02:45.270 --> 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position:0% multiple reasons I mean these libraries 00:02:57.730 --> 00:03:00.270 align:start position:0% multiple reasons I mean these libraries and<00:02:57.880> the<00:02:57.940> ecosystem<00:02:58.360> itself<00:02:58.620> that<00:02:59.620> you<00:03:00.160> know 00:03:00.270 --> 00:03:00.280 align:start position:0% and the ecosystem itself that you know 00:03:00.280 --> 00:03:02.640 align:start position:0% and the ecosystem itself that you know help<00:03:00.489> does<00:03:00.730> I<00:03:01.120> mean<00:03:01.230> that<00:03:02.230> made<00:03:02.380> us<00:03:02.500> choose 00:03:02.640 --> 00:03:02.650 align:start position:0% help does I mean that made us choose 00:03:02.650 --> 00:03:05.250 align:start position:0% help does I mean that made us choose color<00:03:02.920> yes<00:03:03.459> and<00:03:04.269> I<00:03:04.420> think<00:03:04.480> there<00:03:04.720> is<00:03:04.780> a<00:03:04.840> lot<00:03:05.110> of 00:03:05.250 --> 00:03:05.260 align:start position:0% color yes and I think there is a lot of 00:03:05.260 --> 00:03:06.930 align:start position:0% color yes and I think there is a lot of interesting<00:03:05.890> challenges<00:03:06.340> there<00:03:06.519> so<00:03:06.700> how<00:03:06.880> do 00:03:06.930 --> 00:03:06.940 align:start position:0% interesting challenges there so how do 00:03:06.940 --> 00:03:10.289 align:start position:0% interesting challenges there so how do you<00:03:07.120> guys<00:03:07.269> kind<00:03:08.170> of<00:03:08.790> connect<00:03:09.790> data 00:03:10.289 --> 00:03:10.299 align:start position:0% you guys kind of connect data 00:03:10.299 --> 00:03:13.740 align:start position:0% you guys kind of connect data engineering<00:03:11.080> data<00:03:11.470> science<00:03:11.980> right<00:03:12.670> so<00:03:13.510> you<00:03:13.569> do 00:03:13.740 --> 00:03:13.750 align:start position:0% engineering data science right so you do 00:03:13.750 --> 00:03:15.390 align:start position:0% engineering data science right so you do machine<00:03:13.930> learning<00:03:14.049> and<00:03:14.739> this<00:03:14.860> products<00:03:15.220> like 00:03:15.390 --> 00:03:15.400 align:start position:0% machine learning and this products like 00:03:15.400 --> 00:03:18.240 align:start position:0% machine learning and this products like what<00:03:15.580> are<00:03:15.700> the<00:03:15.760> challenges<00:03:15.970> of<00:03:16.799> doing<00:03:17.799> these 00:03:18.240 --> 00:03:18.250 align:start position:0% what are the challenges of doing these 00:03:18.250 --> 00:03:21.660 align:start position:0% what are the challenges of doing these two<00:03:18.430> things<00:03:18.459> together<00:03:18.849> I<00:03:19.390> mean<00:03:20.519> when<00:03:21.519> one 00:03:21.660 --> 00:03:21.670 align:start position:0% two things together I mean when one 00:03:21.670 --> 00:03:24.390 align:start position:0% two things together I mean when one challenge<00:03:22.000> has<00:03:22.090> been<00:03:22.500> you<00:03:23.500> know<00:03:23.530> the<00:03:24.280> data 00:03:24.390 --> 00:03:24.400 align:start position:0% challenge has been you know the data 00:03:24.400 --> 00:03:26.339 align:start position:0% challenge has been you know the data that<00:03:24.610> we<00:03:24.730> get<00:03:24.849> is<00:03:24.970> not<00:03:25.000> structured<00:03:25.569> mm-hmm<00:03:26.110> I'd 00:03:26.339 --> 00:03:26.349 align:start position:0% that we get is not structured mm-hmm I'd 00:03:26.349 --> 00:03:27.360 align:start position:0% that we get is not structured mm-hmm I'd you<00:03:26.440> know<00:03:26.500> a<00:03:26.560> lot<00:03:26.769> of<00:03:26.890> data<00:03:27.069> is<00:03:27.220> unstructured 00:03:27.360 --> 00:03:27.370 align:start position:0% you know a lot of data is unstructured 00:03:27.370 --> 00:03:31.229 align:start position:0% you know a lot of data is unstructured yes<00:03:28.030> so<00:03:28.510> so<00:03:29.200> I<00:03:29.410> mean<00:03:29.470> bulk<00:03:30.370> of<00:03:30.519> a<00:03:30.610> time<00:03:30.790> is<00:03:30.940> spent 00:03:31.229 --> 00:03:31.239 align:start position:0% yes so so I mean bulk of a time is spent 00:03:31.239 --> 00:03:33.150 align:start position:0% yes so so I mean bulk of a time is spent in<00:03:31.450> actually<00:03:32.049> structuring<00:03:32.500> this<00:03:32.650> data<00:03:32.920> and 00:03:33.150 --> 00:03:33.160 align:start position:0% in actually structuring this data and 00:03:33.160 --> 00:03:35.789 align:start position:0% in actually structuring this data and making<00:03:33.519> it<00:03:33.840> you<00:03:34.840> know<00:03:34.959> useful<00:03:35.109> for<00:03:35.530> data 00:03:35.789 --> 00:03:35.799 align:start position:0% making it you know useful for data 00:03:35.799 --> 00:03:38.819 align:start position:0% making it you know useful for data science<00:03:36.130> yes<00:03:36.489> and<00:03:37.269> you<00:03:37.720> know<00:03:37.840> to<00:03:38.470> be<00:03:38.560> frank<00:03:38.650> you 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align:start position:0% invented and and hired just data scientist<00:03:45.280> but<00:03:45.400> we're<00:03:45.549> looking<00:03:45.640> for<00:03:45.910> people 00:03:45.990 --> 00:03:46.000 align:start position:0% scientist but we're looking for people 00:03:46.000 --> 00:03:47.430 align:start position:0% scientist but we're looking for people who<00:03:46.150> can<00:03:46.329> take<00:03:46.540> do<00:03:46.780> things<00:03:46.989> end-to-end<00:03:47.319> you 00:03:47.430 --> 00:03:47.440 align:start position:0% who can take do things end-to-end you 00:03:47.440 --> 00:03:48.390 align:start position:0% who can take do things end-to-end you know<00:03:47.500> build<00:03:47.680> models<00:03:47.980> as<00:03:48.069> well<00:03:48.130> let's<00:03:48.280> take 00:03:48.390 --> 00:03:48.400 align:start position:0% know build models as well let's take 00:03:48.400 --> 00:03:50.069 align:start position:0% know build models as well let's take them<00:03:48.489> to<00:03:48.640> production<00:03:48.850> who<00:03:49.359> can<00:03:49.510> both<00:03:49.690> be<00:03:49.900> the 00:03:50.069 --> 00:03:50.079 align:start position:0% them to production who can both be the 00:03:50.079 --> 00:03:51.930 align:start position:0% them to production who can both be the data<00:03:50.230> engineers<00:03:50.739> rather<00:03:50.950> that<00:03:51.130> exactly<00:03:51.730> yes 00:03:51.930 --> 00:03:51.940 align:start position:0% data engineers rather that exactly yes 00:03:51.940 --> 00:03:54.030 align:start position:0% data engineers rather that exactly yes this<00:03:52.720> is<00:03:52.840> great<00:03:53.019> yeah<00:03:53.290> we<00:03:53.410> call<00:03:53.590> this<00:03:53.739> guys 00:03:54.030 --> 00:03:54.040 align:start position:0% this is great yeah we call this guys 00:03:54.040 --> 00:03:57.479 align:start position:0% this is great yeah we call this guys through<00:03:54.280> social<00:03:54.579> engineers<00:03:55.980> in<00:03:56.980> some<00:03:57.250> of<00:03:57.340> the 00:03:57.479 --> 00:03:57.489 align:start position:0% through social engineers in some of the 00:03:57.489 --> 00:04:01.319 align:start position:0% through social engineers in some of the companies<00:03:57.880> I<00:03:58.209> work<00:03:58.690> for<00:03:58.930> so<00:03:59.889> so<00:04:00.760> I<00:04:00.790> this<00:04:01.180> is<00:04:01.299> a 00:04:01.319 --> 00:04:01.329 align:start position:0% companies I work for so so I this is a 00:04:01.329 --> 00:04:05.789 align:start position:0% companies I work for so so I this is a fascinating<00:04:01.630> problem<00:04:01.959> and<00:04:02.350> I<00:04:02.680> mean<00:04:03.160> in<00:04:04.799> San 00:04:05.789 --> 00:04:05.799 align:start position:0% fascinating problem and I mean in San 00:04:05.799 --> 00:04:06.900 align:start position:0% fascinating problem and I mean in San Francisco<00:04:06.160> Bay<00:04:06.280> Area 00:04:06.900 --> 00:04:06.910 align:start position:0% Francisco Bay Area 00:04:06.910 --> 00:04:09.059 align:start position:0% Francisco Bay Area there<00:04:07.180> is<00:04:07.269> nothing<00:04:07.569> hotter<00:04:08.049> than<00:04:08.620> data 00:04:09.059 --> 00:04:09.069 align:start position:0% there is nothing hotter than data 00:04:09.069 --> 00:04:10.319 align:start position:0% there is nothing hotter than data science<00:04:09.489> machine<00:04:09.700> learning<00:04:09.970> artificial 00:04:10.319 --> 00:04:10.329 align:start position:0% science machine learning artificial 00:04:10.329 --> 00:04:13.050 align:start position:0% science machine learning artificial intelligence<00:04:10.900> right<00:04:11.410> and<00:04:11.680> obviously<00:04:12.130> if<00:04:12.910> you 00:04:13.050 --> 00:04:13.060 align:start position:0% intelligence right and obviously if you 00:04:13.060 --> 00:04:15.930 align:start position:0% intelligence right and obviously if you can<00:04:13.510> do<00:04:14.200> this<00:04:14.440> with<00:04:14.680> data<00:04:14.950> platforms<00:04:15.760> which 00:04:15.930 --> 00:04:15.940 align:start position:0% can do this with data platforms which 00:04:15.940 --> 00:04:17.670 align:start position:0% can do this with data platforms which scale<00:04:16.299> right<00:04:16.750> this<00:04:16.989> is<00:04:17.139> the<00:04:17.229> Holy<00:04:17.410> Grail 00:04:17.670 --> 00:04:17.680 align:start position:0% scale right this is the Holy Grail 00:04:17.680 --> 00:04:20.879 align:start position:0% scale right this is the Holy Grail right<00:04:17.919> so<00:04:18.519> and<00:04:19.239> and<00:04:20.049> you<00:04:20.169> mentioned<00:04:20.560> that<00:04:20.650> kind 00:04:20.879 --> 00:04:20.889 align:start position:0% right so and and you mentioned that kind 00:04:20.889 --> 00:04:23.820 align:start position:0% right so and and you mentioned that kind of<00:04:20.979> in<00:04:21.160> not<00:04:21.820> not<00:04:21.970> everybody<00:04:22.710> and<00:04:23.710> you 00:04:23.820 --> 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how do you 00:04:31.300 --> 00:04:35.490 align:start position:0% epicenter here right so so how do you see<00:04:31.600> kind<00:04:32.530> of<00:04:32.620> the<00:04:33.190> evolution<00:04:33.340> of<00:04:33.960> let's<00:04:34.960> say<00:04:35.139> I 00:04:35.490 --> 00:04:35.500 align:start position:0% see kind of the evolution of let's say I 00:04:35.500 --> 00:04:37.870 align:start position:0% see kind of the evolution of let's say I know<00:04:35.620> I<00:04:36.220> take<00:04:36.550> community<00:04:36.940> in<00:04:37.120> India<00:04:37.270> right 00:04:37.870 --> 00:04:37.880 align:start position:0% know I take community in India right 00:04:37.880 --> 00:04:41.530 align:start position:0% know I take community in India right oh<00:04:38.560> how<00:04:39.560> do<00:04:39.620> you<00:04:39.860> see<00:04:40.070> this<00:04:40.280> kind<00:04:40.730> of<00:04:40.880> wave<00:04:41.210> of 00:04:41.530 --> 00:04:41.540 align:start position:0% oh how do you see this kind of wave of 00:04:41.540 --> 00:04:44.680 align:start position:0% oh how do you see this kind of wave of machine<00:04:41.870> learning<00:04:42.020> big<00:04:42.620> analytics<00:04:43.630> taking<00:04:44.630> a 00:04:44.680 --> 00:04:44.690 align:start position:0% machine learning big analytics taking a 00:04:44.690 --> 00:04:46.960 align:start position:0% machine learning big analytics taking a hold<00:04:44.960> there<00:04:45.320> and<00:04:45.680> why<00:04:46.100> is<00:04:46.160> this<00:04:46.340> important<00:04:46.910> to 00:04:46.960 --> 00:04:46.970 align:start position:0% hold there and why is this important to 00:04:46.970 --> 00:04:49.270 align:start position:0% hold there and why is this important to really<00:04:47.210> pay<00:04:47.330> attention<00:04:47.750> to<00:04:47.900> this<00:04:48.020> I<00:04:48.350> mean<00:04:49.040> in 00:04:49.270 --> 00:04:49.280 align:start position:0% really pay attention to this I mean in 00:04:49.280 --> 00:04:52.180 align:start position:0% really pay attention to this I mean in India<00:04:49.580> I<00:04:50.090> think<00:04:50.360> I<00:04:50.810> mean<00:04:51.110> the<00:04:51.380> startup<00:04:51.710> wave<00:04:51.860> is 00:04:52.180 --> 00:04:52.190 align:start position:0% India I think I mean the startup wave is 00:04:52.190 --> 00:04:54.700 