WEBVTT Kind: captions Language: en 00:00:08.720 --> 00:00:13.750 align:start position:0% you 00:00:13.750 --> 00:00:13.760 align:start position:0% 00:00:13.760 --> 00:00:16.700 align:start position:0% all<00:00:14.760> right<00:00:14.879> hello<00:00:15.780> everybody<00:00:16.080> i'm<00:00:16.320> alexi 00:00:16.700 --> 00:00:16.710 align:start position:0% all right hello everybody i'm alexi 00:00:16.710 --> 00:00:18.800 align:start position:0% all right hello everybody i'm alexi Crowborough<00:00:17.039> the<00:00:17.220> organizer<00:00:17.700> of<00:00:17.789> SF<00:00:18.480> spark 00:00:18.800 --> 00:00:18.810 align:start position:0% Crowborough the organizer of SF spark 00:00:18.810 --> 00:00:21.499 align:start position:0% Crowborough the organizer of SF spark and<00:00:19.189> actually<00:00:20.189> this<00:00:20.430> time<00:00:20.759> it's<00:00:21.060> a<00:00:21.119> part<00:00:21.360> of 00:00:21.499 --> 00:00:21.509 align:start position:0% and actually this time it's a part of 00:00:21.509 --> 00:00:22.850 align:start position:0% and actually this time it's a part of the<00:00:21.630> cognitive<00:00:21.779> frameworks<00:00:22.259> festival<00:00:22.710> is<00:00:22.830> a 00:00:22.850 --> 00:00:22.860 align:start position:0% the cognitive frameworks festival is a 00:00:22.860 --> 00:00:25.519 align:start position:0% the cognitive frameworks festival is a citywide<00:00:23.310> series<00:00:23.970> of<00:00:24.119> meetups<00:00:24.450> we<00:00:25.140> start<00:00:25.410> on 00:00:25.519 --> 00:00:25.529 align:start position:0% citywide series of meetups we start on 00:00:25.529 --> 00:00:27.440 align:start position:0% citywide series of meetups we start on Mondays<00:00:25.950> use<00:00:26.340> it<00:00:26.550> today<00:00:26.700> and<00:00:26.970> have<00:00:27.210> it<00:00:27.329> all 00:00:27.440 --> 00:00:27.450 align:start position:0% Mondays use it today and have it all 00:00:27.450 --> 00:00:28.999 align:start position:0% Mondays use it today and have it all around<00:00:27.599> the<00:00:27.720> city<00:00:27.930> it's<00:00:28.110> College<00:00:28.559> spark<00:00:28.890> is 00:00:28.999 --> 00:00:29.009 align:start position:0% around the city it's College spark is 00:00:29.009 --> 00:00:31.220 align:start position:0% around the city it's College spark is data<00:00:29.220> pipelines<00:00:29.700> for<00:00:30.480> machine<00:00:30.779> learning<00:00:31.140> and 00:00:31.220 --> 00:00:31.230 align:start position:0% data pipelines for machine learning and 00:00:31.230 --> 00:00:33.260 align:start position:0% data pipelines for machine learning and AI<00:00:31.349> and<00:00:31.710> here<00:00:32.189> are<00:00:32.309> chartboost<00:00:32.730> with<00:00:33.030> Deepak 00:00:33.260 --> 00:00:33.270 align:start position:0% AI and here are chartboost with Deepak 00:00:33.270 --> 00:00:35.389 align:start position:0% AI and here are chartboost with Deepak tocrawl<00:00:33.570> who<00:00:34.230> is<00:00:34.380> a<00:00:34.410> VP<00:00:34.800> of<00:00:34.890> Oracle<00:00:35.190> engine 00:00:35.389 --> 00:00:35.399 align:start position:0% tocrawl who is a VP of Oracle engine 00:00:35.399 --> 00:00:37.250 align:start position:0% tocrawl who is a VP of Oracle engine earring<00:00:35.579> here<00:00:35.790> and<00:00:36.000> the<00:00:36.630> service<00:00:36.960> is<00:00:37.079> very 00:00:37.250 --> 00:00:37.260 align:start position:0% earring here and the service is very 00:00:37.260 --> 00:00:39.500 align:start position:0% earring here and the service is very interesting<00:00:37.739> stuff<00:00:37.950> Deepika<00:00:38.550> tell<00:00:38.760> us<00:00:38.910> about 00:00:39.500 --> 00:00:39.510 align:start position:0% interesting stuff Deepika tell us about 00:00:39.510 --> 00:00:42.500 align:start position:0% interesting stuff Deepika tell us about Buddhas<00:00:40.469> sure<00:00:41.070> so<00:00:41.610> Chad<00:00:41.910> booth<00:00:42.059> is<00:00:42.329> the 00:00:42.500 --> 00:00:42.510 align:start position:0% Buddhas sure so Chad booth is the 00:00:42.510 --> 00:00:44.090 align:start position:0% Buddhas sure so Chad booth is the world's<00:00:42.750> largest<00:00:42.989> monetization<00:00:43.860> platform 00:00:44.090 --> 00:00:44.100 align:start position:0% world's largest monetization platform 00:00:44.100 --> 00:00:47.029 align:start position:0% world's largest monetization platform for<00:00:44.489> gaming<00:00:44.760> audiences<00:00:45.269> we<00:00:46.109> have<00:00:46.350> our<00:00:46.530> SDK 00:00:47.029 --> 00:00:47.039 align:start position:0% for gaming audiences we have our SDK 00:00:47.039 --> 00:00:48.619 align:start position:0% for gaming audiences we have our SDK which<00:00:47.190> is<00:00:47.339> basically<00:00:47.699> a<00:00:47.789> piece<00:00:47.999> of<00:00:48.149> code<00:00:48.329> for 00:00:48.619 --> 00:00:48.629 align:start position:0% which is basically a piece of code for 00:00:48.629 --> 00:00:51.290 align:start position:0% which is basically a piece of code for mobile<00:00:48.989> game<00:00:49.170> developers<00:00:49.649> in<00:00:49.859> over<00:00:50.519> 300,000 00:00:51.290 --> 00:00:51.300 align:start position:0% mobile game developers in over 300,000 00:00:51.300 --> 00:00:53.810 align:start position:0% mobile game developers in over 300,000 apps<00:00:51.480> so<00:00:52.170> my<00:00:52.350> a<00:00:52.379> percent<00:00:52.800> of<00:00:52.859> the<00:00:52.949> top<00:00:53.129> ios<00:00:53.670> and 00:00:53.810 --> 00:00:53.820 align:start position:0% apps so my a percent of the top ios and 00:00:53.820 --> 00:00:56.689 align:start position:0% apps so my a percent of the top ios and android<00:00:53.909> developers<00:00:54.629> use<00:00:55.589> our<00:00:55.859> sdk<00:00:56.309> solution 00:00:56.689 --> 00:00:56.699 align:start position:0% android developers use our sdk solution 00:00:56.699 --> 00:00:58.639 align:start position:0% android developers use our sdk solution for<00:00:56.850> monetization<00:00:57.359> which<00:00:58.079> basically<00:00:58.379> means 00:00:58.639 --> 00:00:58.649 align:start position:0% for monetization which basically means 00:00:58.649 --> 00:01:02.149 align:start position:0% for monetization which basically means that<00:00:58.829> they<00:00:59.640> utilize<00:00:59.850> us<00:01:00.390> to<00:01:00.809> show<00:01:01.140> ads<00:01:01.440> mostly 00:01:02.149 --> 00:01:02.159 align:start position:0% that they utilize us to show ads mostly 00:01:02.159 --> 00:01:04.490 align:start position:0% that they utilize us to show ads mostly video<00:01:02.429> as<00:01:02.640> playable<00:01:03.269> ads<00:01:03.600> interstitial<00:01:04.320> ads 00:01:04.490 --> 00:01:04.500 align:start position:0% video as playable ads interstitial ads 00:01:04.500 --> 00:01:08.270 align:start position:0% video as playable ads interstitial ads and<00:01:05.360> they<00:01:06.360> make<00:01:06.540> money<00:01:06.720> to<00:01:07.020> that<00:01:07.200> right<00:01:07.590> and<00:01:07.800> so 00:01:08.270 --> 00:01:08.280 align:start position:0% and they make money to that right and so 00:01:08.280 --> 00:01:10.310 align:start position:0% and they make money to that right and so we<00:01:08.430> have<00:01:08.640> all<00:01:08.850> these<00:01:08.970> 90%<00:01:09.600> of<00:01:09.630> the<00:01:09.720> top<00:01:09.900> closing 00:01:10.310 --> 00:01:10.320 align:start position:0% we have all these 90% of the top closing 00:01:10.320 --> 00:01:12.410 align:start position:0% we have all these 90% of the top closing ios<00:01:10.620> and<00:01:10.770> android<00:01:10.860> apps<00:01:11.280> on<00:01:11.430> one<00:01:11.610> side<00:01:11.820> we<00:01:12.300> also 00:01:12.410 --> 00:01:12.420 align:start position:0% ios and android apps on one side we also 00:01:12.420 --> 00:01:14.510 align:start position:0% ios and android apps on one side we also have<00:01:12.630> some<00:01:13.020> of<00:01:13.050> the<00:01:13.170> largest<00:01:13.320> gaming<00:01:13.979> studios 00:01:14.510 --> 00:01:14.520 align:start position:0% have some of the largest gaming studios 00:01:14.520 --> 00:01:15.680 align:start position:0% have some of the largest gaming studios like<00:01:15.240> EA 00:01:15.680 --> 00:01:15.690 align:start position:0% like EA 00:01:15.690 --> 00:01:20.149 align:start position:0% like EA Zynga<00:01:16.409> big<00:01:17.009> fish<00:01:17.189> casino<00:01:17.990> Kane<00:01:18.990> running<00:01:19.740> ads 00:01:20.149 --> 00:01:20.159 align:start position:0% Zynga big fish casino Kane running ads 00:01:20.159 --> 00:01:22.550 align:start position:0% Zynga big fish casino Kane running ads to<00:01:20.909> drive<00:01:21.060> user<00:01:21.479> acquisition<00:01:21.719> and<00:01:22.290> to<00:01:22.350> drive 00:01:22.550 --> 00:01:22.560 align:start position:0% to drive user acquisition and to drive 00:01:22.560 --> 00:01:24.649 align:start position:0% to drive user acquisition and to drive app<00:01:22.710> installs<00:01:23.189> so<00:01:23.939> we<00:01:24.060> see<00:01:24.210> somewhere<00:01:24.540> between 00:01:24.649 --> 00:01:24.659 align:start position:0% app installs so we see somewhere between 00:01:24.659 --> 00:01:27.770 align:start position:0% app installs so we see somewhere between 700<00:01:25.350> million<00:01:25.950> to<00:01:26.159> a<00:01:26.189> billion<00:01:26.490> unique<00:01:27.210> devices 00:01:27.770 --> 00:01:27.780 align:start position:0% 700 million to a billion unique devices 00:01:27.780 --> 00:01:30.289 align:start position:0% 700 million to a billion unique devices each<00:01:28.229> month<00:01:28.619> so<00:01:29.250> these<00:01:29.399> are<00:01:29.549> basically<00:01:29.909> like 00:01:30.289 --> 00:01:30.299 align:start position:0% each month so these are basically like 00:01:30.299 --> 00:01:31.760 align:start position:0% each month so these are basically like the<00:01:30.420> monthly<00:01:30.719> active<00:01:31.020> users<00:01:31.049> we<00:01:31.469> see<00:01:31.619> on<00:01:31.740> our 00:01:31.760 --> 00:01:31.770 align:start position:0% the monthly active users we see on our 00:01:31.770 --> 00:01:33.440 align:start position:0% the monthly active users we see on our network<00:01:32.159> which<00:01:32.759> gives<00:01:33.030> us<00:01:33.119> unprecedented 00:01:33.440 --> 00:01:33.450 align:start position:0% network which gives us unprecedented 00:01:33.450 --> 00:01:36.380 align:start position:0% network which gives us unprecedented scale<00:01:34.140> and<00:01:34.670> since<00:01:35.670> is<00:01:35.789> the<00:01:35.820> performance 00:01:36.380 --> 00:01:36.390 align:start position:0% scale and since is the performance 00:01:36.390 --> 00:01:39.230 align:start position:0% scale and since