align:start position:0% India I think I mean the startup wave is pretty<00:04:52.640> good<00:04:52.790> there<00:04:52.970> right<00:04:53.150> now<00:04:53.300> but<00:04:54.290> I<00:04:54.440> don't 00:04:54.700 --> 00:04:54.710 align:start position:0% pretty good there right now but I don't 00:04:54.710 --> 00:04:56.440 align:start position:0% pretty good there right now but I don't think<00:04:54.890> a<00:04:54.980> lot<00:04:55.040> of<00:04:55.100> companies<00:04:55.550> have<00:04:56.030> are 00:04:56.440 --> 00:04:56.450 align:start position:0% think a lot of companies have are 00:04:56.450 --> 00:04:58.000 align:start position:0% think a lot of companies have are focusing<00:04:56.840> on<00:04:56.990> the<00:04:57.080> data<00:04:57.230> side<00:04:57.470> of<00:04:57.620> things<00:04:57.800> yet 00:04:58.000 --> 00:04:58.010 align:start position:0% focusing on the data side of things yet 00:04:58.010 --> 00:04:59.770 align:start position:0% focusing on the data side of things yet I<00:04:58.190> mean<00:04:58.550> yes<00:04:58.730> you<00:04:58.910> know<00:04:59.000> it's<00:04:59.270> not<00:04:59.420> their<00:04:59.600> core 00:04:59.770 --> 00:04:59.780 align:start position:0% I mean yes you know it's not their core 00:04:59.780 --> 00:05:01.210 align:start position:0% I mean yes you know it's not their core business<00:04:59.900> I<00:05:00.200> mean<00:05:00.320> it's<00:05:00.440> you<00:05:00.830> know<00:05:00.920> they<00:05:01.040> have 00:05:01.210 --> 00:05:01.220 align:start position:0% business I mean it's you know they have 00:05:01.220 --> 00:05:02.890 align:start position:0% business I mean it's you know they have apps<00:05:01.550> or<00:05:01.820> they<00:05:01.940> have<00:05:02.120> you<00:05:02.450> know<00:05:02.480> end-user 00:05:02.890 --> 00:05:02.900 align:start position:0% apps or they have you know end-user 00:05:02.900 --> 00:05:05.110 align:start position:0% apps or they have you know end-user applications<00:05:03.380> or<00:05:03.890> consumer<00:05:04.370> apps<00:05:04.520> but<00:05:04.790> you 00:05:05.110 --> 00:05:05.120 align:start position:0% applications or consumer apps but you 00:05:05.120 --> 00:05:07.780 align:start position:0% applications or consumer apps but you know<00:05:05.210> they<00:05:05.330> use<00:05:05.480> data<00:05:05.690> science<00:05:05.990> as<00:05:06.140> a<00:05:06.730> you<00:05:07.730> know 00:05:07.780 --> 00:05:07.790 align:start position:0% know they use data science as a you know 00:05:07.790 --> 00:05:09.700 align:start position:0% know they use data science as a you know as<00:05:08.180> something<00:05:08.510> that<00:05:08.540> adds<00:05:08.900> to<00:05:09.110> their<00:05:09.290> their 00:05:09.700 --> 00:05:09.710 align:start position:0% as something that adds to their their 00:05:09.710 --> 00:05:11.050 align:start position:0% as something that adds to their their business<00:05:10.100> but<00:05:10.220> it's<00:05:10.370> not<00:05:10.400> part<00:05:10.670> of<00:05:10.700> their<00:05:10.880> core 00:05:11.050 --> 00:05:11.060 align:start position:0% business but it's not part of their core 00:05:11.060 --> 00:05:12.880 align:start position:0% business but it's not part of their core business<00:05:11.210> mm-hmm<00:05:11.870> so<00:05:12.320> I<00:05:12.350> think<00:05:12.590> I<00:05:12.650> mean<00:05:12.740> we'll 00:05:12.880 --> 00:05:12.890 align:start position:0% business mm-hmm so I think I mean we'll 00:05:12.890 --> 00:05:13.870 align:start position:0% business mm-hmm so I think I mean we'll we'll<00:05:13.040> start<00:05:13.280> seeing<00:05:13.400> lot<00:05:13.610> more<00:05:13.760> data 00:05:13.870 --> 00:05:13.880 align:start position:0% we'll start seeing lot more data 00:05:13.880 --> 00:05:14.950 align:start position:0% we'll start seeing lot more data companies<00:05:14.240> I<00:05:14.330> think<00:05:14.480> I<00:05:14.540> think<00:05:14.690> they're<00:05:14.780> one<00:05:14.870> of 00:05:14.950 --> 00:05:14.960 align:start position:0% companies I think I think they're one of 00:05:14.960 --> 00:05:18.040 align:start position:0% companies I think I think they're one of the<00:05:15.080> earliest<00:05:16.010> and<00:05:16.220> I<00:05:16.670> mean<00:05:16.850> at<00:05:17.540> least<00:05:17.600> I<00:05:17.870> don't 00:05:18.040 --> 00:05:18.050 align:start position:0% the earliest and I mean at least I don't 00:05:18.050 --> 00:05:20.380 align:start position:0% the earliest and I mean at least I don't know<00:05:18.140> if<00:05:18.200> any<00:05:18.320> other<00:05:18.380> company<00:05:18.740> that<00:05:18.770> deals<00:05:19.390> you 00:05:20.380 --> 00:05:20.390 align:start position:0% know if any other company that deals you 00:05:20.390 --> 00:05:22.930 align:start position:0% know if any other company that deals you know<00:05:20.420> as<00:05:20.570> much<00:05:20.750> data<00:05:20.900> as<00:05:21.020> as<00:05:21.290> we<00:05:21.530> deal<00:05:21.710> with<00:05:21.940> so 00:05:22.930 --> 00:05:22.940 align:start position:0% know as much data as as we deal with so 00:05:22.940 --> 00:05:26.080 align:start position:0% know as much data as as we deal with so I<00:05:23.570> mean<00:05:24.350> it's<00:05:24.470> really<00:05:24.770> hard<00:05:24.860> to<00:05:25.130> find<00:05:25.370> you<00:05:26.060> know 00:05:26.080 --> 00:05:26.090 align:start position:0% I mean it's really hard to find you know 00:05:26.090 --> 00:05:27.790 align:start position:0% I mean it's really hard to find you know people<00:05:26.420> who<00:05:26.510> have<00:05:26.660> you<00:05:27.020> know<00:05:27.140> experience<00:05:27.620> in 00:05:27.790 --> 00:05:27.800 align:start position:0% people who have you know experience in 00:05:27.800 --> 00:05:29.260 align:start position:0% people who have you know experience in some<00:05:28.100> of<00:05:28.190> the<00:05:28.280> stuff<00:05:28.430> that<00:05:28.460> we<00:05:28.700> do<00:05:28.820> I<00:05:29.000> mean<00:05:29.150> we 00:05:29.260 --> 00:05:29.270 align:start position:0% some of the stuff that we do I mean we 00:05:29.270 --> 00:05:31.120 align:start position:0% some of the stuff that we do I mean we don't<00:05:29.630> get<00:05:29.780> Hadoop<00:05:30.020> engineers<00:05:30.350> but<00:05:30.530> you<00:05:31.040> know 00:05:31.120 --> 00:05:31.130 align:start position:0% don't get Hadoop engineers but you know 00:05:31.130 --> 00:05:32.680 align:start position:0% don't get Hadoop engineers but you know they've<00:05:31.310> not<00:05:31.460> worked<00:05:31.700> at<00:05:31.850> the<00:05:32.450> scale<00:05:32.660> that 00:05:32.680 --> 00:05:32.690 align:start position:0% they've not worked at the scale that 00:05:32.690 --> 00:05:34.600 align:start position:0% they've not worked at the scale that that<00:05:33.650> we<00:05:33.770> were<00:05:33.890> coming<00:05:34.190> therefore<00:05:34.430> they<00:05:34.490> want 00:05:34.600 --> 00:05:34.610 align:start position:0% that we were coming therefore they want 00:05:34.610 --> 00:05:36.910 align:start position:0% that we were coming therefore they want some<00:05:34.910> courses<00:05:35.240> or<00:05:35.450> you<00:05:35.510> know<00:05:35.660> yeah<00:05:36.080> it's<00:05:36.470> yeah 00:05:36.910 --> 00:05:36.920 align:start position:0% some courses or you know yeah it's yeah 00:05:36.920 --> 00:05:40.810 align:start position:0% some courses or you know yeah it's yeah this<00:05:37.400> is<00:05:37.460> a<00:05:37.520> tough<00:05:37.880> problem<00:05:38.710> so<00:05:39.710> so<00:05:40.340> I<00:05:40.370> remember 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align:start position:0% right and you want to work in India you 00:05:45.920 --> 00:05:48.910 align:start position:0% right and you want to work in India you want<00:05:46.070> to<00:05:46.130> employ<00:05:46.310> Indian<00:05:46.640> engineers<00:05:47.440> and<00:05:48.440> and 00:05:48.910 --> 00:05:48.920 align:start position:0% want to employ Indian engineers and and 00:05:48.920 --> 00:05:50.950 align:start position:0% want to employ Indian engineers and and I<00:05:49.070> think<00:05:49.280> I've<00:05:49.700> seen<00:05:49.940> kind<00:05:50.270> of<00:05:50.360> a<00:05:50.450> wave<00:05:50.660> with 00:05:50.950 --> 00:05:50.960 align:start position:0% I think I've seen kind of a wave with 00:05:50.960 --> 00:05:52.990 align:start position:0% I think I've seen kind of a wave with you<00:05:51.260> know<00:05:51.350> Modi<00:05:51.890> government<00:05:52.490> kind<00:05:52.940> of 00:05:52.990 --> 00:05:53.000 align:start position:0% you know Modi government kind of 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position:0% all kind of people going back to India I saw<00:05:58.340> Francis<00:05:58.760> Pankaj<00:05:59.060> Gupta<00:05:59.240> was<00:05:59.540> a<00:06:00.130> Twitter 00:06:01.120 --> 00:06:01.130 align:start position:0% saw Francis Pankaj Gupta was a Twitter 00:06:01.130 --> 00:06:04.210 align:start position:0% saw Francis Pankaj Gupta was a Twitter guy<00:06:01.400> right<00:06:01.880> who<00:06:02.060> did<00:06:02.210> you<00:06:02.960> know<00:06:03.220> basically 00:06:04.210 --> 00:06:04.220 align:start position:0% guy right who did you know basically 00:06:04.220 --> 00:06:06.880 align:start position:0% guy right who did you know basically whom<00:06:04.400> to<00:06:04.520> follow<00:06:05.380> recommendation<00:06:06.380> system<00:06:06.740> and 00:06:06.880 --> 00:06:06.890 align:start position:0% whom to follow recommendation system and 00:06:06.890 --> 00:06:09.160 align:start position:0% whom to follow recommendation system and now<00:06:06.950> he<00:06:07.010> went<00:06:07.310> back<00:06:07.520> there<00:06:08.000> and<00:06:08.360> so<00:06:08.840> we<00:06:08.960> see<00:06:09.140> a 00:06:09.160 --> 00:06:09.170 align:start position:0% now he went back there and so we see a 00:06:09.170 --> 00:06:12.580 align:start position:0% now he went back there and so we see a lot<00:06:09.440> of<00:06:09.550> execs<00:06:10.550> and<00:06:10.850> developers<00:06:11.630> so<00:06:11.870> can<00:06:12.530> you 00:06:12.580 --> 00:06:12.590 align:start position:0% lot of execs and developers so can you 00:06:12.590 --> 00:06:15.010 align:start position:0% lot of execs and developers so can you tell<00:06:12.740> a<00:06:12.770> little<00:06:12.950> bit<00:06:13.250> you<00:06:13.520> know<00:06:13.840> how<00:06:14.840> this 00:06:15.010 --> 00:06:15.020 align:start position:0% tell a little bit you know how this 00:06:15.020 --> 00:06:17.050 align:start position:0% tell a little bit you know how this works<00:06:15.230> what<00:06:15.620> do<00:06:15.740> you<00:06:15.830> see<00:06:16.070> you<00:06:16.520> know<00:06:16.640> from<00:06:16.940> that 00:06:17.050 --> 00:06:17.060 align:start position:0% works what do you see you know from that 00:06:17.060 --> 00:06:20.080 align:start position:0% works what do you see you know from that other<00:06:17.240> side<00:06:17.590> yeah<00:06:18.590> so<00:06:18.830> I<00:06:19.160> mean<00:06:19.370> I<00:06:19.490> think<00:06:19.550> so<00:06:19.820> so 00:06:20.080 --> 00:06:20.090 align:start position:0% other side yeah so I mean I think so so 00:06:20.090 --> 00:06:21.070 align:start position:0% other side yeah so I mean I think so so if<00:06:20.210> you<00:06:20.300> see<00:06:20.420> right<00:06:20.510> I<00:06:20.570> mean<00:06:20.690> there<00:06:20.810> are<00:06:20.840> there 00:06:21.070 --> 00:06:21.080 align:start position:0% if you see right I mean there are there 00:06:21.080 --> 00:06:22.810 align:start position:0% if you see right I mean there are there are<00:06:21.140> a<00:06:21.260> few<00:06:21.470> unicorns<00:06:22.010> so<00:06:22.190> to<00:06:22.250> say<00:06:22.430> in<00:06:22.520> India<00:06:22.760> I 00:06:22.810 --> 00:06:22.820 align:start position:0% are a few unicorns so to say in India I 00:06:22.820 --> 00:06:24.040 align:start position:0% are a few unicorns so to say in India I mean<00:06:22.850> there<00:06:23.090> is<00:06:23.120> there<00:06:23.360> are<00:06:23.420> the<00:06:23.540> flip<00:06:23.720> cards 00:06:24.040 --> 00:06:24.050 align:start position:0% mean there is there are the flip cards 00:06:24.050 --> 00:06:25.420 align:start position:0% mean there is there are the flip cards yes<00:06:24.260> you<00:06:24.500> know<00:06:24.590> we're<00:06:24.710> going<00:06:24.830> against<00:06:25.130> Amazon 00:06:25.420 --> 00:06:25.430 align:start position:0% yes you know we're going against Amazon 00:06:25.430 --> 00:06:26.740 align:start position:0% yes you know we're going against Amazon you<00:06:25.580> have<00:06:25.730> the<00:06:25.820> Ola<00:06:26.030> cabs<00:06:26.240> that's<00:06:26.450> going<00:06:26.630> to 00:06:26.740 --> 00:06:26.750 align:start position:0% you have the Ola cabs that's going to 00:06:26.750 --> 00:06:29.050 align:start position:0% you have the Ola cabs that's going to going<00:06:26.960> against<00:06:27.290> uber<00:06:27.580> you<00:06:28.580> know<00:06:28.700> then<00:06:28.970> you 00:06:29.050 --> 00:06:29.060 align:start position:0% going against uber you know then you 00:06:29.060 --> 00:06:31.810 align:start position:0% going against uber you know then you have<00:06:29.210> oh<00:06:29.930> yeah<00:06:30.380> so<00:06:30.710> so<00:06:31.190> there<00:06:31.340> are<00:06:31.400> a<00:06:31.430> few<00:06:31.460> few 00:06:31.810 --> 00:06:31.820 align:start position:0% have oh yeah so so there are a few few 00:06:31.820 --> 00:06:32.530 align:start position:0% have oh yeah so so there are a few few companies<00:06:32.030> like<00:06:32.240> that 00:06:32.530 --> 00:06:32.540 align:start position:0% companies like that 00:06:32.540 --> 00:06:35.200 align:start position:0% companies like that and<00:06:32.830> and<00:06:33.830> I<00:06:34.100> think<00:06:34.370> you<00:06:34.520> know<00:06:34.610> they're<00:06:34.850> you 00:06:35.200 --> 00:06:35.210 align:start position:0% and and I think you know they're you 00:06:35.210 --> 00:06:36.610 align:start position:0% and and I think you know they're you know<00:06:35.240> definitely<00:06:35.870> you<00:06:36.110> know<00:06:36.200> having<00:06:36.470> people 00:06:36.610 --> 00:06:36.620 align:start position:0% know definitely you know having people 00:06:36.620 --> 00:06:38.590 align:start position:0% know definitely you know having people from<00:06:36.830> here<00:06:37.220> in<00:06:37.700> the<00:06:37.820> Silicon<00:06:38.120> Valley<00:06:38.150> who<00:06:38.480> have 00:06:38.590 --> 00:06:38.600 align:start position:0% from here in the Silicon Valley who have 00:06:38.600 --> 00:06:40.150 align:start position:0% from here in the Silicon Valley who have done<00:06:38.690> these<00:06:38.930> kind<00:06:39.200> of<00:06:39.260> things<00:06:39.500> you<00:06:40.070> know 00:06:40.150 --> 00:06:40.160 align:start position:0% done these kind of things you know 00:06:40.160 --> 00:06:42.250 align:start position:0% done these kind of things you know scaling<00:06:40.490> engineering<00:06:40.880> teams<00:06:41.060> back<00:06:41.900> in<00:06:41.930> India 00:06:42.250 --> 00:06:42.260 align:start position:0% scaling engineering teams back in India 00:06:42.260 --> 00:06:44.230 align:start position:0% scaling engineering teams back in India would<00:06:42.380> really<00:06:42.530> help<00:06:42.710> help<00:06:43.160> is<00:06:43.340> what<00:06:43.520> what<00:06:44.210> I 00:06:44.230 --> 00:06:44.240 align:start position:0% would really help help is what what I 00:06:44.240 --> 00:06:46.990 align:start position:0% would really help help is what what I would<00:06:44.450> think<00:06:44.650> yeah<00:06:45.650> and<00:06:45.890> a<00:06:46.340> lot<00:06:46.460> I<00:06:46.520> think<00:06:46.850> you 00:06:46.990 --> 00:06:47.000 align:start position:0% would think yeah and a lot I think you 00:06:47.000 --> 00:06:48.700 align:start position:0% would think yeah and a lot I think you know<00:06:47.120> I<00:06:47.570> think<00:06:47.690> the<00:06:47.960> the<00:06:48.229> companies<00:06:48.590> which 00:06:48.700 --> 00:06:48.710 align:start position:0% know I think the the companies which 00:06:48.710 --> 00:06:51.830 align:start position:0% know I think the the companies which hire<00:06:49.180> kind<00:06:50.180> of<00:06:50.240> execs<00:06:50.570> from<00:06:50.660> this<00:06:51.200> kind 00:06:51.830 --> 00:06:51.840 align:start position:0% hire kind of execs from this kind 00:06:51.840 --> 00:06:53.480 align:start position:0% hire kind of execs from this kind I<00:06:52.110> think<00:06:52.290> the<00:06:52.350> exclusive<00:06:52.770> to<00:06:52.890> say<00:06:53.070> we<00:06:53.370> need 00:06:53.480 --> 00:06:53.490 align:start position:0% I think the exclusive to say we need 00:06:53.490 --> 00:06:55.130 align:start position:0% I think the exclusive to say we need guys<00:06:53.670> who<00:06:53.940> have<00:06:54.210> experience<00:06:54.660> with<00:06:54.810> Big<00:06:54.990> Data 00:06:55.130 --> 00:06:55.140 align:start position:0% guys who have experience with Big Data 00:06:55.140 --> 00:06:57.320 align:start position:0% guys who have experience with Big Data machine<00:06:55.920> learning<00:06:56.310> right<00:06:56.880> so<00:06:56.970> I<00:06:57.030> think<00:06:57.060> the 00:06:57.320 --> 00:06:57.330 align:start position:0% machine learning right so I think the 00:06:57.330 --> 00:06:59.780 align:start position:0% machine learning right so I think the court<00:06:57.480> in<00:06:57.630> the<00:06:57.690> corporate<00:06:57.990> level<00:06:58.580> the<00:06:59.580> pretty 00:06:59.780 --> 00:06:59.790 align:start position:0% court in the corporate level the pretty 00:06:59.790 --> 00:07:01.220 align:start position:0% court in the corporate level the pretty smart<00:07:00.030> they<00:07:00.240> they<00:07:00.480> understand<00:07:00.960> that<00:07:01.080> they 00:07:01.220 --> 00:07:01.230 align:start position:0% smart they they understand that they 00:07:01.230 --> 00:07:03.830 align:start position:0% smart they they understand that they need<00:07:01.380> this<00:07:01.590> kind<00:07:01.740> of<00:07:01.860> talent<00:07:02.420> infusion<00:07:03.420> right 00:07:03.830 --> 00:07:03.840 align:start position:0% need this kind of talent infusion right 00:07:03.840 --> 00:07:05.720 align:start position:0% need this kind of talent infusion right because<00:07:04.170> the<00:07:04.740> scale<00:07:04.950> here<00:07:05.250> I<00:07:05.280> think<00:07:05.640> is 00:07:05.720 --> 00:07:05.730 align:start position:0% because the scale here I think is 00:07:05.730 --> 00:07:08.600 align:start position:0% because the scale here I think is leading<00:07:05.910> will<00:07:06.420> be<00:07:06.750> capital<00:07:07.160> big<00:07:08.160> data<00:07:08.310> capital 00:07:08.600 --> 00:07:08.610 align:start position:0% leading will be capital big data capital 00:07:08.610 --> 00:07:11.150 align:start position:0% leading will be capital big data capital of<00:07:08.670> the<00:07:08.760> world<00:07:09.000> right<00:07:09.210> and<00:07:09.570> so<00:07:09.780> from<00:07:10.590> here<00:07:10.620> kind 00:07:11.150 --> 00:07:11.160 align:start position:0% of the world right and so from here kind 00:07:11.160 --> 00:07:13.130 align:start position:0% of the world right and so from here kind of<00:07:11.190> percolate<00:07:11.520> through<00:07:11.850> but<00:07:12.210> so<00:07:12.810> I'm<00:07:12.870> curious 00:07:13.130 --> 00:07:13.140 align:start position:0% of percolate through but so I'm curious 00:07:13.140 --> 00:07:14.570 align:start position:0% of percolate through but so I'm curious about<00:07:13.230> the<00:07:13.500> community<00:07:14.070> you<00:07:14.190> mentioned<00:07:14.490> the 00:07:14.570 --> 00:07:14.580 align:start position:0% about the community you mentioned the 00:07:14.580 --> 00:07:16.970 align:start position:0% about the community you mentioned the committee<00:07:14.820> is<00:07:14.940> not<00:07:15.030> as<00:07:15.210> intense<00:07:15.570> as<00:07:16.200> developed 00:07:16.970 --> 00:07:16.980 align:start position:0% committee is not as intense as developed 00:07:16.980 --> 00:07:19.010 align:start position:0% committee is not as intense as developed but<00:07:17.940> community<00:07:18.270> is<00:07:18.360> the<00:07:18.480> main<00:07:18.600> way<00:07:18.990> of 00:07:19.010 --> 00:07:19.020 align:start position:0% but community is the main way of 00:07:19.020 --> 00:07:21.410 align:start position:0% but community is the main way of learning<00:07:19.380> about<00:07:19.920> this<00:07:20.490> technology<00:07:20.760> so<00:07:21.150> what 00:07:21.410 --> 00:07:21.420 align:start position:0% learning about this technology so what 00:07:21.420 --> 00:07:23.000 align:start position:0% learning about this technology so what you<00:07:21.510> see<00:07:21.660> here<00:07:21.690> is<00:07:21.990> completely<00:07:22.440> organic<00:07:22.620> right 00:07:23.000 --> 00:07:23.010 align:start position:0% you see here is completely organic right 00:07:23.010 --> 00:07:24.680 align:start position:0% you see here is completely organic right people<00:07:23.400> understand<00:07:24.180> because<00:07:24.450> there<00:07:24.600> is<00:07:24.660> a 00:07:24.680 --> 00:07:24.690 align:start position:0% people understand because there is a 00:07:24.690 --> 00:07:26.810 align:start position:0% people understand because there is a demand<00:07:24.900> for<00:07:25.290> this<00:07:25.530> technologists<00:07:26.220> in<00:07:26.580> the 00:07:26.810 --> 00:07:26.820 align:start position:0% demand for this technologists in the 00:07:26.820 --> 00:07:28.940 align:start position:0% demand for this technologists in the market<00:07:27.180> and<00:07:27.420> this<00:07:27.600> is<00:07:27.660> the<00:07:27.840> highest<00:07:28.110> paid<00:07:28.230> jobs 00:07:28.940 --> 00:07:28.950 align:start position:0% market and this is the highest paid jobs 00:07:28.950 --> 00:07:30.770 align:start position:0% market and this is the highest paid jobs in<00:07:29.130> the<00:07:29.190> industry<00:07:29.460> they<00:07:29.700> basically<00:07:30.060> folks 00:07:30.770 --> 00:07:30.780 align:start position:0% in the industry they basically folks 00:07:30.780 --> 00:07:32.300 align:start position:0% in the industry they basically folks learn<00:07:31.080> oh<00:07:31.260> this<00:07:31.440> is<00:07:31.590> this<00:07:31.830> conference<00:07:32.100> is 00:07:32.300 --> 00:07:32.310 align:start position:0% learn oh this is this conference is 00:07:32.310 --> 00:07:33.680 align:start position:0% learn oh this is this conference is learning<00:07:32.550> vehicle<00:07:33.000> right<00:07:33.150> a<00:07:33.180> lot<00:07:33.360> of<00:07:33.480> people 00:07:33.680 --> 00:07:33.690 align:start position:0% learning vehicle right a lot of people 00:07:33.690 --> 00:07:35.450 align:start position:0% learning vehicle right a lot of people come<00:07:33.810> here<00:07:33.840> they<00:07:34.680> learn<00:07:35.070> about<00:07:35.340> the 00:07:35.450 --> 00:07:35.460 align:start position:0% come here they learn about the 00:07:35.460 --> 00:07:37.490 align:start position:0% come here they learn about the technologies<00:07:35.970> and<00:07:36.150> then<00:07:36.270> the<00:07:36.390> K<00:07:36.540> basically<00:07:37.170> go 00:07:37.490 --> 00:07:37.500 align:start position:0% technologies and then the K basically go 00:07:37.500 --> 00:07:39.620 align:start position:0% technologies and then the K basically go to<00:07:37.560> companies<00:07:37.980> who<00:07:38.100> need<00:07:38.130> them<00:07:38.400> so<00:07:38.910> I 00:07:39.620 --> 00:07:39.630 align:start position:0% to companies who need them so I 00:07:39.630 --> 00:07:42.850 align:start position:0% to companies who need them so I personally<00:07:40.410> think<00:07:40.650> this<00:07:40.800> is<00:07:40.950> inevitable<00:07:41.750> in 00:07:42.850 --> 00:07:42.860 align:start position:0% personally think this is inevitable in 00:07:42.860 --> 00:07:46.070 align:start position:0% personally think this is inevitable in in<00:07:43.860> India<00:07:44.190> as<00:07:44.250> well<00:07:44.280> right<00:07:44.850> so<00:07:45.060> I'm<00:07:45.600> curious 00:07:46.070 --> 00:07:46.080 align:start position:0% in India as well right so I'm curious 00:07:46.080 --> 00:07:48.620 align:start position:0% in India as well right so I'm curious you<00:07:46.590> know<00:07:46.650> how<00:07:46.950> do<00:07:47.010> you<00:07:47.100> think<00:07:47.210> this<00:07:48.210> can<00:07:48.450> be 00:07:48.620 --> 00:07:48.630 align:start position:0% you know how do you think this can be 00:07:48.630 --> 00:07:50.420 align:start position:0% you