is the performance driven<00:01:36.659> ad<00:01:36.930> network<00:01:37.350> we<00:01:38.070> really<00:01:38.610> I<00:01:38.640> would<00:01:39.030> I 00:01:39.230 --> 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they're a big 00:01:44.009 --> 00:01:47.240 align:start position:0% really behind the scenes they're a big data<00:01:44.219> shop<00:01:44.549> because<00:01:45.299> we<00:01:45.359> utilize<00:01:45.899> we<00:01:46.469> harvest 00:01:47.240 --> 00:01:47.250 align:start position:0% data shop because we utilize we harvest 00:01:47.250 --> 00:01:48.679 align:start position:0% data shop because we utilize we harvest all<00:01:47.399> the<00:01:47.549> data<00:01:47.700> that<00:01:47.789> we<00:01:47.939> see<00:01:48.240> in<00:01:48.329> terms<00:01:48.479> of 00:01:48.679 --> 00:01:48.689 align:start position:0% all the data that we see in terms of 00:01:48.689 --> 00:01:51.469 align:start position:0% all the data that we see in terms of billions<00:01:49.590> of<00:01:49.680> events<00:01:49.859> like<00:01:50.460> impressions<00:01:51.149> and 00:01:51.469 --> 00:01:51.479 align:start position:0% billions of events like impressions and 00:01:51.479 --> 00:01:53.959 align:start position:0% billions of events like impressions and clicks<00:01:51.509> then<00:01:52.170> installed<00:01:52.710> and<00:01:53.009> post<00:01:53.609> install 00:01:53.959 --> 00:01:53.969 align:start position:0% clicks then installed and post install 00:01:53.969 --> 00:01:56.749 align:start position:0% clicks then installed and post install data<00:01:54.270> to<00:01:55.079> utilize<00:01:55.740> that<00:01:55.979> and<00:01:56.250> the<00:01:56.369> utilize 00:01:56.749 --> 00:01:56.759 align:start position:0% data to utilize that and the utilize 00:01:56.759 --> 00:01:58.520 align:start position:0% data to utilize that and the utilize technologies<00:01:57.420> like<00:01:57.600> Scala<00:01:57.960> for<00:01:58.259> our<00:01:58.380> ad 00:01:58.520 --> 00:01:58.530 align:start position:0% technologies like Scala for our ad 00:01:58.530 --> 00:02:01.370 align:start position:0% technologies like Scala for our ad serving<00:01:59.009> and<00:01:59.280> utilize<00:02:00.090> spark<00:02:00.509> for<00:02:00.810> a<00:02:00.840> complete 00:02:01.370 --> 00:02:01.380 align:start position:0% serving and utilize spark for a complete 00:02:01.380 --> 00:02:03.529 align:start position:0% serving and utilize spark for a complete class<00:02:01.649> you<00:02:01.950> know<00:02:02.070> the<00:02:02.219> cluster<00:02:02.549> computing<00:02:02.969> to 00:02:03.529 --> 00:02:03.539 align:start position:0% class you know the cluster computing to 00:02:03.539 --> 00:02:05.990 align:start position:0% class you know the cluster computing to really<00:02:03.750> understand<00:02:04.259> and<00:02:04.789> design<00:02:05.789> the<00:02:05.909> right 00:02:05.990 --> 00:02:06.000 align:start position:0% really understand and design the right 00:02:06.000 --> 00:02:08.630 align:start position:0% really understand and design the right models<00:02:06.479> to<00:02:07.140> make<00:02:07.289> predictions<00:02:07.530> about<00:02:08.039> which 00:02:08.630 --> 00:02:08.640 align:start position:0% models to make predictions about which 00:02:08.640 --> 00:02:10.010 align:start position:0% models to make predictions about which is<00:02:08.820> the<00:02:08.910> right<00:02:09.090> ad<00:02:09.300> to<00:02:09.509> show<00:02:09.539> to<00:02:09.720> the<00:02:09.899> right 00:02:10.010 --> 00:02:10.020 align:start position:0% is the right ad to show to the right 00:02:10.020 --> 00:02:12.320 align:start position:0% is the right ad to show to the right person<00:02:10.470> at<00:02:10.890> the<00:02:11.039> right<00:02:11.130> time<00:02:11.280> a<00:02:11.760> billion 00:02:12.320 --> 00:02:12.330 align:start position:0% person at the right time a billion 00:02:12.330 --> 00:02:13.790 align:start position:0% person at the right time a billion devices<00:02:12.450> certainly<00:02:12.990> something<00:02:13.620> doesn't 00:02:13.790 --> 00:02:13.800 align:start position:0% devices certainly something doesn't 00:02:13.800 --> 00:02:16.670 align:start position:0% devices certainly something doesn't right<00:02:14.340> so<00:02:14.610> this<00:02:14.760> is<00:02:14.820> this<00:02:15.030> really<00:02:15.300> cool<00:02:15.450> and<00:02:15.990> I 00:02:16.670 --> 00:02:16.680 align:start position:0% right so this is this really cool and I 00:02:16.680 --> 00:02:18.350 align:start position:0% right so this is this really cool and I mean<00:02:17.040> I<00:02:17.190> knew<00:02:17.490> sure<00:02:17.640> boost<00:02:17.850> for<00:02:18.030> a<00:02:18.060> long<00:02:18.180> time 00:02:18.350 --> 00:02:18.360 align:start position:0% mean I knew sure boost for a long time 00:02:18.360 --> 00:02:19.970 align:start position:0% mean I knew sure boost for a long time you<00:02:18.570> know<00:02:18.690> turbos<00:02:19.020> is<00:02:19.140> a<00:02:19.170> player<00:02:19.770> in<00:02:19.920> the 00:02:19.970 --> 00:02:19.980 align:start position:0% you know turbos is a player in the 00:02:19.980 --> 00:02:20.809 align:start position:0% you know turbos is a player in the community 00:02:20.809 --> 00:02:20.819 align:start position:0% community 00:02:20.819 --> 00:02:22.550 align:start position:0% community been<00:02:21.150> at<00:02:21.299> all<00:02:21.540> the<00:02:21.689> sherbet<00:02:21.900> offices<00:02:22.349> are 00:02:22.550 --> 00:02:22.560 align:start position:0% been at all the sherbet offices are 00:02:22.560 --> 00:02:24.110 align:start position:0% been at all the sherbet offices are obvious<00:02:22.799> et<00:02:23.010> so<00:02:23.489> it's<00:02:23.609> really<00:02:23.819> good<00:02:23.969> to<00:02:24.090> be 00:02:24.110 --> 00:02:24.120 align:start position:0% obvious et so it's really good to be 00:02:24.120 --> 00:02:26.720 align:start position:0% obvious et so it's really good to be back<00:02:24.239> right<00:02:25.170> then<00:02:25.829> see<00:02:26.040> you<00:02:26.069> guys<00:02:26.189> the<00:02:26.459> doctors 00:02:26.720 --> 00:02:26.730 align:start position:0% back right then see you guys the doctors 00:02:26.730 --> 00:02:28.369 align:start position:0% back right then see you guys the doctors part<00:02:26.969> because<00:02:27.209> I<00:02:27.269> think<00:02:27.329> that<00:02:27.510> just<00:02:27.749> happened 00:02:28.369 --> 00:02:28.379 align:start position:0% part because I think that just happened 00:02:28.379 --> 00:02:31.009 align:start position:0% part because I think that just happened right<00:02:28.590> during<00:02:29.189> this<00:02:29.370> period<00:02:29.579> of<00:02:29.760> time<00:02:30.019> but 00:02:31.009 --> 00:02:31.019 align:start position:0% right during this period of time but 00:02:31.019 --> 00:02:33.379 align:start position:0% right during this period of time but kind<00:02:31.409> of<00:02:31.499> before<00:02:31.709> we<00:02:32.010> kind<00:02:32.189> of<00:02:32.280> dig<00:02:32.760> a<00:02:32.790> bit<00:02:33.030> into 00:02:33.379 --> 00:02:33.389 align:start position:0% kind of before we kind of dig a bit into 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main 00:02:39.980 --> 00:02:42.830 align:start position:0% because it still seems to be the main earner<00:02:40.980> on<00:02:41.400> the<00:02:41.670> internet<00:02:42.000> right<00:02:42.450> and<00:02:42.659> some 00:02:42.830 --> 00:02:42.840 align:start position:0% earner on the internet right and some 00:02:42.840 --> 00:02:44.449 align:start position:0% earner on the internet right and some people<00:02:43.049> say<00:02:43.200> Google<00:02:43.530> is<00:02:43.620> just<00:02:43.650> a<00:02:43.829> tech<00:02:44.099> company 00:02:44.449 --> 00:02:44.459 align:start position:0% people say Google is just a tech company 00:02:44.459 --> 00:02:47.030 align:start position:0% people say Google is just a tech company right<00:02:44.730> and<00:02:45.269> so<00:02:45.599> essentially<00:02:45.930> it<00:02:46.349> generates 00:02:47.030 --> 00:02:47.040 align:start position:0% right and so essentially it generates 00:02:47.040 --> 00:02:49.879 align:start position:0% right and so essentially it generates the<00:02:47.219> most<00:02:47.400> income<00:02:47.760> but<00:02:48.030> it's<00:02:48.629> not<00:02:48.840> as<00:02:49.109> much 00:02:49.879 --> 00:02:49.889 align:start position:0% the most income but it's not as much 00:02:49.889 --> 00:02:53.809 align:start position:0% the most income but it's not as much talked<00:02:50.219> about<00:02:50.310> AI<00:02:51.150> and<00:02:51.930> other<00:02:52.439> things<00:02:52.709> so<00:02:53.639> why 00:02:53.809 --> 00:02:53.819 align:start position:0% talked about AI and other things so why 00:02:53.819 --> 00:02:55.550 align:start position:0% talked about AI and other things so why do<00:02:53.879> you<00:02:53.969> think<00:02:54.120> is<00:02:54.269> that<00:02:54.299> is<00:02:54.569> it<00:02:54.689> because<00:02:54.989> a<00:02:55.200> VC 00:02:55.550 --> 00:02:55.560 align:start position:0% do you think is that is it because a VC 00:02:55.560 --> 00:02:57.979 align:start position:0% do you think is that is it because a VC investment<00:02:56.129> level<00:02:56.969> of<00:02:57.269> the<00:02:57.450> technology<00:02:57.930> is 00:02:57.979 --> 00:02:57.989 align:start position:0% investment level of the technology is 00:02:57.989 --> 00:03:00.339 align:start position:0% investment level of the technology is mostly<00:02:58.290> known<00:02:58.530> or<00:02:58.949> the<00:02:59.430> rate<00:02:59.549> of<00:02:59.699> innovation 00:03:00.339 --> 00:03:00.349 align:start position:0% mostly known or the rate of innovation 00:03:00.349 --> 00:03:05.869 align:start position:0% mostly known or the rate of innovation so<00:03:01.349> down<00:03:01.620> or<00:03:02.449> what<00:03:03.449> like<00:03:03.870> I<00:03:04.500> think<00:03:05.069> what<00:03:05.639> we've 00:03:05.869 --> 00:03:05.879 align:start position:0% so down or what like I think what we've 00:03:05.879 --> 00:03:08.599 align:start position:0% so down or what like I think what we've seen<00:03:06.209> is<00:03:06.599> there<00:03:07.319> was<00:03:07.530> a<00:03:07.560> time<00:03:07.739> derivative<00:03:08.159> is 00:03:08.599 --> 00:03:08.609 align:start position:0% seen is there was a time derivative is 00:03:08.609 --> 00:03:10.429 align:start position:0% seen is there was a time derivative is an<00:03:08.699> explosion<00:03:09.239> of<00:03:09.599> investments<00:03:10.260> in<00:03:10.349> a 00:03:10.429 --> 00:03:10.439 align:start position:0% an explosion of investments in a 00:03:10.439 --> 00:03:12.770 align:start position:0% an explosion of investments in a technology<00:03:10.829> it<00:03:11.579> was<00:03:11.730> new<00:03:11.969> and<00:03:12.000> emerging<00:03:12.329> I 00:03:12.770 --> 00:03:12.780 align:start position:0% technology it was new and emerging I 00:03:12.780 --> 00:03:15.050 align:start position:0% technology it was new and emerging I think<00:03:13.079> where<00:03:13.530> I<00:03:13.829> take<00:03:14.159> is<00:03:14.340> now<00:03:14.519> is<00:03:14.699> in<00:03:14.819> a<00:03:14.909> period 00:03:15.050 --> 00:03:15.060 align:start position:0% think where I take is now is in a period 00:03:15.060 --> 00:03:16.809 align:start position:0% think where I take is now is in a period of<00:03:15.239> maturity<00:03:15.750> from<00:03:16.049> an<00:03:16.169> industry<00:03:16.409> perspective 00:03:16.809 --> 00:03:16.819 align:start position:0% of maturity from an industry perspective 00:03:16.819 --> 00:03:20.209 align:start position:0% of maturity from an industry perspective but<00:03:17.819> I<00:03:18.090> actually<00:03:19.019> a<00:03:19.230> lot<00:03:19.530> more<00:03:19.560> innovation 00:03:20.209 --> 00:03:20.219 align:start position:0% but I actually a lot more innovation 00:03:20.219 --> 00:03:21.740 align:start position:0% but I actually a lot more innovation happening<00:03:20.489> today<00:03:20.699> than<00:03:20.939> it<00:03:21.030> was<00:03:21.060> happening 00:03:21.740 --> 00:03:21.750 align:start position:0% happening today than it was happening 00:03:21.750 --> 00:03:24.949 align:start position:0% happening today than it was happening before<00:03:21.900> it's<00:03:22.799> just<00:03:23.069> that<00:03:23.280> people<00:03:23.750> have<00:03:24.750> gotten 00:03:24.949 --> 00:03:24.959 align:start position:0% before it's just that people have gotten 00:03:24.959 --> 00:03:26.839 align:start position:0% before it's just that people have gotten used<00:03:25.349> to<00:03:25.439> it<00:03:25.560> and<00:03:25.709> like<00:03:25.859> the<00:03:26.069> newer<00:03:26.310> trends 00:03:26.839 --> 00:03:26.849 align:start position:0% used to it and like the newer trends 00:03:26.849 --> 00:03:29.089 align:start position:0% used to it and like the newer trends like<00:03:27.000> AR<00:03:27.449> and<00:03:27.780> VR<00:03:28.079> and<00:03:28.379> there's<00:03:28.739> always<00:03:28.889> the 00:03:29.089 --> 00:03:29.099 align:start position:0% like AR and VR and there's always the 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global estimates are that the ad tech<00:03:35.970> industry<00:03:36.509> is<00:03:36.810> basically<00:03:37.109> about<00:03:37.609> 140 00:03:38.599 --> 00:03:38.609 align:start position:0% tech industry is basically about 140 00:03:38.609 --> 00:03:40.999 align:start position:0% tech industry is basically about 140 billion<00:03:38.909> dollars<00:03:39.329> and<00:03:39.479> 2017<00:03:40.109> that's<00:03:40.500> a<00:03:40.769> lot<00:03:40.979> of 00:03:40.999 --> 00:03:41.009 align:start position:0% billion dollars and 2017 that's a lot of 00:03:41.009 --> 00:03:43.280 align:start position:0% billion dollars and 2017 that's a lot of money<00:03:41.280> yeah<00:03:41.519> and<00:03:41.790> even<00:03:42.449> if<00:03:42.659> Google<00:03:43.079> and 00:03:43.280 --> 00:03:43.290 align:start position:0% money yeah and even if Google and 00:03:43.290 --> 00:03:45.619 align:start position:0% money yeah and even if Google and Facebook<00:03:43.470> dominate<00:03:44.340> mobile<00:03:45.180> advertising 00:03:45.619 --> 00:03:45.629 align:start position:0% Facebook dominate mobile advertising 00:03:45.629 --> 00:03:47.780 align:start position:0% Facebook dominate mobile advertising there<00:03:46.349> is<00:03:46.470> still<00:03:46.739> a<00:03:46.769> lot<00:03:47.009> of<00:03:47.129> money<00:03:47.370> for<00:03:47.729> a 00:03:47.780 --> 00:03:47.790 align:start position:0% there is still a lot of money for a 00:03:47.790 --> 00:03:49.429 align:start position:0% there is still a lot of money for a number<00:03:48.150> of<00:03:48.239> players<00:03:48.479> to<00:03:48.659> make<00:03:48.780> and<00:03:49.049> you<00:03:49.259> look 00:03:49.429 --> 00:03:49.439 align:start position:0% number of players to make and you look 00:03:49.439 --> 00:03:51.830 align:start position:0% number of players to make and you look at<00:03:49.560> chartboost<00:03:49.949> for<00:03:50.250> example<00:03:50.669> we<00:03:51.269> are<00:03:51.329> a<00:03:51.419> niche 00:03:51.830 --> 00:03:51.840 align:start position:0% at chartboost for example we are a niche 00:03:51.840 --> 00:03:53.899 align:start position:0% at chartboost for example we are a niche player<00:03:52.199> in<00:03:52.349> the<00:03:52.439> mobile<00:03:52.769> gaming<00:03:52.979> industry<00:03:53.489> but 00:03:53.899 --> 00:03:53.909 align:start position:0% player in the mobile gaming industry but 00:03:53.909 --> 00:03:55.789 align:start position:0% player in the mobile gaming industry but because<00:03:54.239> of<00:03:54.269> those<00:03:54.599> the<00:03:55.019> depth<00:03:55.290> of<00:03:55.500> the<00:03:55.620> data 00:03:55.789 --> 00:03:55.799 align:start position:0% because of those the depth of the data 00:03:55.799 --> 00:03:57.080 align:start position:0% because of those the depth of the data that<00:03:55.919> we<00:03:56.189> get<00:03:56.430> and<00:03:56.549> the<00:03:56.579> kind<00:03:56.790> of<00:03:56.819> unique 00:03:57.080 --> 00:03:57.090 align:start position:0% that we get and the kind of unique 00:03:57.090 --> 00:03:59.089 align:start position:0% that we get and the kind of unique personas<00:03:57.689> we<00:03:57.870> have<00:03:58.019> about<00:03:58.259> beginning<00:03:58.769> user 00:03:59.089 --> 00:03:59.099 align:start position:0% personas we have about beginning user 00:03:59.099 --> 00:04:01.099 align:start position:0% personas we have about beginning user you<00:03:59.909> know<00:04:00.000> we<00:04:00.359> do<00:04:00.509> really<00:04:00.689> well<00:04:00.900> call 00:04:01.099 --> 00:04:01.109 align:start position:0% you know we do really well call 00:04:01.109 --> 00:04:03.920 align:start position:0% you know we do really well call ourselves<00:04:01.199> and<00:04:01.680> so<00:04:02.189> this<00:04:02.879> is<00:04:03.090> I<00:04:03.449> think<00:04:03.479> a<00:04:03.689> spec 00:04:03.920 --> 00:04:03.930 align:start position:0% ourselves and so this is I think a spec 00:04:03.930 --> 00:04:05.599 align:start position:0% ourselves and so this is I think a spec is<00:04:04.049> a<00:04:04.079> great<00:04:04.319> place<00:04:04.620> which<00:04:04.919> actually<00:04:05.250> shows 00:04:05.599 --> 00:04:05.609 align:start position:0% is a great place which actually shows 00:04:05.609 --> 00:04:07.189 align:start position:0% is a great place which actually shows the<00:04:05.790> application<00:04:06.000> of<00:04:06.569> AI<00:04:06.810> and<00:04:07.139> machine 00:04:07.189 --> 00:04:07.199 align:start position:0% the application of AI and machine 00:04:07.199 --> 00:04:10.249 align:start position:0% the application of AI and machine learning<00:04:07.500> Big<00:04:08.459> Data<00:04:08.669> scale<00:04:09.239> to<00:04:09.750> make<00:04:09.900> very 00:04:10.249 --> 00:04:10.259 align:start position:0% learning Big Data scale to make very 00:04:10.259 --> 00:04:13.189 align:start position:0% learning Big Data scale to make very precise<00:04:10.829> like<00:04:11.129> recommendations<00:04:11.909> and<00:04:12.199> they're 00:04:13.189 --> 00:04:13.199 align:start position:0% precise like recommendations and they're 00:04:13.199 --> 00:04:14.990 align:start position:0% precise like recommendations and they're very<00:04:13.319> data-driven<00:04:13.739> as<00:04:14.159> to<00:04:14.310> which<00:04:14.459> ad<00:04:14.639> the<00:04:14.849> show 00:04:14.990 --> 00:04:15.000 align:start position:0% very data-driven as to which ad the show 00:04:15.000 --> 00:04:16.699 align:start position:0% very data-driven as to which ad the show to<00:04:15.120> the<00:04:15.209> right<00:04:15.329> person<00:04:15.689> right<00:04:15.810> right<00:04:16.409> now<00:04:16.560> this 00:04:16.699 --> 00:04:16.709 align:start position:0% to the right person right right now this 00:04:16.709 --> 00:04:18.800 align:start position:0% to the right person right right now this is<00:04:16.799> interesting<00:04:16.889> right<00:04:17.340> and<00:04:17.639> I<00:04:18.030> think<00:04:18.570> there 00:04:18.800 --> 00:04:18.810 align:start position:0% is interesting right and I think there 00:04:18.810 --> 00:04:20.959 align:start position:0% is interesting right and I think there was<00:04:18.900> this<00:04:19.079> mobile<00:04:19.530> a<00:04:19.799> revolution<00:04:20.669> right<00:04:20.789> there 00:04:20.959 --> 00:04:20.969 align:start position:0% was this mobile a revolution right there 00:04:20.969 --> 00:04:22.490 align:start position:0% was this mobile a revolution right there you<00:04:21.030> guys<00:04:21.209> are<00:04:21.359> kind<00:04:21.509> of<00:04:21.630> started<00:04:21.989> riding<00:04:22.349> out 00:04:22.490 --> 00:04:22.500 align:start position:0% you guys are kind of started riding out 00:04:22.500 --> 00:04:24.469 align:start position:0% you guys are kind of started riding out of<00:04:22.860> the<00:04:22.979> mobile<00:04:23.520> okay<00:04:23.909> there's<00:04:24.090> only<00:04:24.180> like<00:04:24.389> I 00:04:24.469 --> 00:04:24.479 align:start position:0% of the mobile okay there's only like I 00:04:24.479 --> 00:04:26.430 align:start position:0% of the mobile okay there's only like I don't<00:04:24.659> see<00:04:24.900> mobile<00:04:25.139> mention<00:04:25.860> anymore 00:04:26.430 --> 00:04:26.440 align:start position:0% don't see mobile mention anymore 00:04:26.440 --> 00:04:27.750 align:start position:0% don't see mobile mention anymore because<00:04:26.740> everything<00:04:27.130> is<00:04:27.220> mumble<00:04:27.550> just 00:04:27.750 --> 00:04:27.760 align:start position:0% because everything is mumble just 00:04:27.760 --> 00:04:30.620 align:start position:0% because everything is mumble just assumption<00:04:28.300> now<00:04:28.450> that<00:04:29.050> everything<00:04:29.590> is<00:04:29.680> mobile 00:04:30.620 --> 00:04:30.630 align:start position:0% assumption now that everything is mobile 00:04:30.630 --> 00:04:33.450 align:start position:0% assumption now that everything is mobile right<00:04:31.630> away<00:04:32.410> at<00:04:32.500> the<00:04:32.620> point<00:04:32.860> where<00:04:33.040> a<00:04:33.070> bicycle 00:04:33.450 --> 00:04:33.460 align:start position:0% right away at the point where a bicycle 00:04:33.460 --> 00:04:37.830 align:start position:0% right