know how do you think this can be fostered<00:07:48.960> and<00:07:49.350> you<00:07:49.500> know<00:07:49.590> if<00:07:49.710> somebody<00:07:49.770> helps 00:07:50.420 --> 00:07:50.430 align:start position:0% fostered and you know if somebody helps 00:07:50.430 --> 00:07:52.730 align:start position:0% fostered and you know if somebody helps with<00:07:50.550> the<00:07:50.670> community<00:07:51.150> what<00:07:51.870> rewards<00:07:52.530> they<00:07:52.620> can 00:07:52.730 --> 00:07:52.740 align:start position:0% with the community what rewards they can 00:07:52.740 --> 00:07:54.710 align:start position:0% with the community what rewards they can reap<00:07:52.920> by<00:07:53.310> by<00:07:53.490> being<00:07:53.670> early<00:07:54.030> kind<00:07:54.300> of<00:07:54.420> community 00:07:54.710 --> 00:07:54.720 align:start position:0% reap by by being early kind of community 00:07:54.720 --> 00:07:57.680 align:start position:0% reap by by being early kind of community organizers<00:07:55.020> in<00:07:55.350> India<00:07:55.620> I<00:07:55.860> mean<00:07:56.220> I<00:07:56.460> see<00:07:57.210> I<00:07:57.240> think 00:07:57.680 --> 00:07:57.690 align:start position:0% organizers in India I mean I see I think 00:07:57.690 --> 00:07:59.000 align:start position:0% organizers in India I mean I see I think gues<00:07:58.050> there's<00:07:58.080> definitely<00:07:58.560> a<00:07:58.620> need<00:07:58.770> for 00:07:59.000 --> 00:07:59.010 align:start position:0% gues there's definitely a need for 00:07:59.010 --> 00:08:00.500 align:start position:0% gues there's definitely a need for building<00:07:59.190> the<00:07:59.400> community<00:07:59.550> and<00:07:59.910> you<00:08:00.180> know<00:08:00.240> I 00:08:00.500 --> 00:08:00.510 align:start position:0% building the community and you know I 00:08:00.510 --> 00:08:02.240 align:start position:0% building the community and you know I think<00:08:00.720> um<00:08:00.930> think<00:08:01.140> companies<00:08:01.470> like<00:08:01.590> index<00:08:02.070> has 00:08:02.240 --> 00:08:02.250 align:start position:0% think um think companies like index has 00:08:02.250 --> 00:08:03.560 align:start position:0% think um think companies like index has to<00:08:02.460> you<00:08:02.640> know<00:08:02.670> be<00:08:02.760> part<00:08:03.000> of<00:08:03.120> it<00:08:03.270> because<00:08:03.390> you 00:08:03.560 --> 00:08:03.570 align:start position:0% to you know be part of it because you 00:08:03.570 --> 00:08:04.850 align:start position:0% to you know be part of it because you know<00:08:03.660> I<00:08:03.690> think<00:08:03.750> we<00:08:03.900> are<00:08:03.990> doing<00:08:04.170> some<00:08:04.350> some 00:08:04.850 --> 00:08:04.860 align:start position:0% know I think we are doing some some 00:08:04.860 --> 00:08:07.640 align:start position:0% know I think we are doing some some really<00:08:05.040> interesting<00:08:05.220> stuff<00:08:05.730> in<00:08:05.880> this<00:08:05.970> area<00:08:06.650> I 00:08:07.640 --> 00:08:07.650 align:start position:0% really interesting stuff in this area I 00:08:07.650 --> 00:08:09.290 align:start position:0% really interesting stuff in this area I mean<00:08:08.130> unfortunately<00:08:08.310> you<00:08:08.940> know<00:08:09.060> we've<00:08:09.180> not 00:08:09.290 --> 00:08:09.300 align:start position:0% mean unfortunately you know we've not 00:08:09.300 --> 00:08:11.600 align:start position:0% mean unfortunately you know we've not been<00:08:09.570> you<00:08:10.110> know<00:08:10.140> able<00:08:10.530> to<00:08:10.710> do<00:08:10.920> in<00:08:11.310> spend<00:08:11.520> as 00:08:11.600 --> 00:08:11.610 align:start position:0% been you know able to do in spend as 00:08:11.610 --> 00:08:13.600 align:start position:0% been you know able to do in spend as much<00:08:11.760> as<00:08:11.970> as<00:08:12.540> much<00:08:12.750> time<00:08:12.900> as<00:08:13.110> we<00:08:13.260> would<00:08:13.350> like 00:08:13.600 --> 00:08:13.610 align:start position:0% much as as much time as we would like 00:08:13.610 --> 00:08:15.620 align:start position:0% much as as much time as we would like but<00:08:14.610> it's<00:08:14.880> one<00:08:15.030> of<00:08:15.060> the<00:08:15.180> things<00:08:15.330> that<00:08:15.420> we<00:08:15.510> would 00:08:15.620 --> 00:08:15.630 align:start position:0% but it's one of the things that we would 00:08:15.630 --> 00:08:16.700 align:start position:0% but it's one of the things that we would like<00:08:15.780> to<00:08:15.810> do<00:08:15.990> I<00:08:16.020> mean<00:08:16.200> you<00:08:16.260> know<00:08:16.350> I'm<00:08:16.410> probably 00:08:16.700 --> 00:08:16.710 align:start position:0% like to do I mean you know I'm probably 00:08:16.710 --> 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the maturity of folks there<00:08:22.500> is<00:08:22.560> when<00:08:23.040> people<00:08:23.250> are<00:08:23.460> just<00:08:23.580> learning 00:08:23.720 --> 00:08:23.730 align:start position:0% there is when people are just learning 00:08:23.730 --> 00:08:26.060 align:start position:0% there is when people are just learning about<00:08:24.450> big<00:08:24.990> data<00:08:25.170> is<00:08:25.350> getting<00:08:25.710> their<00:08:25.920> hands 00:08:26.060 --> 00:08:26.070 align:start position:0% about big data is getting their hands 00:08:26.070 --> 00:08:27.650 align:start position:0% about big data is getting their hands dirty<00:08:26.160> with<00:08:26.460> Hadoop<00:08:26.730> so<00:08:26.880> how<00:08:27.090> do<00:08:27.150> we<00:08:27.300> get<00:08:27.480> them 00:08:27.650 --> 00:08:27.660 align:start position:0% dirty with Hadoop so how do we get them 00:08:27.660 --> 00:08:29.540 align:start position:0% dirty with Hadoop so how do we get them from<00:08:28.200> mere<00:08:28.680> learners<00:08:29.070> to<00:08:29.340> you<00:08:29.460> know 00:08:29.540 --> 00:08:29.550 align:start position:0% from mere learners to you know 00:08:29.550 --> 00:08:31.520 align:start position:0% from mere learners to you know practitioners<00:08:30.090> I<00:08:30.240> think<00:08:30.420> that's<00:08:30.570> that<00:08:30.630> that 00:08:31.520 --> 00:08:31.530 align:start position:0% practitioners I think that's that that 00:08:31.530 --> 00:08:33.710 align:start position:0% practitioners I think that's that that gap<00:08:31.740> is<00:08:31.890> what<00:08:32.070> we<00:08:32.190> need<00:08:32.340> to<00:08:32.370> bridge<00:08:32.640> is<00:08:33.479> what<00:08:33.690> I 00:08:33.710 --> 00:08:33.720 align:start position:0% gap is what we need to bridge is what I 00:08:33.720 --> 00:08:36.350 align:start position:0% gap is what we need to bridge is what I think<00:08:33.960> and<00:08:34.110> and<00:08:34.440> there<00:08:34.590> is<00:08:34.880> I<00:08:35.880> mean<00:08:36.150> and 00:08:36.350 --> 00:08:36.360 align:start position:0% think and and there is I mean and 00:08:36.360 --> 00:08:38.120 align:start position:0% think and and there is I mean and there's<00:08:36.510> work<00:08:36.630> to<00:08:36.660> be<00:08:36.810> done<00:08:36.900> and<00:08:37.229> you<00:08:38.040> know 00:08:38.120 --> 00:08:38.130 align:start position:0% there's work to be done and you know 00:08:38.130 --> 00:08:39.290 align:start position:0% there's work to be done and you know hopefully<00:08:38.280> you<00:08:38.460> know<00:08:38.520> we<00:08:38.610> will<00:08:38.820> do<00:08:39.090> something 00:08:39.290 --> 00:08:39.300 align:start position:0% hopefully you know we will do something 00:08:39.300 --> 00:08:39.920 align:start position:0% hopefully you know we will do something about<00:08:39.510> it 00:08:39.920 --> 00:08:39.930 align:start position:0% about it 00:08:39.930 --> 00:08:41.390 align:start position:0% about it yes<00:08:40.290> and<00:08:40.560> and<00:08:40.710> there's<00:08:40.860> also<00:08:40.979> one<00:08:41.160> more<00:08:41.220> point 00:08:41.390 --> 00:08:41.400 align:start position:0% yes and and there's also one more point 00:08:41.400 --> 00:08:43.219 align:start position:0% yes and and there's also one more point I<00:08:41.550> want<00:08:41.580> to<00:08:41.760> make<00:08:41.910> I<00:08:42.090> mean<00:08:42.120> one<00:08:42.420> you<00:08:42.810> know<00:08:42.900> this 00:08:43.219 --> 00:08:43.229 align:start position:0% I want to make I mean one you know this 00:08:43.229 --> 00:08:45.140 align:start position:0% I want to make I mean one you know this is<00:08:43.380> about<00:08:44.370> what<00:08:44.610> the<00:08:44.700> work<00:08:44.820> that<00:08:45.000> we're<00:08:45.120> doing 00:08:45.140 --> 00:08:45.150 align:start position:0% is about what the work that we're doing 00:08:45.150 --> 00:08:48.170 align:start position:0% is about what the work that we're doing at<00:08:45.360> index<00:08:45.660> so<00:08:46.500> the<00:08:46.980> goal<00:08:47.130> of<00:08:47.160> goal<00:08:47.790> for<00:08:47.970> me<00:08:48.060> to 00:08:48.170 --> 00:08:48.180 align:start position:0% at index so the goal of goal for me to 00:08:48.180 --> 00:08:49.900 align:start position:0% at index so the goal of goal for me to add<00:08:48.300> I<00:08:48.510> mean<00:08:48.630> the<00:08:48.780> reason<00:08:49.050> I<00:08:49.140> am<00:08:49.410> here<00:08:49.470> is<00:08:49.680> to 00:08:49.900 --> 00:08:49.910 align:start position:0% add I mean the reason I am here is to 00:08:49.910 --> 00:08:51.740 align:start position:0% add I mean the reason I am here is to probably<00:08:50.910> you<00:08:51.090> know<00:08:51.180> because<00:08:51.540> there<00:08:51.660> are<00:08:51.720> a 00:08:51.740 --> 00:08:51.750 align:start position:0% probably you know because there are a 00:08:51.750 --> 00:08:53.600 align:start position:0% probably you know because there are a lot<00:08:51.780> of<00:08:51.930> speakers<00:08:52.230> you<00:08:52.290> know<00:08:52.440> who<00:08:52.680> who<00:08:53.580> are 00:08:53.600 --> 00:08:53.610 align:start position:0% lot of speakers you know who who are 00:08:53.610 --> 00:08:55.340 align:start position:0% lot of speakers you know who who are actually<00:08:54.030> building<00:08:54.270> the<00:08:54.900> stuff<00:08:55.080> that<00:08:55.230> we<00:08:55.320> are 00:08:55.340 --> 00:08:55.350 align:start position:0% actually building the stuff that we are 00:08:55.350 --> 00:08:56.630 align:start position:0% actually building the stuff that we are using<00:08:55.590> so<00:08:55.860> I<00:08:55.920> wanted<00:08:56.190> to<00:08:56.250> you<00:08:56.340> know<00:08:56.370> talk<00:08:56.610> to 00:08:56.630 --> 00:08:56.640 align:start position:0% using so I wanted to you know talk to 00:08:56.640 --> 00:08:59.300 align:start position:0% using so I wanted to you know talk to them<00:08:56.850> so<00:08:57.360> probably<00:08:57.600> you<00:08:57.780> know<00:08:57.870> 80%<00:08:58.140> I<00:08:58.920> wanted 00:08:59.300 --> 00:08:59.310 align:start position:0% them so probably you know 80% I wanted 00:08:59.310 --> 00:09:00.830 align:start position:0% them so probably you know 80% I wanted to<00:08:59.400> you<00:08:59.490> know<00:08:59.610> learn<00:09:00.270> from<00:09:00.450> them<00:09:00.600> and<00:09:00.690> probably 00:09:00.830 --> 00:09:00.840 align:start position:0% to you know learn from them and probably 00:09:00.840 --> 00:09:02.620 align:start position:0% to you know learn from them and probably 20%<00:09:01.470> share<00:09:01.560> what<00:09:01.800> we<00:09:01.950> are<00:09:02.040> we<00:09:02.250> are<00:09:02.340> doing 00:09:02.620 --> 00:09:02.630 align:start position:0% 20% share what we are we are doing 00:09:02.630 --> 00:09:04.420 align:start position:0% 20% share what we are we are doing endings<00:09:02.900> but<00:09:03.560> one<00:09:03.740> thing<00:09:03.860> I<00:09:03.950> realized<00:09:04.100> when<00:09:04.400> I 00:09:04.420 --> 00:09:04.430 align:start position:0% endings but one thing I realized when I 00:09:04.430 --> 00:09:06.610 align:start position:0% endings but one thing I realized when I when<00:09:04.850> I<00:09:04.880> came<00:09:05.180> here<00:09:05.360> is<00:09:05.510> that<00:09:05.720> do<00:09:06.440> you<00:09:06.530> know 00:09:06.610 --> 00:09:06.620 align:start position:0% when I came here is that do you know 00:09:06.620 --> 00:09:10.300 align:start position:0% when I came here is that do you know actually<00:09:07.370> you<00:09:07.640> know<00:09:08.530> it's<00:09:09.530> 