away at the point where a bicycle consume<00:04:33.940> mobile<00:04:34.330> first<00:04:34.540> I<00:04:36.030> think<00:04:37.030> for<00:04:37.570> us<00:04:37.600> at 00:04:37.830 --> 00:04:37.840 align:start position:0% consume mobile first I think for us at 00:04:37.840 --> 00:04:39.930 align:start position:0% consume mobile first I think for us at least<00:04:38.050> like<00:04:38.260> that<00:04:38.830> is<00:04:39.070> the<00:04:39.310> DNA<00:04:39.700> of<00:04:39.730> the 00:04:39.930 --> 00:04:39.940 align:start position:0% least like that is the DNA of the 00:04:39.940 --> 00:04:41.850 align:start position:0% least like that is the DNA of the company<00:04:40.060> it<00:04:40.510> was<00:04:40.600> born<00:04:40.900> in<00:04:41.080> a<00:04:41.200> mobile<00:04:41.500> in 00:04:41.850 --> 00:04:41.860 align:start position:0% company it was born in a mobile in 00:04:41.860 --> 00:04:44.190 align:start position:0% company it was born in a mobile in advertising<00:04:42.550> world<00:04:42.910> so<00:04:43.510> to<00:04:43.630> us<00:04:43.750> we<00:04:43.870> don't<00:04:44.050> take 00:04:44.190 --> 00:04:44.200 align:start position:0% advertising world so to us we don't take 00:04:44.200 --> 00:04:45.630 align:start position:0% advertising world so to us we don't take too<00:04:44.380> much<00:04:44.560> about<00:04:44.800> it<00:04:44.980> it's<00:04:45.130> the<00:04:45.220> language 00:04:45.630 --> 00:04:45.640 align:start position:0% too much about it it's the language 00:04:45.640 --> 00:04:47.430 align:start position:0% too much about it it's the language through<00:04:45.820> which<00:04:45.880> we<00:04:46.120> speak<00:04:46.420> but<00:04:47.080> a<00:04:47.140> lot<00:04:47.350> of 00:04:47.430 --> 00:04:47.440 align:start position:0% through which we speak but a lot of 00:04:47.440 --> 00:04:48.780 align:start position:0% through which we speak but a lot of times<00:04:47.650> when<00:04:47.860> we<00:04:47.980> do<00:04:48.100> interact<00:04:48.400> with<00:04:48.610> people 00:04:48.780 --> 00:04:48.790 align:start position:0% times when we do interact with people 00:04:48.790 --> 00:04:50.520 align:start position:0% times when we do interact with people who<00:04:49.060> are<00:04:49.150> mostly<00:04:49.420> still<00:04:49.720> on<00:04:49.840> desktop<00:04:50.320> and 00:04:50.520 --> 00:04:50.530 align:start position:0% who are mostly still on desktop and 00:04:50.530 --> 00:04:52.650 align:start position:0% who are mostly still on desktop and knows<00:04:50.680> web<00:04:50.980> you<00:04:51.820> know<00:04:51.940> even<00:04:52.240> though<00:04:52.360> it's<00:04:52.480> all 00:04:52.650 --> 00:04:52.660 align:start position:0% knows web you know even though it's all 00:04:52.660 --> 00:04:55.080 align:start position:0% knows web you know even though it's all advertising<00:04:53.320> but<00:04:53.850> mobile<00:04:54.850> in-app 00:04:55.080 --> 00:04:55.090 align:start position:0% advertising but mobile in-app 00:04:55.090 --> 00:04:56.910 align:start position:0% advertising but mobile in-app advertising<00:04:55.240> a<00:04:55.720> lot<00:04:55.930> more<00:04:56.140> about<00:04:56.320> performance 00:04:56.910 --> 00:04:56.920 align:start position:0% advertising a lot more about performance 00:04:56.920 --> 00:04:58.890 align:start position:0% advertising a lot more about performance because<00:04:57.520> the<00:04:57.640> advertisers<00:04:58.060> only<00:04:58.390> pay<00:04:58.570> us<00:04:58.690> when 00:04:58.890 --> 00:04:58.900 align:start position:0% because the advertisers only pay us when 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clicks you know we get paid<00:05:04.930> on<00:05:05.110> somebody<00:05:05.410> installs<00:05:05.770> the<00:05:06.010> app<00:05:06.100> and 00:05:06.270 --> 00:05:06.280 align:start position:0% paid on somebody installs the app and 00:05:06.280 --> 00:05:08.640 align:start position:0% paid on somebody installs the app and opens<00:05:06.610> it<00:05:06.730> up<00:05:06.820> and<00:05:07.540> in<00:05:07.750> fact<00:05:07.960> increasingly 00:05:08.640 --> 00:05:08.650 align:start position:0% opens it up and in fact increasingly 00:05:08.650 --> 00:05:10.530 align:start position:0% opens it up and in fact increasingly advertisers<00:05:09.550> actually<00:05:09.910> will<00:05:10.090> care<00:05:10.390> about 00:05:10.530 --> 00:05:10.540 align:start position:0% advertisers actually will care about 00:05:10.540 --> 00:05:13.140 align:start position:0% advertisers actually will care about what<00:05:11.440> is<00:05:11.590> the<00:05:11.710> quality<00:05:12.160> of<00:05:12.250> the<00:05:12.340> user<00:05:12.550> right<00:05:12.970> is 00:05:13.140 --> 00:05:13.150 align:start position:0% what is the quality of the user right is 00:05:13.150 --> 00:05:16.260 align:start position:0% what is the quality of the user right is that<00:05:13.300> a<00:05:13.330> pain<00:05:13.660> user<00:05:13.990> is<00:05:14.410> a<00:05:14.470> returning<00:05:15.190> user<00:05:15.310> so 00:05:16.260 --> 00:05:16.270 align:start position:0% that a pain user is a returning user so 00:05:16.270 --> 00:05:17.790 align:start position:0% that a pain user is a returning user so do<00:05:16.360> as<00:05:16.480> mobile<00:05:16.930> is<00:05:17.080> like<00:05:17.260> yeah<00:05:17.440> you<00:05:17.710> know 00:05:17.790 --> 00:05:17.800 align:start position:0% do as mobile is like yeah you know 00:05:17.800 --> 00:05:20.460 align:start position:0% do as mobile is like yeah you know that's<00:05:18.040> granted<00:05:18.580> like<00:05:18.760> that's<00:05:19.090> the<00:05:19.470> the 00:05:20.460 --> 00:05:20.470 align:start position:0% that's granted like that's the the 00:05:20.470 --> 00:05:22.260 align:start position:0% that's granted like that's the the ecosystem<00:05:21.070> we<00:05:21.160> operated<00:05:21.610> but<00:05:22.000> there's<00:05:22.180> just 00:05:22.260 --> 00:05:22.270 align:start position:0% ecosystem we operated but there's just 00:05:22.270 --> 00:05:24.360 align:start position:0% ecosystem we operated but there's just so<00:05:22.510> much<00:05:22.660> nuance<00:05:23.080> and<00:05:23.260> depth<00:05:23.530> that<00:05:24.130> we<00:05:24.310> are 00:05:24.360 --> 00:05:24.370 align:start position:0% so much nuance and depth that we are 00:05:24.370 --> 00:05:25.920 align:start position:0% so much nuance and depth that we are always<00:05:24.550> like<00:05:24.880> innovating<00:05:25.420> and<00:05:25.540> figuring<00:05:25.840> of 00:05:25.920 --> 00:05:25.930 align:start position:0% always like innovating and figuring of 00:05:25.930 --> 00:05:27.900 align:start position:0% always like innovating and figuring of better<00:05:26.110> ways<00:05:26.290> to<00:05:26.320> optimize<00:05:26.800> it<00:05:26.950> right<00:05:27.730> all 00:05:27.900 --> 00:05:27.910 align:start position:0% better ways to optimize it right all 00:05:27.910 --> 00:05:30.120 align:start position:0% better ways to optimize it right all right<00:05:28.030> so<00:05:28.420> I<00:05:28.500> at<00:05:29.500> some<00:05:29.650> point<00:05:29.830> that<00:05:29.950> kind<00:05:30.070> of 00:05:30.120 --> 00:05:30.130 align:start position:0% right so I at some point that kind of 00:05:30.130 --> 00:05:34.890 align:start position:0% right so I at some point that kind of looked<00:05:30.370> at<00:05:31.210> some<00:05:31.690> of<00:05:31.870> the<00:05:32.220> app<00:05:33.220> store<00:05:33.900> dynamics 00:05:34.890 --> 00:05:34.900 align:start position:0% looked at some of the app store dynamics 00:05:34.900 --> 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right like they're companies<00:05:42.820> whose<00:05:43.000> only<00:05:43.419> job<00:05:43.630> was<00:05:44.020> to<00:05:44.260> look<00:05:44.380> at 00:05:44.520 --> 00:05:44.530 align:start position:0% companies whose only job was to look at 00:05:44.530 --> 00:05:46.530 align:start position:0% companies whose only job was to look at the<00:05:44.620> state<00:05:44.800> of<00:05:44.830> App<00:05:45.100> Store<00:05:45.370> right<00:05:45.580> and<00:05:46.240> kind<00:05:46.480> of 00:05:46.530 --> 00:05:46.540 align:start position:0% the state of App Store right and kind of 00:05:46.540 --> 00:05:48.120 align:start position:0% the state of App Store right and kind of report<00:05:46.840> on<00:05:46.960> this<00:05:47.050> data<00:05:47.290> and<00:05:47.530> I<00:05:47.650> think<00:05:47.919> that 00:05:48.120 --> 00:05:48.130 align:start position:0% report on this data and I think that 00:05:48.130 --> 00:05:50.250 align:start position:0% report on this data and I think that like<00:05:48.520> the<00:05:48.700> top<00:05:48.910> earners<00:05:49.540> make<00:05:49.810> so<00:05:49.930> much<00:05:50.020> money 00:05:50.250 --> 00:05:50.260 align:start position:0% like the top earners make so much money 00:05:50.260 --> 00:05:53.430 align:start position:0% like the top earners make so much money there<00:05:51.100> if<00:05:51.430> they<00:05:51.669> somehow<00:05:51.910> you<00:05:52.780> know<00:05:52.930> managed 00:05:53.430 --> 00:05:53.440 align:start position:0% there if they somehow you know managed 00:05:53.440 --> 00:05:55.110 align:start position:0% there if they somehow you know managed to<00:05:53.650> kind<00:05:53.830> of<00:05:53.890> get<00:05:54.040> a<00:05:54.070> cup<00:05:54.250> of<00:05:54.280> that<00:05:54.430> that<00:05:54.850> like 00:05:55.110 --> 00:05:55.120 align:start position:0% to kind of get a cup of that that like 00:05:55.120 --> 00:05:57.180 align:start position:0% to kind of get a cup of that that like it's<00:05:55.419> tremendous<00:05:55.870> right<00:05:56.080> so<00:05:56.230> so<00:05:56.710> so<00:05:57.010> they're 00:05:57.180 --> 00:05:57.190 align:start position:0% it's tremendous right so so so they're 00:05:57.190 --> 00:06:00.780 align:start position:0% it's tremendous right so so so they're kind<00:05:57.310> of<00:05:57.400> beautiful<00:05:58.000> in<00:05:58.030> this<00:05:59.220> like<00:06:00.220> what 00:06:00.780 --> 00:06:00.790 align:start position:0% kind of beautiful in this like what 00:06:00.790 --> 00:06:02.190 align:start position:0% kind of beautiful in this like what small<00:06:00.940> citizen<00:06:01.360> they're<00:06:01.510> like<00:06:01.690> a<00:06:01.810> I<00:06:01.840> guess 00:06:02.190 --> 00:06:02.200 align:start position:0% small citizen they're like a I guess 00:06:02.200 --> 00:06:04.980 align:start position:0% small citizen they're like a I guess following<00:06:02.560> this<00:06:03.090> wear<00:06:04.090> of<00:06:04.240> this<00:06:04.390> app 00:06:04.980 --> 00:06:04.990 align:start position:0% following this wear of this app 00:06:04.990 --> 00:06:08.040 align:start position:0% following this wear of this app ecosystem<00:06:05.640> going<00:06:06.640> sure<00:06:07.240> so<00:06:07.720> the<00:06:07.870> app 00:06:08.040 --> 00:06:08.050 align:start position:0% ecosystem going sure so the app 00:06:08.050 --> 00:06:10.560 align:start position:0% ecosystem going sure so the app ecosystem<00:06:08.580> globally<00:06:09.580> is<00:06:09.640> about<00:06:09.910> 40<00:06:10.270> million 00:06:10.560 --> 00:06:10.570 align:start position:0% ecosystem globally is about 40 million 00:06:10.570 --> 00:06:12.960 align:start position:0% ecosystem globally is about 40 million dollars<00:06:10.870> so<00:06:11.560> you<00:06:11.890> know<00:06:11.980> that's<00:06:12.280> that's<00:06:12.669> use 00:06:12.960 --> 00:06:12.970 align:start position:0% dollars so you know that's that's use 00:06:12.970 --> 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align:start position:0% again like more maturity in the market because<00:06:19.030> there<00:06:19.840> was<00:06:20.050> an<00:06:20.260> explosion 00:06:20.879 --> 00:06:20.889 align:start position:0% because there was an explosion 00:06:20.889 --> 00:06:23.820 align:start position:0% because there was an explosion the<00:06:21.069> AppStore<00:06:21.520> evolved<00:06:21.849> in<00:06:22.330> 2011<00:06:23.199> a<00:06:23.319> lot<00:06:23.650> of 00:06:23.820 --> 00:06:23.830 align:start position:0% the AppStore evolved in 2011 a lot of 00:06:23.830 --> 00:06:25.860 align:start position:0% the AppStore evolved in 2011 a lot of people<00:06:24.490> started<00:06:24.759> to<00:06:24.819> play<00:06:25.030> mobile<00:06:25.360> games<00:06:25.389> and 00:06:25.860 --> 00:06:25.870 align:start position:0% people started to play mobile games and 00:06:25.870 --> 00:06:28.110 align:start position:0% people started to play mobile games and so<00:06:26.499> there<00:06:26.680> was<00:06:26.770> like<00:06:26.919> a<00:06:26.949> rocket<00:06:27.280> stage<00:06:27.759> kind<00:06:27.999> of 00:06:28.110 --> 00:06:28.120 align:start position:0% so there was like a rocket stage kind of 00:06:28.120 --> 00:06:29.850 align:start position:0% so there was like a rocket stage kind of a<00:06:28.180> growth<00:06:28.479> but<00:06:29.139> now<00:06:29.259> the<00:06:29.319> market<00:06:29.680> is<00:06:29.770> more 00:06:29.850 --> 00:06:29.860 align:start position:0% a growth but now the market is more 00:06:29.860 --> 00:06:31.830 align:start position:0% a growth but now the market is more maturing<00:06:30.400> the<00:06:30.430> number<00:06:30.789> of<00:06:30.909> gaming<00:06:31.270> users<00:06:31.659> is 00:06:31.830 --> 00:06:31.840 align:start position:0% maturing the number of gaming users is 00:06:31.840 --> 00:06:34.409 align:start position:0% maturing the number of gaming users is reaching<00:06:32.650> a<00:06:32.770> steady-state<00:06:33.129> the<00:06:34.060> number<00:06:34.330> of 00:06:34.409 --> 00:06:34.419 align:start position:0% reaching a steady-state the number of 00:06:34.419 --> 00:06:35.670 align:start position:0% reaching a steady-state the number of gaming<00:06:34.749> sessions<00:06:35.169> are<00:06:35.319> reaching<00:06:35.620> a 00:06:35.670 --> 00:06:35.680 align:start position:0% gaming sessions are reaching a 00:06:35.680 --> 00:06:38.730 align:start position:0% gaming sessions are reaching a steady-state<00:06:36.039> but<00:06:36.939> the<00:06:37.449> time<00:06:37.749> spent<00:06:37.779> playing 00:06:38.730 --> 00:06:38.740 align:start position:0% steady-state but the time spent playing 00:06:38.740 --> 00:06:40.619 align:start position:0% steady-state but the time spent playing games<00:06:39.189> is<00:06:39.460> still<00:06:39.580> enormous<00:06:40.120> so<00:06:40.330> if<00:06:40.389> you<00:06:40.479> look 00:06:40.619 --> 00:06:40.629 align:start position:0% games is still enormous so if you look 00:06:40.629 --> 00:06:42.540 align:start position:0% games is still enormous so if you look around<00:06:40.960> you<00:06:41.139> when<00:06:41.650> you're<00:06:41.680> on<00:06:41.830> the<00:06:42.039> BART<00:06:42.279> ride 00:06:42.540 --> 00:06:42.550 align:start position:0% around you when you're on the BART ride 00:06:42.550 --> 00:06:44.459 align:start position:0% around you when you're on the BART ride home<00:06:42.819> or<00:06:43.210> you're<00:06:43.419> on<00:06:43.449> your<00:06:43.569> commute<00:06:43.990> or<00:06:44.080> you 00:06:44.459 --> 00:06:44.469 align:start position:0% home or you're on your commute or you 00:06:44.469 --> 00:06:45.959 align:start position:0% home or you're on your commute or you look<00:06:44.590> around<00:06:44.860> you<00:06:44.979> to<00:06:45.249> see<00:06:45.430> a<00:06:45.460> lot<00:06:45.610> of<00:06:45.699> people 00:06:45.959 --> 00:06:45.969 align:start position:0% look around you to see a lot of people 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statistics there are in the United States<00:06:52.599> about<00:06:52.810> 192<00:06:53.770> million<00:06:54.039> gamers<00:06:54.490> well<00:06:55.090> if 00:06:55.320 --> 00:06:55.330 align:start position:0% States about 192 million gamers well if 00:06:55.330 --> 00:06:56.339 align:start position:0% States about 192 million gamers well if you<00:06:55.419> think<00:06:55.599> about<00:06:55.659> the<00:06:55.779> publisher<00:06:56.139> of<00:06:56.229> the 00:06:56.339 --> 00:06:56.349 align:start position:0% you think about the publisher of the 00:06:56.349 --> 00:06:58.080 align:start position:0% you think about the publisher of the United<00:06:56.650> States<00:06:56.680> about<00:06:57.099> 300<00:06:57.669> million<00:06:57.849> people 00:06:58.080 --> 00:06:58.090 align:start position:0% United States about 300 million people 00:06:58.090 --> 00:07:00.600 align:start position:0% United States about 300 million people you<00:06:58.900> know<00:06:59.020> 2<00:06:59.620> out<00:06:59.740> of<00:06:59.770> 3<00:06:59.949> people<00:07:00.039> are<00:07:00.400> playing 00:07:00.600 --> 00:07:00.610 align:start position:0% you know 2 out of 3 people are playing 00:07:00.610 --> 00:07:04.320 align:start position:0% you know 2 out of 3 people are playing games<00:07:00.990> right<00:07:01.990> and<00:07:02.319> out<00:07:02.529> of<00:07:02.650> that<00:07:02.860> Alex<00:07:03.610> see<00:07:03.759> 1/3 00:07:04.320 --> 00:07:04.330 align:start position:0% games right and out of that Alex see 1/3 00:07:04.330 --> 00:07:06.959 align:start position:0% games right and out of that Alex see 1/3 of<00:07:04.449> them<00:07:04.719> or<00:07:04.960> what<00:07:05.680> we<00:07:05.830> call<00:07:06.039> it<00:07:06.219> like<00:07:06.430> you<00:07:06.729> know 00:07:06.959 --> 00:07:06.969 align:start position:0% of them or what we call it like you know 00:07:06.969 --> 00:07:09.330 align:start position:0% of them or what we call it like you know heavy<00:07:07.509> users<00:07:07.960> these<00:07:08.560> people<00:07:08.949> will<00:07:09.099> play 00:07:09.330 --> 00:07:09.340 align:start position:0% heavy users these people will play 00:07:09.340 --> 00:07:11.339 align:start position:0% heavy users these people will play basically<00:07:09.759> somewhere<00:07:10.240> between<00:07:10.360> like<00:07:10.719> you 00:07:11.339 --> 00:07:11.349 align:start position:0% basically somewhere between like you 00:07:11.349 --> 00:07:13.920 align:start position:0% basically somewhere between like you know<00:07:11.439> five<00:07:11.830> to<00:07:12.039> six<00:07:12.250> hours<00:07:12.370> a<00:07:12.610> week<00:07:12.819> right<00:07:13.629> so 00:07:13.920 --> 00:07:13.930 align:start position:0% know five to six hours a week right so 00:07:13.930 --> 00:07:16.019 align:start position:0% know five to six hours a week right so somewhere<00:07:14.229> on<00:07:14.289> like<00:07:14.589> 2025<00:07:15.219> hours<00:07:15.460> a<00:07:15.789> month 00:07:16.019 --> 00:07:16.029 align:start position:0% somewhere on like 2025 hours a month 00:07:16.029 --> 00:07:18.119 align:start position:0% somewhere on like 2025 hours a month there<00:07:16.930> are<00:07:16.960> on<00:07:17.229> their<00:07:17.439> games<00:07:17.710> and<00:07:17.979> they<00:07:18.099> are 00:07:18.119 --> 00:07:18.129 align:start position:0% there are on their games and they are 00:07:18.129 --> 00:07:20.309 align:start position:0% there are on their games and they are very<00:07:18.339> immersed<00:07:18.759> in<00:07:18.969> their<00:07:19.120> games<00:07:19.360> so<00:07:19.599> we<00:07:20.259> are 00:07:20.309 --> 00:07:20.319 align:start position:0% very immersed in their games so we are 00:07:20.319 --> 00:07:22.140 align:start position:0% very immersed in their games so we are able<00:07:20.529> to<00:07:20.560> build<00:07:20.860> very<00:07:21.009> rich<00:07:21.249> personas<00:07:21.939> and 00:07:22.140 --> 00:07:22.150 align:start position:0% able to build very rich personas and 00:07:22.150 --> 00:07:24.390 align:start position:0% able to build very rich personas and graphs<00:07:22.509> of<00:07:22.779> their<00:07:23.349> gaming<00:07:23.589> behavior<00:07:24.189> what 00:07:24.390 --> 00:07:24.400 align:start position:0% graphs of their gaming behavior what 00:07:24.400 --> 00:07:26.820 align:start position:0% graphs of their gaming behavior what kind<00:07:24.610> of<00:07:24.639> people<00:07:24.819> like<00:07:25.150> casinos<00:07:26.020> and<00:07:26.289> if<00:07:26.710> they 00:07:26.820 --> 00:07:26.830 align:start position:0% kind of people like casinos and if they 00:07:26.830 --> 00:07:28.320 align:start position:0% kind of people like casinos and if they like<00:07:26.979> casinos<00:07:27.400> do<00:07:27.520> we<00:07:27.610> also<00:07:27.729> happen<00:07:28.000> to<00:07:28.180> like 00:07:28.320 --> 00:07:28.330 align:start position:0% like casinos do we also happen to like 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a high propensity<00:07:34.990> to<00:07:35.349> click<00:07:35.560> upon<00:07:35.830> you<00:07:36.039> say<00:07:36.310> so<00:07:36.759> you 00:07:37.379 --> 00:07:37.389 align:start position:0% propensity to click upon you say so you 00:07:37.389 --> 00:07:39.540 align:start position:0% propensity to click upon you say so you know<00:07:37.509> and<00:07:37.810> then<00:07:38.169> even<00:07:38.680> from<00:07:38.800> a<00:07:39.009> gaming 00:07:39.540 --> 00:07:39.550 align:start position:0% know and then even from a gaming 00:07:39.550 --> 00:07:40.950 align:start position:0% know and then even from a gaming perspective<00:07:40.000> like<00:07:40.120> people<00:07:40.479> are<00:07:40.569> making<00:07:40.689> these 00:07:40.950 --> 00:07:40.960 align:start