50%<00:09:09.890> learning<00:09:10.250> in 00:09:10.300 --> 00:09:10.310 align:start position:0% actually you know it's 50% learning in 00:09:10.310 --> 00:09:11.650 align:start position:0% actually you know it's 50% learning in 50%<00:09:10.730> sharing<00:09:11.000> in<00:09:11.090> the<00:09:11.150> sense<00:09:11.330> that<00:09:11.420> you<00:09:11.570> know 00:09:11.650 --> 00:09:11.660 align:start position:0% 50% sharing in the sense that you know 00:09:11.660 --> 00:09:13.300 align:start position:0% 50% sharing in the sense that you know whatever<00:09:11.990> stuff<00:09:12.350> we<00:09:12.590> build<00:09:12.740> at<00:09:12.890> index<00:09:13.190> you 00:09:13.300 --> 00:09:13.310 align:start position:0% whatever stuff we build at index you 00:09:13.310 --> 00:09:14.140 align:start position:0% whatever stuff we build at index you know<00:09:13.400> some<00:09:13.520> of<00:09:13.550> the<00:09:13.640> stuff<00:09:13.760> you<00:09:13.880> are<00:09:13.910> talking 00:09:14.140 --> 00:09:14.150 align:start position:0% know some of the stuff you are talking 00:09:14.150 --> 00:09:16.690 align:start position:0% know some of the stuff you are talking about<00:09:14.240> using<00:09:14.870> go<00:09:15.140> CD<00:09:15.440> as<00:09:15.620> a<00:09:15.830> big<00:09:16.160> data<00:09:16.310> pipeline 00:09:16.690 --> 00:09:16.700 align:start position:0% about using go CD as a big data pipeline 00:09:16.700 --> 00:09:19.210 align:start position:0% about using go CD as a big data pipeline yeah<00:09:16.940> is<00:09:17.570> something<00:09:18.080> that<00:09:18.230> you<00:09:18.650> know<00:09:18.740> folks 00:09:19.210 --> 00:09:19.220 align:start position:0% yeah is something that you know folks 00:09:19.220 --> 00:09:22.150 align:start position:0% yeah is something that you know folks from<00:09:19.400> Apple<00:09:19.880> from<00:09:20.150> stripe<00:09:20.390> I<00:09:20.630> mean<00:09:21.040> you<00:09:22.040> know 00:09:22.150 --> 00:09:22.160 align:start position:0% from Apple from stripe I mean you know 00:09:22.160 --> 00:09:24.790 align:start position:0% from Apple from stripe I mean you know they've<00:09:22.340> actually<00:09:22.490> said<00:09:22.790> okay<00:09:23.030> can<00:09:23.240> you<00:09:23.800> can 00:09:24.790 --> 00:09:24.800 align:start position:0% they've actually said okay can you can 00:09:24.800 --> 00:09:26.350 align:start position:0% they've actually said okay can you can you<00:09:24.860> show<00:09:25.010> this<00:09:25.130> I<00:09:25.250> mean<00:09:25.340> can<00:09:25.520> you<00:09:25.820> know<00:09:25.940> can 00:09:26.350 --> 00:09:26.360 align:start position:0% you show this I mean can you know can 00:09:26.360 --> 00:09:28.000 align:start position:0% you show this I mean can you know can you<00:09:26.480> send<00:09:26.660> can<00:09:26.990> you<00:09:27.080> you<00:09:27.320> know<00:09:27.410> tell<00:09:27.740> me<00:09:27.800> more 00:09:28.000 --> 00:09:28.010 align:start position:0% you send can you you know tell me more 00:09:28.010 --> 00:09:29.470 align:start position:0% you send can you you know tell me more about<00:09:28.040> it<00:09:28.220> I<00:09:28.370> want<00:09:28.550> to<00:09:28.640> yes<00:09:29.000> I<00:09:29.150> want<00:09:29.300> to<00:09:29.390> know 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align:start position:0% also flattering yeah so yeah and yeah I 00:09:36.590 --> 00:09:38.380 align:start position:0% also flattering yeah so yeah and yeah I mean<00:09:36.950> I<00:09:37.250> had<00:09:37.460> the<00:09:37.580> same<00:09:37.730> reservation<00:09:38.240> right<00:09:38.360> I 00:09:38.380 --> 00:09:38.390 align:start position:0% mean I had the same reservation right I 00:09:38.390 --> 00:09:40.150 align:start position:0% mean I had the same reservation right I thought<00:09:38.630> but<00:09:38.870> basically<00:09:39.290> it's<00:09:39.470> kind<00:09:39.650> of<00:09:39.710> what 00:09:40.150 --> 00:09:40.160 align:start position:0% thought but basically it's kind of what 00:09:40.160 --> 00:09:41.410 align:start position:0% thought but basically it's kind of what really<00:09:40.310> impressed<00:09:40.460> me<00:09:40.670> about<00:09:40.790> in<00:09:41.090> Dick's<00:09:41.240> that 00:09:41.410 --> 00:09:41.420 align:start position:0% really impressed me about in Dick's that 00:09:41.420 --> 00:09:43.690 align:start position:0% really impressed me about in Dick's that you<00:09:41.510> guys<00:09:41.690> kind<00:09:41.870> of<00:09:41.990> quietly<00:09:42.410> and<00:09:42.980> you<00:09:43.580> know 00:09:43.690 --> 00:09:43.700 align:start position:0% you guys kind of quietly and you know 00:09:43.700 --> 00:09:45.460 align:start position:0% you guys kind of quietly and you know built<00:09:44.060> everything<00:09:44.690> everybody's<00:09:45.230> talking 00:09:45.460 --> 00:09:45.470 align:start position:0% built everything everybody's talking 00:09:45.470 --> 00:09:47.050 align:start position:0% built everything everybody's talking about<00:09:45.710> and<00:09:45.980> so<00:09:46.190> we<00:09:46.310> often<00:09:46.460> have<00:09:46.760> talked<00:09:46.910> to 00:09:47.050 --> 00:09:47.060 align:start position:0% about and so we often have talked to 00:09:47.060 --> 00:09:48.420 align:start position:0% about and so we often have talked to people<00:09:47.210> who<00:09:47.420> build<00:09:47.630> one<00:09:47.840> half<00:09:48.050> of<00:09:48.170> this 00:09:48.420 --> 00:09:48.430 align:start position:0% people who build one half of this 00:09:48.430 --> 00:09:50.590 align:start position:0% people who build one half of this probably<00:09:49.430> presenting<00:09:49.970> how<00:09:50.150> they<00:09:50.330> put<00:09:50.480> two 00:09:50.590 --> 00:09:50.600 align:start position:0% probably presenting how they put two 00:09:50.600 --> 00:09:51.970 align:start position:0% probably presenting how they put two things<00:09:50.750> together<00:09:50.930> you<00:09:51.230> guys<00:09:51.380> put<00:09:51.800> like<00:09:51.950> a 00:09:51.970 --> 00:09:51.980 align:start position:0% things together you guys put like a 00:09:51.980 --> 00:09:53.470 align:start position:0% things together you guys put like a million<00:09:52.340> things<00:09:52.400> together<00:09:52.670> and<00:09:53.150> they<00:09:53.300> have<00:09:53.450> a 00:09:53.470 --> 00:09:53.480 align:start position:0% million things together and they have a 00:09:53.480 --> 00:09:56.350 align:start position:0% million things together and they have a dashboard<00:09:53.720> right<00:09:54.380> and<00:09:54.590> it<00:09:54.950> has<00:09:55.100> been<00:09:55.280> going<00:09:55.460> at 00:09:56.350 --> 00:09:56.360 align:start position:0% dashboard right and it has been going at 00:09:56.360 --> 00:09:57.850 align:start position:0% dashboard right and it has been going at scale<00:09:56.780> right<00:09:57.110> so<00:09:57.320> I<00:09:57.350> think<00:09:57.440> it's<00:09:57.650> really 00:09:57.850 --> 00:09:57.860 align:start position:0% scale right so I think it's really 00:09:57.860 --> 00:09:59.290 align:start position:0% scale right so I think it's really interesting<00:09:57.980> whether<00:09:58.610> you<00:09:58.700> have<00:09:58.880> something 00:09:59.290 --> 00:09:59.300 align:start position:0% interesting whether you have something 00:09:59.300 --> 00:10:02.080 align:start position:0% interesting whether you have something very<00:09:59.390> vailable<00:09:59.720> have<00:09:59.930> a<00:09:59.990> proven<00:10:00.850> engine<00:10:01.850> which 00:10:02.080 --> 00:10:02.090 align:start position:0% very vailable have a proven engine which 00:10:02.090 --> 00:10:04.150 align:start position:0% very vailable have a proven engine which is<00:10:02.330> you<00:10:02.630> know<00:10:02.780> internet<00:10:03.200> scale<00:10:03.440> which<00:10:03.770> right 00:10:04.150 --> 00:10:04.160 align:start position:0% is you know internet scale which right 00:10:04.160 --> 00:10:06.250 align:start position:0% is you know internet scale which right like<00:10:04.430> comes<00:10:04.970> and<00:10:05.150> finds<00:10:05.390> all<00:10:05.720> the<00:10:05.840> products 00:10:06.250 --> 00:10:06.260 align:start position:0% like comes and finds all the products 00:10:06.260 --> 00:10:08.500 align:start position:0% like comes and finds all the products and<00:10:06.530> resolve<00:10:06.950> them<00:10:07.160> and<00:10:07.340> it's<00:10:08.030> a<00:10:08.180> thing<00:10:08.360> it's 00:10:08.500 --> 00:10:08.510 align:start position:0% and resolve them and it's a thing it's 00:10:08.510 --> 00:10:11.500 align:start position:0% and resolve them and it's a thing it's kind<00:10:08.900> of<00:10:08.960> the<00:10:09.080> modern<00:10:10.000> startup<00:10:11.000> worlds<00:10:11.360> it's 00:10:11.500 --> 00:10:11.510 align:start position:0% kind of the modern startup worlds it's 00:10:11.510 --> 00:10:13.180 align:start position:0% kind of the modern startup worlds it's an<00:10:11.750> extremely<00:10:12.050> valuable<00:10:12.290> thing<00:10:12.800> basically 00:10:13.180 --> 00:10:13.190 align:start position:0% an extremely valuable thing basically 00:10:13.190 --> 00:10:15.580 align:start position:0% an extremely valuable thing basically this<00:10:13.520> is<00:10:13.700> the<00:10:13.850> final<00:10:14.240> result<00:10:14.450> of<00:10:14.840> all<00:10:15.350> the 00:10:15.580 --> 00:10:15.590 align:start position:0% this is the final result of all the 00:10:15.590 --> 00:10:18.840 align:start position:0% this is the final result of all the fundraising<00:10:15.860> and<00:10:16.490> all<00:10:16.700> the<00:10:17.030> promises<00:10:17.840> people 00:10:18.840 --> 00:10:18.850 align:start position:0% fundraising and all the promises people 00:10:18.850 --> 00:10:22.150 align:start position:0% fundraising and all the promises people start<00:10:19.850> with<00:10:20.090> right<00:10:20.360> so<00:10:20.690> it's<00:10:21.290> like<00:10:21.800> two<00:10:21.950> beats 00:10:22.150 --> 00:10:22.160 align:start position:0% start with right so it's like two beats 00:10:22.160 --> 00:10:23.560 align:start position:0% start with right so it's like two beats having<00:10:22.580> said<00:10:22.820> that<00:10:22.850> you<00:10:23.000> know<00:10:23.090> we<00:10:23.180> still<00:10:23.360> have 00:10:23.560 --> 00:10:23.570 align:start position:0% having said that you know we still have 00:10:23.570 --> 00:10:26.230 align:start position:0% having said that you know we still have a<00:10:23.840> long<00:10:24.830> way<00:10:24.980> to<00:10:25.010> way<00:10:25.190> in<00:10:25.250> the<00:10:25.310> sense<00:10:25.520> that<00:10:25.580> I 00:10:26.230 --> 00:10:26.240 align:start position:0% a long way to way in the sense that I 00:10:26.240 --> 00:10:27.580 align:start position:0% a long way to way in the sense that I mean<00:10:26.570> one<00:10:26.840> of<00:10:26.870> the<00:10:26.990> big<00:10:27.110> challenges<00:10:27.230> we're 00:10:27.580 --> 00:10:27.590 align:start position:0% mean one of the big challenges we're 00:10:27.590 --> 00:10:28.660 align:start position:0% mean one of the big challenges we're dealing<00:10:27.800> with<00:10:27.830> is<00:10:28.040> the<00:10:28.100> quality<00:10:28.460> of<00:10:28.550> data 00:10:28.660 --> 00:10:28.670 align:start position:0% dealing with is the quality of data 00:10:28.670 --> 00:10:29.920 align:start position:0% dealing with is the quality of data itself<00:10:29.030> because<00:10:29.360> you<00:10:29.450> get<00:10:29.630> data<00:10:29.840> from 00:10:29.920 --> 00:10:29.930 align:start position:0% itself because you get data from 00:10:29.930 --> 00:10:31.990 align:start position:0% itself because you get data from multiple<00:10:30.050> sources<00:10:30.440> yeah<00:10:30.980> so<00:10:31.160> we<00:10:31.280> actually<00:10:31.520> and 00:10:31.990 --> 00:10:32.000 align:start position:0% multiple sources yeah so we actually and 00:10:32.000 --> 00:10:33.070 align:start position:0% multiple sources yeah so we actually and I<00:10:32.120> think<00:10:32.270> we<00:10:32.360> figure<00:10:32.540> out<00:10:32.600> the<00:10:32.720> problem<00:10:32.990> of 00:10:33.070 --> 00:10:33.080 align:start position:0% I think we figure out the problem of 00:10:33.080 --> 00:10:34.780 align:start position:0% I think