position:0% perspective like people are making these 00:07:40.960 --> 00:07:42.990 align:start position:0% perspective like people are making these games<00:07:41.259> some<00:07:42.039> of<00:07:42.069> these<00:07:42.279> games<00:07:42.460> like<00:07:42.639> casino 00:07:42.990 --> 00:07:43.000 align:start position:0% games some of these games like casino 00:07:43.000 --> 00:07:44.790 align:start position:0% games some of these games like casino games<00:07:43.300> they<00:07:43.899> need<00:07:44.080> like<00:07:44.289> two<00:07:44.620> to<00:07:44.770> three 00:07:44.790 --> 00:07:44.800 align:start position:0% games they need like two to three 00:07:44.800 --> 00:07:47.219 align:start position:0% games they need like two to three million<00:07:45.250> dollars<00:07:45.580> a<00:07:45.729> day<00:07:45.759> from<00:07:46.750> these<00:07:46.990> games 00:07:47.219 --> 00:07:47.229 align:start position:0% million dollars a day from these games 00:07:47.229 --> 00:07:49.829 align:start position:0% million dollars a day from these games so<00:07:47.979> think<00:07:48.250> about<00:07:48.490> it<00:07:48.669> in<00:07:48.789> a<00:07:48.879> month<00:07:49.210> in<00:07:49.419> a<00:07:49.509> year 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drive<00:08:03.099> so<00:08:04.000> much<00:08:04.149> virtual<00:08:04.509> currency<00:08:04.930> then<00:08:05.199> it's 00:08:05.369 --> 00:08:05.379 align:start position:0% drive so much virtual currency then it's 00:08:05.379 --> 00:08:07.379 align:start position:0% drive so much virtual currency then it's a<00:08:05.469> huge<00:08:05.680> economy<00:08:06.159> right<00:08:06.729> all<00:08:06.939> right<00:08:07.120> looks 00:08:07.379 --> 00:08:07.389 align:start position:0% a huge economy right all right looks 00:08:07.389 --> 00:08:09.089 align:start position:0% a huge economy right all right looks like<00:08:07.419> it's<00:08:07.659> it's<00:08:07.870> it's<00:08:08.020> major<00:08:08.229> it's<00:08:08.680> a<00:08:08.800> virtual 00:08:09.089 --> 00:08:09.099 align:start position:0% like it's it's it's major it's a virtual 00:08:09.099 --> 00:08:12.629 align:start position:0% like it's it's it's major it's a virtual economy<00:08:09.279> right<00:08:09.610> and<00:08:09.990> so<00:08:10.990> now<00:08:11.560> I<00:08:11.589> kind<00:08:11.949> of<00:08:12.009> get 00:08:12.629 --> 00:08:12.639 align:start position:0% economy right and so now I kind of get 00:08:12.639 --> 00:08:14.550 align:start position:0% economy right and so now I kind of get even<00:08:12.939> better<00:08:13.149> idea<00:08:13.599> where<00:08:13.930> all<00:08:14.139> this<00:08:14.319> big<00:08:14.529> data 00:08:14.550 --> 00:08:14.560 align:start position:0% even better idea where all this big data 00:08:14.560 --> 00:08:16.619 align:start position:0% even better idea where all this big data comes<00:08:14.919> from<00:08:14.979> right<00:08:15.279> and<00:08:15.939> also<00:08:16.089> because<00:08:16.539> you 00:08:16.619 --> 00:08:16.629 align:start position:0% comes from right and also because you 00:08:16.629 --> 00:08:18.389 align:start position:0% comes from right and also because you guys<00:08:16.810> have<00:08:16.990> this<00:08:17.080> long<00:08:17.379> session<00:08:17.860> times<00:08:18.099> and 00:08:18.389 --> 00:08:18.399 align:start position:0% guys have this long session times and 00:08:18.399 --> 00:08:21.450 align:start position:0% guys have this long session times and it's<00:08:19.120> as<00:08:19.629> opposed<00:08:19.930> to<00:08:20.020> kind<00:08:20.169> of<00:08:20.259> web<00:08:20.439> ads<00:08:21.129> right 00:08:21.450 --> 00:08:21.460 align:start position:0% it's as opposed to kind of web ads right 00:08:21.460 --> 00:08:22.899 align:start position:0% it's as opposed to kind of web ads right so<00:08:21.639> you<00:08:21.759> have<00:08:21.969> better 00:08:22.899 --> 00:08:22.909 align:start position:0% so you have better 00:08:22.909 --> 00:08:24.850 align:start position:0% so you have better this<00:08:23.270> is<00:08:23.419> sounds<00:08:23.839> like<00:08:23.899> a<00:08:23.990> suitable<00:08:24.469> promotion 00:08:24.850 --> 00:08:24.860 align:start position:0% this is sounds like a suitable promotion 00:08:24.860 --> 00:08:26.589 align:start position:0% this is sounds like a suitable promotion learning<00:08:25.189> even<00:08:25.789> better<00:08:25.999> right<00:08:26.209> because<00:08:26.479> you 00:08:26.589 --> 00:08:26.599 align:start position:0% learning even better right because you 00:08:26.599 --> 00:08:28.299 align:start position:0% learning even better right because you could<00:08:26.749> look<00:08:26.839> at<00:08:26.990> temporal<00:08:27.259> patterns<00:08:27.740> right 00:08:28.299 --> 00:08:28.309 align:start position:0% could look at temporal patterns right 00:08:28.309 --> 00:08:29.829 align:start position:0% could look at temporal patterns right like<00:08:28.550> it<00:08:28.669> look<00:08:28.849> at<00:08:29.029> all<00:08:29.360> kinds<00:08:29.719> of 00:08:29.829 --> 00:08:29.839 align:start position:0% like it look at all kinds of 00:08:29.839 --> 00:08:34.360 align:start position:0% like it look at all kinds of correlations<00:08:30.999> so<00:08:32.019> so<00:08:33.019> now<00:08:33.380> I<00:08:33.409> can<00:08:33.649> see<00:08:34.009> kind<00:08:34.310> of 00:08:34.360 --> 00:08:34.370 align:start position:0% correlations so so now I can see kind of 00:08:34.370 --> 00:08:36.129 align:start position:0% correlations so so now I can see kind of better<00:08:34.519> right<00:08:34.759> so<00:08:34.940> clearly<00:08:35.449> it<00:08:35.810> seems<00:08:35.959> to 00:08:36.129 --> 00:08:36.139 align:start position:0% better right so clearly it seems to 00:08:36.139 --> 00:08:40.240 align:start position:0% better right so clearly it seems to spark<00:08:36.440> and<00:08:37.360> I<00:08:38.360> mean<00:08:39.050> I<00:08:39.229> knew<00:08:39.529> that<00:08:39.800> a<00:08:39.829> scale 00:08:40.240 --> 00:08:40.250 align:start position:0% spark and I mean I knew that a scale 00:08:40.250 --> 00:08:41.949 align:start position:0% spark and I mean I knew that a scale company<00:08:40.610> can<00:08:40.729> you<00:08:40.819> tell<00:08:41.029> me<00:08:41.120> like<00:08:41.269> how<00:08:41.300> spark 00:08:41.949 --> 00:08:41.959 align:start position:0% company can you tell me like how spark 00:08:41.959 --> 00:08:44.199 align:start position:0% company can you tell me like how spark happens<00:08:42.409> how<00:08:42.740> Scala<00:08:43.159> happen<00:08:43.519> like<00:08:43.639> in<00:08:43.849> a<00:08:43.940> white 00:08:44.199 --> 00:08:44.209 align:start position:0% happens how Scala happen like in a white 00:08:44.209 --> 00:08:45.910 align:start position:0% happens how Scala happen like in a white guys<00:08:44.779> found<00:08:45.050> this<00:08:45.290> is<00:08:45.470> a<00:08:45.500> good<00:08:45.649> match<00:08:45.769> the 00:08:45.910 --> 00:08:45.920 align:start position:0% guys found this is a good match the 00:08:45.920 --> 00:08:48.430 align:start position:0% guys found this is a good match the process<00:08:46.339> this<00:08:46.519> kind<00:08:46.699> of<00:08:46.730> data<00:08:47.000> sure<00:08:47.569> I<00:08:47.810> am 00:08:48.430 --> 00:08:48.440 align:start position:0% process this kind of data sure I am 00:08:48.440 --> 00:08:50.769 align:start position:0% process this kind of data sure I am we've<00:08:49.130> always<00:08:49.399> liked<00:08:49.759> I<00:08:49.970> did<00:08:50.149> on<00:08:50.269> myself<00:08:50.449> on 00:08:50.769 --> 00:08:50.779 align:start position:0% we've always liked I did on myself on 00:08:50.779 --> 00:08:52.180 align:start position:0% we've always liked I did on myself on like<00:08:50.990> investing<00:08:51.620> in<00:08:51.709> open<00:08:51.980> source 00:08:52.180 --> 00:08:52.190 align:start position:0% like investing in open source 00:08:52.190 --> 00:08:55.420 align:start position:0% like investing in open source cutting-edge<00:08:53.029> technologies<00:08:53.690> and<00:08:53.959> so<00:08:54.649> for<00:08:55.310> us 00:08:55.420 --> 00:08:55.430 align:start position:0% cutting-edge technologies and so for us 00:08:55.430 --> 00:08:58.449 align:start position:0% cutting-edge technologies and so for us arranging<00:08:56.029> team<00:08:56.209> is<00:08:56.529> very<00:08:57.529> acutely<00:08:57.920> like<00:08:58.220> in 00:08:58.449 --> 00:08:58.459 align:start position:0% arranging team is very acutely like in 00:08:58.459 --> 00:09:00.069 align:start position:0% arranging team is very acutely like in tune<00:08:58.759> with<00:08:59.000> like<00:08:59.180> what's<00:08:59.389> going<00:08:59.630> on<00:08:59.750> in<00:08:59.930> the 00:09:00.069 --> 00:09:00.079 align:start position:0% tune with like what's going on in the 00:09:00.079 --> 00:09:02.410 align:start position:0% tune with like what's going on in the environment<00:09:00.560> the<00:09:00.889> ecosystem<00:09:01.120> where<00:09:02.120> we<00:09:02.329> have 00:09:02.410 --> 00:09:02.420 align:start position:0% environment the ecosystem where we have 00:09:02.420 --> 00:09:04.600 align:start position:0% environment the ecosystem where we have to<00:09:02.509> make<00:09:02.630> the<00:09:02.720> right<00:09:02.810> investments<00:09:03.470> spark<00:09:04.310> ml 00:09:04.600 --> 00:09:04.610 align:start position:0% to make the right investments spark ml 00:09:04.610 --> 00:09:06.400 align:start position:0% to make the right investments spark ml makes<00:09:04.910> a<00:09:05.029> good<00:09:05.209> fit<00:09:05.449> given<00:09:05.779> our<00:09:05.870> investments 00:09:06.400 --> 00:09:06.410 align:start position:0% makes a good fit given our investments 00:09:06.410 --> 00:09:07.210 align:start position:0% makes a good fit given our investments in<00:09:06.470> machine<00:09:06.740> learning 00:09:07.210 --> 00:09:07.220 align:start position:0% in machine learning 00:09:07.220 --> 00:09:09.730 align:start position:0% in machine learning nai<00:09:07.910> and<00:09:08.509> the<00:09:08.779> model<00:09:09.079> that<00:09:09.199> we<00:09:09.350> have<00:09:09.440> to<00:09:09.560> build 00:09:09.730 --> 00:09:09.740 align:start position:0% nai and the model that we have to build 00:09:09.740 --> 00:09:11.800 align:start position:0% nai and the model that we have to build and<00:09:10.069> given<00:09:10.670> this<00:09:10.790> kind<00:09:11.000> of<00:09:11.149> you<00:09:11.690> know 00:09:11.800 --> 00:09:11.810 align:start position:0% and given this kind of you know 00:09:11.810 --> 00:09:13.990 align:start position:0% and given this kind of you know computing<00:09:12.620> that<00:09:12.740> we<00:09:12.800> have<00:09:13.009> to<00:09:13.160> do<00:09:13.310> in<00:09:13.759> the 00:09:13.990 --> 00:09:14.000 align:start position:0% computing that we have to do in the 00:09:14.000 --> 00:09:15.309 align:start position:0% computing that we have to do in the right<00:09:14.120> of<00:09:14.240> clusters<00:09:14.690> we<00:09:14.810> need<00:09:15.019> the<00:09:15.110> kind<00:09:15.199> of 00:09:15.309 --> 00:09:15.319 align:start position:0% right of clusters we need the kind of 00:09:15.319 --> 00:09:17.559 align:start position:0% right of clusters we need the kind of big<00:09:15.470> data<00:09:15.500> scale<00:09:16.009> that<00:09:16.190> we<00:09:16.370> have<00:09:16.579> it<00:09:17.209> just<00:09:17.449> made 00:09:17.559 --> 00:09:17.569 align:start position:0% big data scale that we have it just made 00:09:17.569 --> 00:09:19.059 align:start position:0% big data scale that we have it just made a<00:09:17.600> lot<00:09:17.750> of<00:09:17.810> sense<00:09:18.050> for<00:09:18.290> us<00:09:18.350> to<00:09:18.440> invest<00:09:18.589> more<00:09:19.009> in 00:09:19.059 --> 00:09:19.069 align:start position:0% a lot of sense for us to invest more in 00:09:19.069 --> 00:09:21.040 align:start position:0% a lot of sense for us to invest more in spark<00:09:19.459> so<00:09:20.029> they<00:09:20.209> can<00:09:20.509> probably<00:09:20.690> tell<00:09:20.899> you<00:09:20.990> a 00:09:21.040 --> 00:09:21.050 align:start position:0% spark so they can probably tell you a 00:09:21.050 --> 00:09:23.559 align:start position:0% spark so they can probably tell you a lot<00:09:21.170> more<00:09:21.230> about<00:09:21.759> any<00:09:22.759> come<00:09:22.940> winners<00:09:23.240> -<00:09:23.420> like 00:09:23.559 --> 00:09:23.569 align:start position:0% lot more about any come winners - like 00:09:23.569 --> 00:09:25.210 align:start position:0% lot more about any come winners - like what<00:09:24.019> are<00:09:24.050> some<00:09:24.110> of<00:09:24.259> the<00:09:24.350> specific<00:09:24.529> use<00:09:24.949> cases 00:09:25.210 --> 00:09:25.220 align:start position:0% what are some of the specific use cases 00:09:25.220 --> 00:09:28.509 align:start position:0% what are some of the specific use cases of<00:09:25.880> how<00:09:26.060> we<00:09:26.120> are<00:09:26.360> using<00:09:26.480> spark<00:09:26.990> and<00:09:27.279> you<00:09:28.279> know 00:09:28.509 --> 00:09:28.519 align:start position:0% of how we are using spark and you know 00:09:28.519 --> 00:09:31.090 align:start position:0% of how we are using spark and you know on<00:09:28.670> the<00:09:28.819> scholar<00:09:29.120> side<00:09:29.420> we<00:09:30.050> kind<00:09:30.649> of<00:09:30.709> moved 00:09:31.090 --> 00:09:31.100 align:start position:0% on the scholar side we kind of moved 00:09:31.100 --> 00:09:32.530 align:start position:0% on the scholar side we kind of moved from<00:09:31.310> having<00:09:31.670> a<00:09:31.730> much<00:09:31.850> more<00:09:31.910> simpler<00:09:32.360> code 00:09:32.530 --> 00:09:32.540 align:start position:0% from having a much more simpler code 00:09:32.540 --> 00:09:34.929 align:start position:0% from having a much more simpler code base<00:09:32.720> with<00:09:32.959> PHP<00:09:33.500> to<00:09:34.189> move<00:09:34.370> it<00:09:34.490> to<00:09:34.610> scholar 00:09:34.929 --> 00:09:34.939 align:start position:0% base with PHP to move it to scholar 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well to what we're doing with a<00:09:42.019> right<00:09:42.230> side<00:09:42.470> solution<00:09:43.310> I<00:09:43.339> noticed<00:09:43.730> multiple 00:09:44.230 --> 00:09:44.240 align:start position:0% a right side solution I noticed multiple 00:09:44.240 --> 00:09:45.639 align:start position:0% a right side solution I noticed multiple human<00:09:44.360> coming<00:09:44.720> to<00:09:44.870> this<00:09:44.990> transition<00:09:45.319> like 00:09:45.639 --> 00:09:45.649 align:start position:0% human coming to this transition like 00:09:45.649 --> 00:09:47.800 align:start position:0% human coming to this transition like they<00:09:45.829> started<00:09:46.160> it<00:09:46.639> with<00:09:46.819> PHP<00:09:47.089> think<00:09:47.449> excited 00:09:47.800 --> 00:09:47.810 align:start position:0% they started it with PHP think excited 00:09:47.810 --> 00:09:50.079 align:start position:0% they started it with PHP think excited for<00:09:47.930> the<00:09:47.990> bunch<00:09:48.139> of<00:09:48.259> PHP<00:09:48.620> and<00:09:48.860> kaboom<00:09:49.579> like<00:09:49.970> I'm 00:09:50.079 --> 00:09:50.089 align:start position:0% for the bunch of PHP and kaboom like I'm 00:09:50.089 --> 00:09:51.550 align:start position:0% for the bunch of PHP and kaboom like I'm not<00:09:50.240> just<00:09:50.360> like<00:09:50.569> a<00:09:50.600> bunch<00:09:50.810> of<00:09:50.930> you<00:09:51.470> know 00:09:51.550 --> 00:09:51.560 align:start position:0% not just like a bunch of you know 00:09:51.560 --> 00:09:52.960 align:start position:0% not just like a bunch of you know government<00:09:51.769> said<00:09:52.040> PP<00:09:52.339> and<00:09:52.430> then<00:09:52.519> they<00:09:52.670> move<00:09:52.939> to 00:09:52.960 --> 00:09:52.970 align:start position:0% government said PP and then they move to 00:09:52.970 --> 00:09:54.910 align:start position:0% government said PP and then they move to something<00:09:53.209> else<00:09:53.360> right<00:09:53.720> so<00:09:54.170> actually<00:09:54.680> several 00:09:54.910 --> 00:09:54.920 align:start position:0% something else right so actually several 00:09:54.920 --> 00:09:57.490 align:start position:0% something else right so actually several six<00:09:55.160> color<00:09:55.399> so<00:09:55.759> it<00:09:56.060> seems<00:09:56.329> like<00:09:56.420> a<00:09:56.569> is<00:09:57.319> it 00:09:57.490 --> 00:09:57.500 align:start position:0% six color so it seems like a is it 00:09:57.500 --> 00:09:59.259 align:start position:0% six color so it seems like a is it because<00:09:57.740> of<00:09:57.769> gdm<00:09:58.279> is<00:09:58.519> it<00:09:58.699> because<00:09:59.000> of<00:09:59.029> whom 00:09:59.259 --> 00:09:59.269 align:start position:0% because of gdm is it because of whom 00:09:59.269 --> 00:10:00.579 align:start position:0% because of gdm is it because of whom were<00:09:59.420> cast<00:09:59.660> industrial 00:10:00.579 --> 00:10:00.589 align:start position:0% were cast industrial 00:10:00.589 --> 00:10:02.740 align:start position:0% were cast industrial long<00:10:01.220> running<00:10:01.459> servers<00:10:01.880> like<00:10:02.300> what<00:10:02.600> are<00:10:02.720> some 00:10:02.740 --> 00:10:02.750 align:start position:0% long running servers like what are some 00:10:02.750 --> 00:10:04.470 align:start position:0% long running servers like what are some other<00:10:02.990> advantages<00:10:03.199> with<00:10:03.589> this<00:10:03.740> you<00:10:04.250> know 00:10:04.470 --> 00:10:04.480 align:start position:0% other advantages with this you know 00:10:04.480 --> 00:10:06.670 align:start position:0% other advantages with this you know probably<00:10:05.480> a<00:10:05.660> good<00:10:05.839> better<00:10:06.079> question<00:10:06.410> for<00:10:06.560> me 00:10:06.670 --> 00:10:06.680 align:start position:0% probably a good better question for me 00:10:06.680 --> 00:10:08.470 align:start position:0% probably a good better question for me beg<00:10:06.829> to<00:10:07.040> answer<00:10:07.339> but<00:10:07.459> I<00:10:07.519> know<00:10:07.880> that<00:10:08.180> we<00:10:08.300> did 00:10:08.470 --> 00:10:08.480 align:start position:0% beg to answer but I know that we did 00:10:08.480 --> 00:10:10.420 align:start position:0% beg to answer but I know that we did look<00:10:08.660> at<00:10:08.810> various<00:10:09.110> technology<00:10:09.649> which<00:10:09.980> cook 00:10:10.420 --> 00:10:10.430 align:start position:0% look at various technology which cook 00:10:10.430 --> 00:10:12.639 align:start position:0% look at various technology which cook you<00:10:10.639> know<00:10:10.759> coding<00:10:11.149> languages<00:10:11.569> to<00:10:11.750> utilize<00:10:12.079> and 00:10:12.639 --> 00:10:12.649 align:start position:0% you know coding languages to utilize and 00:10:12.649 --> 00:10:14.230 align:start position:0% you know coding languages to utilize and we<00:10:12.769> just<00:10:12.949> felt<00:10:13.130> like<00:10:13.160> Scala<00:10:13.519> was<00:10:13.699> a<00:10:13.730> better<00:10:13.970> fit 00:10:14.230 --> 00:10:14.240 align:start position:0% we just felt like Scala was a better fit 00:10:14.240 --> 00:10:16.179 align:start position:0% we just felt like Scala was a better fit for<00:10:14.269> for<00:10:14.839> where<00:10:15.050> we<00:10:15.170> are<00:10:15.199> but<00:10:15.800> some<00:10:15.980> of<00:10:16.069> these 00:10:16.179 --> 00:10:16.189 align:start position:0% for for where we are but some of these 00:10:16.189 --> 00:10:19.269 align:start position:0% for for where we are but some of these decisions<00:10:16.519> previously<00:10:17.240> so<00:10:17.449> salty<00:10:18.230> patel<00:10:18.500> all 00:10:19.269 --> 00:10:19.279 align:start position:0% decisions previously so salty patel all 00:10:19.279 --> 00:10:20.740 align:start position:0% decisions previously so salty patel all right<00:10:19.490> all<00:10:20.120> right 00:10:20.740 --> 00:10:20.750 align:start position:0% right all right 00:10:20.750 --> 00:10:22.840 align:start position:0% right all right a-and<00:10:21.620> definitely<00:10:22.040> you<00:10:22.130> know<00:10:22.250> with<00:10:22.459> ourselves 00:10:22.840 --> 00:10:22.850 align:start position:0% a-and definitely you know with ourselves 00:10:22.850 --> 00:10:25.240 align:start position:0% a-and definitely you know with ourselves whether<00:10:22.970> that's<00:10:23.240> talk<00:10:24.050> following<00:10:24.439> yeah<00:10:24.800> and 00:10:25.240 --> 00:10:25.250 align:start position:0% whether that's talk following yeah and 00:10:25.250 --> 00:10:27.069 align:start position:0% whether that's talk following yeah and so<00:10:25.430> maybe<00:10:25.670> to<00:10:25.759> tell<00:10:26.180> a<00:10:26.209> little<00:10:26.329> bit<00:10:26.480> about<00:10:26.569> what 00:10:27.069 --> 00:10:27.079 align:start position:0% so maybe to tell a little bit about what 00:10:27.079 --> 00:10:28.960 align:start position:0% so maybe to tell a little bit about what attracted<00:10:27.529> you<00:10:27.769> to<00:10:27.800> the<00:10:28.220> tech<00:10:28.550> industry 00:10:28.960 --> 00:10:28.970 align:start position:0% attracted you to the tech industry 00:10:28.970 --> 00:10:30.189 align:start position:0% attracted you to the tech industry