we figure out the problem of ingesting<00:10:33.410> that<00:10:33.650> data<00:10:33.800> you<00:10:34.100> know<00:10:34.190> the<00:10:34.340> scaling 00:10:34.780 --> 00:10:34.790 align:start position:0% ingesting that data you know the scaling 00:10:34.790 --> 00:10:36.490 align:start position:0% ingesting that data you know the scaling of<00:10:34.880> the<00:10:34.940> pipelines<00:10:35.390> yeah<00:10:35.690> now<00:10:35.960> the<00:10:36.020> problem 00:10:36.490 --> 00:10:36.500 align:start position:0% of the pipelines yeah now the problem 00:10:36.500 --> 00:10:37.570 align:start position:0% of the pipelines yeah now the problem that<00:10:36.530> we're<00:10:36.740> actually<00:10:36.860> dealing<00:10:37.070> with<00:10:37.250> is 00:10:37.570 --> 00:10:37.580 align:start position:0% that we're actually dealing with is 00:10:37.580 --> 00:10:38.590 align:start position:0% that we're actually dealing with is actually<00:10:37.910> how<00:10:38.030> do<00:10:38.090> we<00:10:38.210> improve<00:10:38.390> the<00:10:38.510> quality 00:10:38.590 --> 00:10:38.600 align:start position:0% actually how do we improve the quality 00:10:38.600 --> 00:10:41.500 align:start position:0% actually how do we improve the quality of<00:10:39.050> the<00:10:39.140> data<00:10:39.260> and<00:10:39.730> make<00:10:40.730> it<00:10:40.760> more<00:10:40.940> useful<00:10:41.120> for 00:10:41.500 --> 00:10:41.510 align:start position:0% of the data and make it more useful for 00:10:41.510 --> 00:10:43.780 align:start position:0% of the data and make it more useful for our<00:10:41.540> for<00:10:41.990> our<00:10:42.080> customers<00:10:42.500> right<00:10:42.770> in<00:10:43.310> I<00:10:43.580> mean 00:10:43.780 --> 00:10:43.790 align:start position:0% our for our customers right in I mean 00:10:43.790 --> 00:10:45.160 align:start position:0% our for our customers right in I mean again<00:10:44.120> to<00:10:44.270> me<00:10:44.360> it's<00:10:44.480> fascinating<00:10:44.690> right 00:10:45.160 --> 00:10:45.170 align:start position:0% again to me it's fascinating right 00:10:45.170 --> 00:10:48.010 align:start position:0% again to me it's fascinating right because<00:10:45.470> you<00:10:45.770> know<00:10:45.940> essentially<00:10:47.020> data 00:10:48.010 --> 00:10:48.020 align:start position:0% because you know essentially data 00:10:48.020 --> 00:10:50.800 align:start position:0% because you know essentially data science<00:10:48.350> is<00:10:48.440> 80/20<00:10:49.160> it's<00:10:49.340> 80%<00:10:49.700> data<00:10:50.330> plumbing 00:10:50.800 --> 00:10:50.810 align:start position:0% science is 80/20 it's 80% data plumbing 00:10:50.810 --> 00:10:52.930 align:start position:0% science is 80/20 it's 80% data plumbing there's<00:10:51.200> veneering<00:10:51.620> data<00:10:51.860> wrangling<00:10:52.280> right 00:10:52.930 --> 00:10:52.940 align:start position:0% there's veneering data wrangling right 00:10:52.940 --> 00:10:54.550 align:start position:0% there's veneering data wrangling right so<00:10:53.300> so<00:10:53.690> once<00:10:53.900> you<00:10:53.990> have<00:10:54.170> the<00:10:54.290> efficient 00:10:54.550 --> 00:10:54.560 align:start position:0% so so once you have the efficient 00:10:54.560 --> 00:10:56.800 align:start position:0% so so once you have the efficient structure<00:10:55.040> to<00:10:55.790> iterate<00:10:56.060> upon<00:10:56.180> then<00:10:56.510> you<00:10:56.540> can 00:10:56.800 --> 00:10:56.810 align:start position:0% structure to iterate upon then you can 00:10:56.810 --> 00:10:58.150 align:start position:0% structure to iterate upon then you can improve<00:10:57.050> the<00:10:57.230> quality<00:10:57.380> because<00:10:57.740> you<00:10:57.830> can<00:10:57.950> pump 00:10:58.150 --> 00:10:58.160 align:start position:0% improve the quality because you can pump 00:10:58.160 --> 00:10:59.650 align:start position:0% improve the quality because you can pump the<00:10:58.220> data<00:10:58.400> through<00:10:58.640> it<00:10:58.730> quickly<00:10:58.940> and<00:10:59.300> that's 00:10:59.650 --> 00:10:59.660 align:start position:0% the data through it quickly and that's 00:10:59.660 --> 00:11:01.030 align:start position:0% the data through it quickly and that's the<00:10:59.840> phase<00:10:59.960> we<00:11:00.110> are<00:11:00.140> in<00:11:00.290> right<00:11:00.440> now<00:11:00.470> all<00:11:00.920> right 00:11:01.030 --> 00:11:01.040 align:start position:0% the phase we are in right now all right 00:11:01.040 --> 00:11:04.060 align:start position:0% the phase we are in right now all right so<00:11:01.760> I'm<00:11:02.450> kind<00:11:02.690> of<00:11:02.720> interest<00:11:03.440> like<00:11:03.590> let's<00:11:03.920> say 00:11:04.060 --> 00:11:04.070 align:start position:0% so I'm kind of interest like let's say 00:11:04.070 --> 00:11:06.370 align:start position:0% so I'm kind of interest like let's say you<00:11:04.130> know<00:11:04.520> I<00:11:04.970> hope<00:11:05.390> a<00:11:05.510> bunch<00:11:05.690> of<00:11:05.810> folks<00:11:06.020> in 00:11:06.370 --> 00:11:06.380 align:start position:0% you know I hope a bunch of folks in 00:11:06.380 --> 00:11:10.240 align:start position:0% you know I hope a bunch of folks in India<00:11:06.860> or<00:11:07.010> C<00:11:07.220> see<00:11:07.970> us<00:11:08.180> and<00:11:09.010> how<00:11:10.010> would<00:11:10.160> you 00:11:10.240 --> 00:11:10.250 align:start position:0% India or C see us and how would you 00:11:10.250 --> 00:11:12.130 align:start position:0% India or C see us and how would you describe<00:11:10.430> your<00:11:10.640> ideal<00:11:10.940> candidate<00:11:11.390> and<00:11:11.570> you 00:11:12.130 --> 00:11:12.140 align:start position:0% describe your ideal candidate and you 00:11:12.140 --> 00:11:13.600 align:start position:0% describe your ideal candidate and you know<00:11:12.290> the<00:11:12.860> young<00:11:13.010> people<00:11:13.310> who<00:11:13.430> want 00:11:13.600 --> 00:11:13.610 align:start position:0% know the young people who want 00:11:13.610 --> 00:11:13.929 align:start position:0% know the young people who want to 00:11:13.929 --> 00:11:13.939 align:start position:0% to 00:11:13.939 --> 00:11:17.019 align:start position:0% to of<00:11:14.169> take<00:11:15.169> courses<00:11:15.559> and<00:11:15.799> learn<00:11:16.009> right<00:11:16.669> what<00:11:16.909> is 00:11:17.019 --> 00:11:17.029 align:start position:0% of take courses and learn right what is 00:11:17.029 --> 00:11:19.809 align:start position:0% of take courses and learn right what is your<00:11:17.179> ideal<00:11:17.539> research<00:11:18.079> engineer<00:11:18.649> and<00:11:19.009> what 00:11:19.809 --> 00:11:19.819 align:start position:0% your ideal research engineer and what 00:11:19.819 --> 00:11:22.839 align:start position:0% your ideal research engineer and what would<00:11:19.970> you<00:11:20.149> suggest<00:11:20.329> you<00:11:21.169> know<00:11:21.349> to<00:11:21.979> them<00:11:22.189> how 00:11:22.839 --> 00:11:22.849 align:start position:0% would you suggest you know to them how 00:11:22.849 --> 00:11:25.689 align:start position:0% would you suggest you know to them how can<00:11:22.909> they<00:11:23.179> build<00:11:23.449> up<00:11:23.539> the<00:11:23.629> skills<00:11:23.899> needed<00:11:24.889> to 00:11:25.689 --> 00:11:25.699 align:start position:0% can they build up the skills needed to 00:11:25.699 --> 00:11:28.119 align:start position:0% can they build up the skills needed to do<00:11:25.879> the<00:11:26.059> job<00:11:26.299> of<00:11:26.329> research<00:11:26.779> engineer<00:11:27.259> now<00:11:28.099> I 00:11:28.119 --> 00:11:28.129 align:start position:0% do the job of research engineer now I 00:11:28.129 --> 00:11:31.210 align:start position:0% do the job of research engineer now I think<00:11:28.369> one<00:11:28.999> is<00:11:29.029> I<00:11:29.239> mean<00:11:29.359> then<00:11:29.509> they<00:11:29.839> should<00:11:30.220> you 00:11:31.210 --> 00:11:31.220 align:start position:0% think one is I mean then they should you 00:11:31.220 --> 00:11:32.499 align:start position:0% think one is I mean then they should you know<00:11:31.279> understand<00:11:31.729> basic<00:11:32.029> computer<00:11:32.269> science 00:11:32.499 --> 00:11:32.509 align:start position:0% know understand basic computer science 00:11:32.509 --> 00:11:34.389 align:start position:0% know understand basic computer science concepts<00:11:32.929> I<00:11:33.049> mean<00:11:33.199> they<00:11:33.319> should<00:11:33.499> you<00:11:34.339> know 00:11:34.389 --> 00:11:34.399 align:start position:0% concepts I mean they should you know 00:11:34.399 --> 00:11:35.589 align:start position:0% concepts I mean they should you know they<00:11:34.549> should<00:11:34.669> understand<00:11:34.999> algorithms<00:11:35.479> you 00:11:35.589 --> 00:11:35.599 align:start position:0% they should understand algorithms you 00:11:35.599 --> 00:11:38.319 align:start position:0% they should understand algorithms you know<00:11:35.689> they<00:11:35.869> should<00:11:36.019> understand<00:11:37.029> yeah<00:11:38.029> under 00:11:38.319 --> 00:11:38.329 align:start position:0% know they should understand yeah under 00:11:38.329 --> 00:11:39.639 align:start position:0% know they should understand yeah under the<00:11:38.419> concept<00:11:38.629> of<00:11:38.720> computer<00:11:38.989> science<00:11:39.199> the 00:11:39.639 --> 00:11:39.649 align:start position:0% the concept of computer science the 00:11:39.649 --> 00:11:41.289 align:start position:0% the concept of computer science the second<00:11:39.949> thing<00:11:40.039> is<00:11:40.159> I<00:11:40.249> mean<00:11:40.369> they<00:11:40.459> should<00:11:40.489> love 00:11:41.289 --> 00:11:41.299 align:start position:0% second thing is I mean they should love 00:11:41.299 --> 00:11:44.460 align:start position:0% second thing is I mean they should love data<00:11:41.629> yes<00:11:42.139> I<00:11:42.409> mean<00:11:42.559> they<00:11:42.769> should<00:11:43.009> you<00:11:43.459> know 00:11:44.460 --> 00:11:44.470 align:start position:0% data yes I mean they should you know 00:11:44.470 --> 00:11:46.899 align:start position:0% data yes I mean they should you know they<00:11:45.470> should<00:11:45.529> you<00:11:45.679> know<00:11:45.709> they<00:11:46.549> should<00:11:46.669> not<00:11:46.729> be 00:11:46.899 --> 00:11:46.909 align:start position:0% they should you know they should not be 00:11:46.909 --> 00:11:49.089 align:start position:0% they should you know they should not be afraid<00:11:47.089> of<00:11:47.179> you<00:11:47.359> know<00:11:47.479> taking<00:11:48.349> the<00:11:48.379> sleeves<00:11:48.919> up 00:11:49.089 --> 00:11:49.099 align:start position:0% afraid of you know taking the sleeves up 00:11:49.099 --> 00:11:50.769 align:start position:0% afraid of you know taking the sleeves up and<00:11:49.339> you're<00:11:49.459> getting<00:11:49.549> digging<00:11:50.419> deeper<00:11:50.629> into 00:11:50.769 --> 00:11:50.779 align:start position:0% and you're getting digging deeper into 00:11:50.779 --> 00:11:52.389 align:start position:0% and you're getting digging deeper into data<00:11:51.019> and<00:11:51.289> and<00:11:51.499> understanding<00:11:51.949> what<00:11:52.099> what 00:11:52.389 --> 00:11:52.399 align:start position:0% data and and understanding what what 00:11:52.399 --> 00:11:54.789 align:start position:0% data and and understanding what what what<00:11:52.759> it<00:11:52.879> is<00:11:52.970> all<00:11:53.059> about<00:11:53.089> and<00:11:53.539> then<00:11:53.899> and<00:11:54.259> I 00:11:54.789 --> 00:11:54.799 align:start position:0% what it is all about and then and I 00:11:54.799 --> 00:11:56.349 align:start position:0% what it is all about and then and I think<00:11:54.889> you<00:11:55.159> know<00:11:55.249> once<00:11:55.429> they<00:11:55.879> have<00:11:56.029> these<00:11:56.179> two 00:11:56.349 --> 00:11:56.359 align:start position:0% think you know once they have these two 00:11:56.359 --> 00:11:59.489 align:start position:0% think you know once they have these two things<00:11:56.959> right<00:11:57.079> I<00:11:57.259> mean<00:11:57.470> there<00:11:57.769> is<00:11:58.029> you<00:11:59.029> know 00:11:59.489 --> 00:11:59.499 align:start position:0% things right I mean there is you know 00:11:59.499 --> 00:12:02.139 align:start position:0% things right I mean there is you know enough<00:12:00.499> of<00:12:00.679> let's<00:12:01.069> say<00:12:01.159> coaching<00:12:01.519> and<00:12:01.879> enough 00:12:02.139 --> 00:12:02.149 align:start position:0% enough of let's say coaching and enough 00:12:02.149 --> 00:12:03.309 align:start position:0% enough of let's say coaching and enough of<00:12:02.269> mentoring<00:12:02.569> that<00:12:02.720> we<00:12:02.899> can<00:12:03.049> do<00:12:03.139> in<00:12:03.229> our 00:12:03.309 --> 00:12:03.319 align:start position:0% of mentoring that we can do in our 00:12:03.319 --> 00:12:05.649 align:start position:0% of mentoring that we can do in our company<00:12:03.529> or<00:12:03.919> or<00:12:04.759> I<00:12:05.119> mean<00:12:05.329> you<00:12:05.419> know<00:12:05.479> they're 00:12:05.649 --> 00:12:05.659 align:start position:0% company or or I mean you know they're 00:12:05.659 --> 00:12:06.999 align:start position:0% company or or I mean you know they're enough<00:12:06.109> resources<00:12:06.409> that<00:12:06.559> are<00:12:06.679> available<00:12:06.769> for 00:12:06.999 --> 00:12:07.009 align:start position:0% enough resources that are available for 00:12:07.009 --> 00:12:10.529 align:start position:0% enough resources that are available for them<00:12:07.249> to<00:12:07.869> you<00:12:08.869> know<00:12:08.899> be<00:12:09.079> productive<00:12:09.529> mm-hm<00:12:10.039> and 00:12:10.529 --> 00:12:10.539 align:start position:0% them to you know be productive mm-hm and 00:12:10.539 --> 00:12:13.179 align:start position:0% them to you know be productive mm-hm and kind<00:12:11.539> of<00:12:11.629> let's<00:12:12.139> say<00:12:12.289> you<00:12:12.649> know<00:12:12.799> they're<00:12:13.069> good 00:12:13.179 --> 00:12:13.189 align:start position:0% kind of let's say you know they're good 00:12:13.189 --> 00:12:14.889 align:start position:0% kind of let's say you know they're good enough<00:12:13.309> and<00:12:13.669> acquire<00:12:13.879> them<00:12:14.089> as<00:12:14.389> junior 00:12:14.889 --> 00:12:14.899 align:start position:0% enough and acquire them as junior 00:12:14.899 --> 00:12:17.259 align:start position:0% enough and acquire them as junior musician<00:12:15.859> engineers<00:12:16.220> what<00:12:16.579> will<00:12:16.909> they<00:12:17.119> learn 00:12:17.259 --> 00:12:17.269 align:start position:0% musician engineers what will they learn 00:12:17.269 --> 00:12:18.699 align:start position:0% musician engineers what will they learn on<00:12:17.329> the<00:12:17.599> job<00:12:17.629> what<00:12:18.019> can<00:12:18.199> you<00:12:18.319> give<00:12:18.529> them<00:12:18.649> back 00:12:18.699 --> 00:12:18.709 align:start position:0% on the job what can you give them back 00:12:18.709 --> 00:12:21.759 align:start position:0% on the job what can you give them back what<00:12:19.579> is<00:12:19.729> the<00:12:20.509> advantages<00:12:20.899> of<00:12:20.959> being<00:12:21.349> exposed 00:12:21.759 --> 00:12:21.769 align:start position:0% what is the advantages of being exposed 00:12:21.769 --> 00:12:23.109 align:start position:0% what is the advantages of being exposed to<00:12:21.949> all<00:12:22.039> these<00:12:22.129> technologies<00:12:22.609> you<00:12:22.699> guys<00:12:22.849> built 00:12:23.109 --> 00:12:23.119 align:start position:0% to all these technologies you guys built 00:12:23.119 --> 00:12:25.059 align:start position:0% to all these technologies you guys built for<00:12:23.779> them<00:12:23.929> no<00:12:24.229> I<00:12:24.259> think<00:12:24.379> the<00:12:24.589> the<00:12:24.919> learning 00:12:25.059 --> 00:12:25.069 align:start position:0% for them no I think the the learning 00:12:25.069 --> 00:12:27.789 align:start position:0% for them no I think the the learning rate<00:12:25.369> I<00:12:25.669> mean<00:12:25.819> the<00:12:26.059> you<00:12:26.989> know<00:12:27.079> you<00:12:27.139> get<00:12:27.589> to<00:12:27.709> do 00:12:27.789 --> 00:12:27.799 align:start position:0% rate I mean the you know you get to do 00:12:27.799 --> 00:12:29.979 align:start position:0% rate I mean the you know you get to do what<00:12:28.099> you<00:12:28.399> know<00:12:28.999> you<00:12:29.089> get<00:12:29.209> to<00:12:29.299> do<00:12:29.389> in<00:12:29.659> a<00:12:29.809> year 00:12:29.979 --> 00:12:29.989 align:start position:0% what you know you get to do in a year 00:12:29.989 --> 00:12:31.149 align:start position:0% what you know you get to do in a year you<00:12:30.259> know<00:12:30.349> what<00:12:30.499> you<00:12:30.589> would<00:12:30.679> get<00:12:30.829> to<00:12:30.949> do<00:12:31.039> in 00:12:31.149 --> 00:12:31.159 align:start position:0% you know what you would get to do in 00:12:31.159 --> 00:12:32.769 align:start position:0% you know what you would get to do in another<00:12:31.429> company<00:12:31.699> in<00:12:31.970> over<00:12:32.149> five<00:12:32.359> years<00:12:32.509> right 00:12:32.769 --> 00:12:32.779 align:start position:0% another company in over five years right 00:12:32.779 --> 00:12:35.889 align:start position:0% another company in over five years right when<00:12:32.989> you're<00:12:33.139> I<00:12:34.069> mean<00:12:34.699> so<00:12:34.999> I<00:12:35.029> I<00:12:35.119> have<00:12:35.569> this<00:12:35.689> I 00:12:35.889 --> 00:12:35.899 align:start position:0% when you're I mean so I I have this I 00:12:35.899 --> 00:12:36.999 align:start position:0% when you're I mean so I I have this I mean<00:12:35.929> I<00:12:36.109> talked<00:12:36.289> about<00:12:36.470> this<00:12:36.529> concept<00:12:36.649> of<00:12:36.889> you 00:12:36.999 --> 00:12:37.009 align:start position:0% mean I talked about this concept of you 00:12:37.009 --> 00:12:37.839 align:start position:0% mean I talked about this concept of you know<00:12:37.069> what<00:12:37.189> is<00:12:37.279> called<00:12:37.429> an<00:12:37.489> escape<00:12:37.759> velocity 00:12:37.839 --> 00:12:37.849 align:start position:0% know what is called an escape velocity 00:12:37.849 --> 00:12:39.819 align:start position:0% know what is called an escape velocity right<00:12:38.299> I<00:12:38.359> mean<00:12:38.569> once<00:12:38.749> once<00:12:39.289> the<00:12:39.379> rocket<00:12:39.619> reach 00:12:39.819 --> 00:12:39.829 align:start position:0% right I mean once once the rocket reach 00:12:39.829 --> 00:12:41.469 align:start position:0% right I mean once once the rocket reach an<00:12:39.949> escape<00:12:40.249> velocity<00:12:40.609> you<00:12:40.639> know<00:12:40.759> it's<00:12:41.029> it's<00:12:41.359> on 00:12:41.469 --> 00:12:41.479 align:start position:0% an escape velocity you know it's it's on 00:12:41.479 --> 00:12:43.059 align:start position:0% an escape velocity you know it's it's on its<00:12:41.659> orbits<00:12:42.019> on<00:12:42.109> its<00:12:42.259> own<00:12:42.349> right<00:12:42.589> yes<00:12:42.829> it's 00:12:43.059 --> 00:12:43.069 align:start position:0% its orbits on its own right yes it's 00:12:43.069 --> 00:12:44.919 align:start position:0% its orbits on its own right yes it's very<00:12:43.220> important<00:12:43.579> for<00:12:43.669> you<00:12:43.789> to<00:12:43.819> figure<00:12:44.419> out<00:12:44.539> you 00:12:44.919 --> 00:12:44.929 align:start position:0% very important for you to figure out you 00:12:44.929 --> 00:12:46.629 align:start position:0% very important for you to figure out you know<00:12:44.989> the<00:12:45.169> right<00:12:45.319> company<00:12:45.949> in<00:12:46.129> your<00:12:46.279> in<00:12:46.489> your 00:12:46.629 --> 00:12:46.639 align:start position:0% know the right company in your in your 00:12:46.639 --> 00:12:48.309 align:start position:0% know the right company in your in your start<00:12:46.909> of<00:12:47.029> your<00:12:47.119> career<00:12:47.359> so<00:12:47.479> that<00:12:47.749> you<00:12:48.229> know 00:12:48.309 --> 00:12:48.319 align:start position:0% start of your career so that you know 00:12:48.319 --> 00:12:49.689 align:start position:0% start of your career so that you know you<00:12:48.409> so<00:12:48.829> that<00:12:48.949> you're<00:12:49.069> maximizing<00:12:49.399> learning 00:12:49.689 --> 00:12:49.699 align:start position:0% you so that you're maximizing learning 00:12:49.699 --> 00:12:51.639 align:start position:0% you so that you're maximizing learning yes<00:12:50.299> and<00:12:50.689> then<00:12:50.809> once<00:12:50.989> that<00:12:51.049> happens<00:12:51.169> I<00:12:51.559> mean 00:12:51.639 --> 00:12:51.649 align:start position:0% yes and then once that happens I mean 00:12:51.649 --> 00:12:53.109 align:start position:0% yes and then once that happens I mean you<00:12:51.769> are<00:12:51.859> you<00:12:52.129> know<00:12:52.249> you're<00:12:52.579> all<00:12:52.669> set<00:12:52.879> in<00:12:53.029> your 00:12:53.109 --> 00:12:53.119 align:start position:0% you are you know you're all set in your 00:12:53.119 --> 00:12:55.539 align:start position:0% you are you know you're all set in your career<00:12:53.389> so<00:12:53.629> I<00:12:53.659> think<00:12:53.929> you<00:12:54.199> know<00:12:54.289> in<00:12:54.709> given<00:12:55.399> that 00:12:55.539 --> 00:12:55.549 align:start position:0% career so I think you know in given that 00:12:55.549 --> 00:12:56.859 align:start position:0% career so I think you know in given that what<00:12:55.729> given<00:12:56.029> the<00:12:56.089> kind<00:12:56.239> of<00:12:56.299> stuff<00:12:56.539> that<00:12:56.720> we<00:12:56.809> are 00:12:56.859 --> 00:12:56.869 align:start position:0% what given the kind of stuff that we are 00:12:56.869 --> 00:12:58.210 align:start position:0% what given the kind of stuff that we are doing<00:12:57.049> I<00:12:57.139> mean<00:12:57.259> there's<00:12:57.409> hard<00:12:57.709> problems<00:12:58.129> you 00:12:58.210 --> 00:12:58.220 align:start position:0% doing I mean there's hard problems you 00:12:58.220 --> 00:13:00.999 align:start position:0% doing I mean there's hard problems you are<00:12:58.309> solving<00:12:58.459> I<00:12:59.109> think<00:13:00.109> we<00:13:00.199> can<00:13:00.559> draw<00:13:00.679> a<00:13:00.709> desk<00:13:00.919> a 00:13:00.999 --> 00:13:01.009 align:start position:0% are solving I think we can draw a desk a 00:13:01.009 --> 00:13:02.199 align:start position:0% are solving I think we can draw a desk a velocity<00:13:01.309> to<00:13:01.429> developers<00:13:01.819> is<00:13:01.939> what<00:13:02.059> I<00:13:02.089> think 00:13:02.199 --> 00:13:02.209 align:start position:0% velocity to developers is what I think 00:13:02.209 --> 00:13:04.659 align:start position:0% velocity to developers is what I think nice<00:13:02.659> so<00:13:02.929> then<00:13:03.529> you<00:13:04.189> know<00:13:04.279> my<00:13:04.399> follow-up 00:13:04.659 --> 00:13:04.669 align:start position:0% nice so then you know my follow-up 00:13:04.669 --> 00:13:06.399 align:start position:0% nice so then you know my follow-up questions<00:13:04.999> will<00:13:05.149> be<00:13:05.299> how<00:13:05.869> do<00:13:05.929> you<00:13:06.019> make<00:13:06.169> sure 00:13:06.399 --> 00:13:06.409 align:start position:0% questions will be how do you make sure 00:13:06.409 --> 00:13:08.259 align:start position:0% questions will be how do you make sure that<00:13:06.439> your<00:13:06.799> most<00:13:07.099> valuable<00:13:07.429> developers<00:13:08.119> not 00:13:08.259 --> 00:13:08.269 align:start position:0% that your most valuable developers not 00:13:08.269 --> 00:13:10.119 align:start position:0% that your most valuable developers not escape<00:13:08.569> all<00:13:09.049> right<00:13:09.169> because<00:13:09.379> if<00:13:09.739> you<00:13:09.889> train 00:13:10.119 --> 00:13:10.129 align:start position:0% escape all right because if you train 00:13:10.129 --> 00:13:11.379 align:start position:0% escape all right because if you train all<00:13:10.279> these<00:13:10.399> guys<00:13:10.549> and<00:13:10.579> then<00:13:10.970> satellite 00:13:11.379 --> 00:13:11.389 align:start position:0% all these guys and then satellite 00:13:11.389 --> 00:13:13.089 align:start position:0% all these guys and then satellite Twitter<00:13:11.689> and<00:13:12.019> Facebook<00:13:12.169> and<00:13:12.470> Google<00:13:12.769> see<00:13:12.949> that 00:13:13.089 --> 00:13:13.099 align:start position:0% Twitter and Facebook and Google see that 00:13:13.099 --> 00:13:14.169 align:start position:0% Twitter and Facebook and Google see that they<00:13:13.159> use<00:13:13.309> the<00:13:13.399> same<00:13:13.429> technologist<00:13:14.029> and 00:13:14.169 --> 00:13:14.179 align:start position:0% they use the same technologist and 00:13:14.179 --> 00:13:15.639 align:start position:0% they use the same technologist and there's<00:13:14.329> not<00:13:14.449> fully<00:13:14.629> what<00:13:15.169> they're<00:13:15.319> doing 00:13:15.639 --> 00:13:15.649 align:start position:0% there's not fully what they're doing 00:13:15.649 --> 00:13:18.009 align:start position:0% there's not fully what they're doing right<00:13:16.429> and<00:13:16.699> they<00:13:16.849> all<00:13:16.970> kind<00:13:17.329> of<00:13:17.449> come<00:13:17.749> into 00:13:18.009 --> 00:13:18.019 align:start position:0% right and they all kind of come into 00:13:18.019 --> 00:13:21.129 align:start position:0% right and they all kind of come into India<00:13:18.109> how<00:13:18.819> how<00:13:19.819> do<00:13:19.879> you<00:13:20.089> retain<00:13:20.329> the<00:13:20.509> top 00:13:21.129 --> 00:13:21.139 align:start position:0% India how how do you retain the top 00:13:21.139 --> 00:13:23.439 align:start position:0% India how how do you retain the top talent<00:13:21.499> I<00:13:22.220> mean<00:13:22.579> I<00:13:22.759> I<00:13:22.789> don't<00:13:22.999> know<00:13:23.179> I<00:13:23.269> mean<00:13:23.359> I 00:13:23.439 --> 00:13:23.449 align:start position:0% talent I mean I I don't know I mean I 00:13:23.449 --> 00:13:24.729 align:start position:0% talent I mean I I don't know I mean I think<00:13:23.509> we<00:13:23.689> are<00:13:23.809> we<00:13:24.079> are<00:13:24.169> struggling<00:13:24.379> on<00:13:24.619> that 00:13:24.729 --> 00:13:24.739 align:start position:0% think we are we are struggling on that 00:13:24.739 --> 00:13:25.940 align:start position:0% think we are we are struggling on that front<00:13:24.979> you<00:13:25.279> know 00:13:25.940 --> 00:13:25.950 align:start position:0% front you know 00:13:25.950 --> 00:13:28.730 align:start position:0% front you know I<00:13:26.060> think<00:13:27.060> it's<00:13:27.360> very<00:13:27.540> difficult<00:13:27.840> for<00:13:28.020> folks<00:13:28.290> in 00:13:28.730 --> 00:13:28.740 align:start position:0% I think it's very difficult for folks in 00:13:28.740 --> 00:13:31.730 align:start position:0% I think it's very difficult for folks in you<00:13:29.040> know<00:13:29.130> in<00:13:29.220> my<00:13:29.340> company<00:13:29.730> to<00:13:30.650> appreciate<00:13:31.650> the 00:13:31.730 --> 00:13:31.740 align:start position:0% you know in my company to appreciate the 00:13:31.740 --> 00:13:33.380 align:start position:0% you know in my company to appreciate the kind<00:13:31.890> of<00:13:31.980> work<00:13:32.100> we<00:13:32.250> are<00:13:32.280> doing<00:13:32.340> because<00:13:32.670> I<00:13:33.210> mean 00:13:33.380 --> 00:13:33.390 align:start position:0% kind of work we are doing because I mean 00:13:33.390 --> 00:13:34.550 align:start position:0% kind of work we are doing because I mean it's<00:13:33.570> it's<00:13:33.750> a<00:13:33.810> hard<00:13:33.960> problem<00:13:34.110> in<00:13:34.320> trying<00:13:34.470> to 00:13:34.550 --> 00:13:34.560 align:start position:0% it's it's a hard problem in trying to 00:13:34.560 --> 00:13:36.590 align:start position:0% it's it's a hard problem in trying to create<00:13:34.680> a<00:13:34.740> new<00:13:34.860> market<00:13:35.040> I<00:13:35.790> mean<00:13:36.150> on<00:13:36.240> a<00:13:36.330> business 00:13:36.590 --> 00:13:36.600 align:start position:0% create a new market I mean on a business 00:13:36.600 --> 00:13:37.820 align:start position:0% create a new market I mean on a business side<00:13:36.780> I<00:13:36.810> mean<00:13:37.020> we're<00:13:37.140> not<00:13:37.290> you<00:13:37.530> know<00:13:37.560> we're<00:13:37.710> not 00:13:37.820 --> 00:13:37.830 align:start position:0% side I mean we're not you know we're not 00:13:37.830 --> 00:13:38.930 align:start position:0% side I mean we're not you know we're not having<00:13:37.950> a<00:13:38.130> trajectory<00:13:38.280> that<00:13:38.520> you<00:13:38.730> would<00:13:38.820> like 00:13:38.930 --> 00:13:38.940 align:start position:0% having a trajectory that you would like 00:13:38.940 --> 00:13:39.980 align:start position:0% having a trajectory that you would like because<00:13:39.180> you<00:13:39.240> know<00:13:39.300> it's<00:13:39.510> a<00:13:39.540> hard<00:13:39.720> problem<00:13:39.840> to 00:13:39.980 --> 00:13:39.990 align:start position:0% because you know it's a hard problem to 00:13:39.990 --> 00:13:44.060 align:start position:0% because you know it's a hard problem to solve<00:13:40.760> so<00:13:41.760> so<00:13:42.420> I<00:13:42.450> don't<00:13:42.540> know<00:13:42.750> I<00:13:42.780> mean<00:13:42.990> I<00:13:43.380> one 00:13:44.060 --> 00:13:44.070 align:start position:0% solve so so I don't know I mean I one 00:13:44.070 --> 00:13:45.320 align:start position:0% solve so so I don't know I mean I one think<00:13:44.250> would<00:13:44.340> be<00:13:44.430> you<00:13:44.490> know<00:13:44.580> if<00:13:45.030> they<00:13:45.270> could 00:13:45.320 --> 00:13:45.330 align:start position:0% think would be you know if they could 00:13:45.330 --> 00:13:46.640 align:start position:0% think would be you know if they could come<00:13:45.570> here<00:13:45.750> and<00:13:45.780> see<00:13:46.050> for<00:13:46.080> themselves<00:13:46.380> you 00:13:46.640 --> 00:13:46.650 align:start position:0% come here and see for themselves you 00:13:46.650 --> 00:13:49.030 align:start position:0% come here and see for themselves you know<00:13:46.740> the<00:13:46.890> kind<00:13:47.070> of<00:13:47.190> impact<00:13:47.490> that<00:13:47.870> you<00:13:48.870> know 00:13:49.030 --> 00:13:49.040 align:start position:0% know the kind of impact that you know 00:13:49.040 --> 00:13:50.930 align:start position:0% know the kind of impact that you know what<00:13:50.040> I<00:13:50.070> could<00:13:50.310> see<00:13:50.430> here<00:13:50.610> right<00:13:50.730> I<00:13:50.790> mean 00:13:50.930 --> 00:13:50.940 align:start position:0% what I could see here right I mean 00:13:50.940 --> 00:13:51.950 align:start position:0% what I could see here right I mean people<00:13:51.180> are<00:13:51.270> coming<00:13:51.510> and<00:13:51.630> talking<00:13:51.690> to<00:13:51.870> me 00:13:51.950 --> 00:13:51.960 align:start position:0% people are coming and talking to me 00:13:51.960 --> 00:13:54.410 align:start position:0% people are coming and talking to me about<00:13:52.140> you<00:13:52.260> know<00:13:52.320> what<00:13:52.620> is<00:13:53.190> about<00:13:54.090> the<00:13:54.180> scale 00:13:54.410 --> 00:13:54.420 align:start position:0% about you know what is about the scale 00:13:54.420 --> 00:13:56.210 align:start position:0% about you know what is about the scale about<00:13:54.750> the<00:13:54.810> idea<00:13:54.960> pipe<00:13:55.110> data<00:13:55.410> pipelines<00:13:55.800> mhm 00:13:56.210 --> 00:13:56.220 align:start position:0% about the idea pipe data pipelines mhm 00:13:56.220 --> 00:13:58.820 align:start position:0% about the idea pipe data pipelines mhm so<00:13:56.540> so<00:13:57.540> I<00:13:57.570> don't<00:13:57.660> know<00:13:57.870> I<00:13:57.900> mean<00:13:58.050> yeah<00:13:58.410> let's<00:13:58.710> see 00:13:58.820 --> 00:13:58.830 align:start position:0% so so I don't know I mean yeah let's see 00:13:58.830 --> 00:14:02.240 align:start position:0% so so I don't know I mean yeah let's see yeah<00:13:59.600> cool<00:14:00.600> you<00:14:00.870> know<00:14:01.050> yeah<00:14:01.890> we<00:14:01.980> don't<00:14:02.100> know 00:14:02.240 --> 00:14:02.250 align:start position:0% yeah cool you know yeah we don't know 00:14:02.250 --> 00:14:03.770 align:start position:0% yeah cool you know yeah we don't know that<00:14:02.280> you<00:14:02.520> sure<00:14:02.700> but<00:14:02.910> I<00:14:02.970> think<00:14:03.090> you<00:14:03.510> know<00:14:03.600> from 00:14:03.770 --> 00:14:03.780 align:start position:0% that you sure but I think you know from 00:14:03.780 --> 00:14:05.690 align:start position:0% that you sure but I think you know from what<00:14:03.870> I<00:14:03.960> can<00:14:04.020> see<00:14:04.140> I<00:14:04.290> am<00:14:04.770> really<00:14:05.040> kind<00:14:05.310> of<00:14:05.340> happy 00:14:05.690 --> 00:14:05.700 align:start position:0% what I can see I am really kind of happy 00:14:05.700 --> 00:14:07.730 align:start position:0% what I can see I am really kind of happy about<00:14:05.730> the<00:14:06.270> trajectory<00:14:06.900> of<00:14:07.260> your<00:14:07.380> garden 00:14:07.730 --> 00:14:07.740 align:start position:0% about the trajectory of your garden 00:14:07.740 --> 00:14:09.560 align:start position:0% about the trajectory of your garden right<00:14:07.920> and<00:14:08.160> I<00:14:08.190> think<00:14:08.460> it's<00:14:08.700> definitely<00:14:09.120> great 00:14:09.560 --> 00:14:09.570 align:start position:0% right and I think it's definitely great 00:14:09.570 --> 00:14:12.500 align:start position:0% right and I think it's definitely great to<00:14:09.600> have<00:14:09.950> index<00:14:10.950> in<00:14:11.160> our<00:14:11.310> community<00:14:11.880> it's 00:14:12.500 --> 00:14:12.510 align:start position:0% to have index in our community it's 00:14:12.510 --> 00:14:14.210 align:start position:0% to have index in our community it's great<00:14:12.720> to<00:14:12.900> finally<00:14:13.200> have<00:14:13.440> this<00:14:13.860> conference 00:14:14.210 --> 00:14:14.220 align:start position:0% great to finally have this conference 00:14:14.220 --> 00:14:15.830 align:start position:0% great to finally have this conference will<00:14:14.400> now<00:14:14.520> hope<00:14:14.760> you<00:14:15.000> know<00:14:15.120> next<00:14:15.630> time<00:14:15.750> you 00:14:15.830 --> 00:14:15.840 align:start position:0% will now hope you know next time you 00:14:15.840 --> 00:14:18.440 align:start position:0% will now hope you know next time you come<00:14:15.960> and<00:14:16.140> do<00:14:16.350> a<00:14:16.380> full<00:14:16.590> talk<00:14:16.830> right<00:14:17.670> and<00:14:18.270> kind 00:14:18.440 --> 00:14:18.450 align:start position:0% come and do a full talk right and kind 00:14:18.450 --> 00:14:20.660 align:start position:0% come and do a full talk right and kind of<00:14:18.630> we<00:14:18.870> collaborate<00:14:19.710> on<00:14:19.920> the<00:14:20.130> meetups<00:14:20.520> and 00:14:20.660 --> 00:14:20.670 align:start position:0% of we collaborate on the meetups and 00:14:20.670 --> 00:14:22.760 align:start position:0% of we collaborate on the meetups and community<00:14:21.150> and<00:14:21.270> we're<00:14:21.870> help<00:14:22.170> you<00:14:22.380> know<00:14:22.470> happy 00:14:22.760 --> 00:14:22.770 align:start position:0% community and we're help you know happy 00:14:22.770 --> 00:14:24.410 align:start position:0% community and we're help you know happy to<00:14:22.890> help<00:14:23.070> you<00:14:23.280> guys<00:14:23.430> build<00:14:23.760> this<00:14:23.940> community 00:14:24.410 --> 00:14:24.420 align:start position:0% to help you guys build this community 00:14:24.420 --> 00:14:26.450 align:start position:0% to help you guys build this community yeah<00:14:24.960> thanks<00:14:25.260> a<00:14:25.320> lot<00:14:25.440> and<00:14:25.650> I<00:14:26.070> think<00:14:26.250> you're 00:14:26.450 --> 00:14:26.460 align:start position:0% yeah thanks a lot and I think you're 00:14:26.460 --> 00:14:27.530 align:start position:0% yeah thanks a lot and I think you're doing<00:14:26.640> a<00:14:26.700> great<00:14:26.790> job<00:14:26.880> with<00:14:27.150> the<00:14:27.210> community 00:14:27.530 --> 00:14:27.540 align:start position:0% doing a great job with the community 00:14:27.540 --> 00:14:30.020 align:start position:0% doing a great job with the community here<00:14:27.630> and<00:14:27.900> good<00:14:28.350> luck<00:14:28.470> thank<00:14:29.190> you<00:14:29.280> thank<00:14:30.000> you 00:14:30.020 --> 00:14:30.030 align:start position:0% here and good luck thank you thank you 00:14:30.030 --> 00:14:32.870 align:start position:0% here and good luck thank you thank you yeah<00:14:30.420> thanks