what's<00:10:29.240> what's<00:10:29.480> really<00:10:29.720> exciting<00:10:29.930> about<00:10:30.050> it 00:10:30.189 --> 00:10:30.199 align:start position:0% what's what's really exciting about it 00:10:30.199 --> 00:10:33.240 align:start position:0% what's what's really exciting about it for<00:10:30.529> you<00:10:30.620> sure<00:10:31.309> so<00:10:31.819> for<00:10:32.000> me<00:10:32.120> you<00:10:32.149> know 00:10:33.240 --> 00:10:33.250 align:start position:0% for you sure so for me you know 00:10:33.250 --> 00:10:36.570 align:start position:0% for you sure so for me you know I'm<00:10:33.670> an<00:10:33.850> advertising<00:10:34.120> guy<00:10:34.570> has<00:10:35.020> been<00:10:35.580> building 00:10:36.570 --> 00:10:36.580 align:start position:0% I'm an advertising guy has been building 00:10:36.580 --> 00:10:39.900 align:start position:0% I'm an advertising guy has been building ad<00:10:36.970> platforms<00:10:37.780> and<00:10:38.490> advertising<00:10:39.490> products 00:10:39.900 --> 00:10:39.910 align:start position:0% ad platforms and advertising products 00:10:39.910 --> 00:10:43.320 align:start position:0% ad platforms and advertising products for<00:10:40.750> the<00:10:40.840> last<00:10:41.020> ten<00:10:41.350> years<00:10:41.650> plus<00:10:42.160> so<00:10:43.000> kind<00:10:43.270> of 00:10:43.320 --> 00:10:43.330 align:start position:0% for the last ten years plus so kind of 00:10:43.330 --> 00:10:44.970 align:start position:0% for the last ten years plus so kind of evolved<00:10:43.720> from<00:10:43.750> like<00:10:44.050> having<00:10:44.770> a<00:10:44.830> lot<00:10:44.950> of 00:10:44.970 --> 00:10:44.980 align:start position:0% evolved from like having a lot of 00:10:44.980 --> 00:10:46.680 align:start position:0% evolved from like having a lot of solutions<00:10:45.490> which<00:10:45.610> cater<00:10:45.850> mostly<00:10:46.090> to<00:10:46.270> desktop 00:10:46.680 --> 00:10:46.690 align:start position:0% solutions which cater mostly to desktop 00:10:46.690 --> 00:10:48.240 align:start position:0% solutions which cater mostly to desktop because<00:10:46.960> that's<00:10:47.320> where<00:10:47.500> the<00:10:47.560> primary<00:10:47.770> traffic 00:10:48.240 --> 00:10:48.250 align:start position:0% because that's where the primary traffic 00:10:48.250 --> 00:10:50.610 align:start position:0% because that's where the primary traffic was<00:10:48.460> and<00:10:48.970> then<00:10:49.300> my<00:10:49.660> career<00:10:50.050> trajectory<00:10:50.560> is 00:10:50.610 --> 00:10:50.620 align:start position:0% was and then my career trajectory is 00:10:50.620 --> 00:10:51.690 align:start position:0% was and then my career trajectory is kind<00:10:50.800> of<00:10:50.860> in<00:10:50.950> a<00:10:51.010> way<00:10:51.130> followed<00:10:51.520> by<00:10:51.550> the 00:10:51.690 --> 00:10:51.700 align:start position:0% kind of in a way followed by the 00:10:51.700 --> 00:10:52.680 align:start position:0% kind of in a way followed by the eyeballs<00:10:52.120> are<00:10:52.240> gone 00:10:52.680 --> 00:10:52.690 align:start position:0% eyeballs are gone 00:10:52.690 --> 00:10:54.690 align:start position:0% eyeballs are gone we've<00:10:53.050> gone<00:10:53.260> from<00:10:53.320> like<00:10:53.710> mobile<00:10:54.040> from 00:10:54.690 --> 00:10:54.700 align:start position:0% we've gone from like mobile from 00:10:54.700 --> 00:10:56.460 align:start position:0% we've gone from like mobile from basically<00:10:55.000> desktop<00:10:55.540> to<00:10:55.750> mobile<00:10:55.930> and<00:10:56.350> the 00:10:56.460 --> 00:10:56.470 align:start position:0% basically desktop to mobile and the 00:10:56.470 --> 00:10:58.890 align:start position:0% basically desktop to mobile and the mobile<00:10:56.800> web<00:10:56.980> and<00:10:57.310> then<00:10:57.700> to<00:10:57.820> mobile<00:10:58.120> in<00:10:58.240> app<00:10:58.390> you 00:10:58.890 --> 00:10:58.900 align:start position:0% mobile web and then to mobile in app you 00:10:58.900 --> 00:11:00.210 align:start position:0% mobile web and then to mobile in app you know<00:10:59.020> clearly<00:10:59.380> the<00:10:59.500> opportunities<00:11:00.010> that<00:11:00.040> have 00:11:00.210 --> 00:11:00.220 align:start position:0% know clearly the opportunities that have 00:11:00.220 --> 00:11:01.590 align:start position:0% know clearly the opportunities that have emerged<00:11:00.460> has<00:11:00.700> been<00:11:00.880> on<00:11:01.000> mobile<00:11:01.390> in<00:11:01.480> app 00:11:01.590 --> 00:11:01.600 align:start position:0% emerged has been on mobile in app 00:11:01.600 --> 00:11:04.530 align:start position:0% emerged has been on mobile in app monetization<00:11:02.100> people<00:11:03.100> spend<00:11:03.430> 60<00:11:03.850> 70<00:11:04.150> %<00:11:04.420> of<00:11:04.450> the 00:11:04.530 --> 00:11:04.540 align:start position:0% monetization people spend 60 70 % of the 00:11:04.540 --> 00:11:07.710 align:start position:0% monetization people spend 60 70 % of the time<00:11:04.750> of<00:11:05.250> the<00:11:06.250> time<00:11:06.400> on<00:11:06.610> mobile<00:11:06.790> within<00:11:07.510> apps 00:11:07.710 --> 00:11:07.720 align:start position:0% time of the time on mobile within apps 00:11:07.720 --> 00:11:10.970 align:start position:0% time of the time on mobile within apps so<00:11:08.500> how<00:11:08.710> do<00:11:08.770> we<00:11:08.980> like<00:11:09.220> more<00:11:09.630> capitalize<00:11:10.630> those 00:11:10.970 --> 00:11:10.980 align:start position:0% so how do we like more capitalize those 00:11:10.980 --> 00:11:14.100 align:start position:0% so how do we like more capitalize those those<00:11:11.980> interactions<00:11:12.910> between<00:11:13.630> users<00:11:14.080> and 00:11:14.100 --> 00:11:14.110 align:start position:0% those interactions between users and 00:11:14.110 --> 00:11:15.960 align:start position:0% those interactions between users and their<00:11:14.350> apps<00:11:14.530> so<00:11:15.340> it<00:11:15.400> was<00:11:15.490> kind<00:11:15.700> of<00:11:15.730> a<00:11:15.820> natural 00:11:15.960 --> 00:11:15.970 align:start position:0% their apps so it was kind of a natural 00:11:15.970 --> 00:11:18.420 align:start position:0% their apps so it was kind of a natural fit<00:11:16.420> for<00:11:16.450> me<00:11:16.630> to<00:11:16.750> connect<00:11:17.050> evolve<00:11:17.500> and<00:11:17.770> go<00:11:18.280> and 00:11:18.420 --> 00:11:18.430 align:start position:0% fit for me to connect evolve and go and 00:11:18.430 --> 00:11:20.250 align:start position:0% fit for me to connect evolve and go and both<00:11:18.580> for<00:11:18.760> companies<00:11:19.210> where<00:11:19.930> it's<00:11:20.110> all<00:11:20.230> about 00:11:20.250 --> 00:11:20.260 align:start position:0% both for companies where it's all about 00:11:20.260 --> 00:11:22.410 align:start position:0% both for companies where it's all about advertising<00:11:21.160> but<00:11:21.310> it's<00:11:21.430> also<00:11:21.580> about<00:11:21.760> apps<00:11:22.120> and 00:11:22.410 --> 00:11:22.420 align:start position:0% advertising but it's also about apps and 00:11:22.420 --> 00:11:24.420 align:start position:0% advertising but it's also about apps and then<00:11:22.690> of<00:11:22.960> course<00:11:23.170> gaining<00:11:23.650> is<00:11:23.740> fun<00:11:23.980> I<00:11:24.160> play 00:11:24.420 --> 00:11:24.430 align:start position:0% then of course gaining is fun I play 00:11:24.430 --> 00:11:26.580 align:start position:0% then of course gaining is fun I play games<00:11:24.640> we<00:11:25.450> all<00:11:25.570> play<00:11:25.810> games<00:11:26.080> that<00:11:26.380> kind<00:11:26.560> of 00:11:26.580 --> 00:11:26.590 align:start position:0% games we all play games that kind of 00:11:26.590 --> 00:11:28.320 align:start position:0% games we all play games that kind of makes<00:11:26.800> sense<00:11:26.950> to<00:11:27.190> kind<00:11:27.280> of<00:11:27.400> figure<00:11:27.580> out<00:11:27.670> how<00:11:28.270> do 00:11:28.320 --> 00:11:28.330 align:start position:0% makes sense to kind of figure out how do 00:11:28.330 --> 00:11:30.390 align:start position:0% makes sense to kind of figure out how do we<00:11:28.450> do<00:11:28.600> better<00:11:28.840> at<00:11:29.020> gaming<00:11:29.320> monitor<00:11:29.650> days<00:11:29.800> all 00:11:30.390 --> 00:11:30.400 align:start position:0% we do better at gaming monitor days all 00:11:30.400 --> 00:11:31.980 align:start position:0% we do better at gaming monitor days all right<00:11:30.550> so<00:11:30.820> it's<00:11:31.270> kind<00:11:31.540> of<00:11:31.570> someone<00:11:31.840> who 00:11:31.980 --> 00:11:31.990 align:start position:0% right so it's kind of someone who 00:11:31.990 --> 00:11:33.390 align:start position:0% right so it's kind of someone who follows<00:11:32.320> attacking<00:11:32.800> each<00:11:32.890> other's<00:11:33.100> was<00:11:33.220> going 00:11:33.390 --> 00:11:33.400 align:start position:0% follows attacking each other's was going 00:11:33.400 --> 00:11:33.870 align:start position:0% follows attacking each other's was going to<00:11:33.460> be<00:11:33.550> next 00:11:33.870 --> 00:11:33.880 align:start position:0% to be next 00:11:33.880 --> 00:11:36.540 align:start position:0% to be next where<00:11:34.390> is<00:11:34.510> this<00:11:34.630> going<00:11:35.200> you<00:11:35.290> know<00:11:35.410> like<00:11:35.770> what 00:11:36.540 --> 00:11:36.550 align:start position:0% where is this going you know like what 00:11:36.550 --> 00:11:38.610 align:start position:0% where is this going you know like what after<00:11:36.850> apps<00:11:37.120> is<00:11:37.510> just<00:11:37.780> going<00:11:37.900> to<00:11:37.990> evolved 00:11:38.610 --> 00:11:38.620 align:start position:0% after apps is just going to evolved 00:11:38.620 --> 00:11:40.740 align:start position:0% after apps is just going to evolved inside<00:11:38.890> apps<00:11:39.160> is<00:11:40.000> going<00:11:40.300> to<00:11:40.360> be<00:11:40.420> in<00:11:40.510> the<00:11:40.600> eye 00:11:40.740 --> 00:11:40.750 align:start position:0% inside apps is going to be in the eye 00:11:40.750 --> 00:11:43.410 align:start position:0% inside apps is going to be in the eye I<00:11:41.110> always<00:11:41.500> have<00:11:41.680> yeah<00:11:41.980> I<00:11:42.010> you<00:11:42.550> know<00:11:42.670> absinthe 00:11:43.410 --> 00:11:43.420 align:start position:0% I always have yeah I you know absinthe 00:11:43.420 --> 00:11:46.500 align:start position:0% I always have yeah I you know absinthe VR<00:11:43.690> like<00:11:44.110> the<00:11:44.380> dis<00:11:44.650> have<00:11:44.770> any<00:11:45.040> feeling<00:11:45.760> was 00:11:46.500 --> 00:11:46.510 align:start position:0% VR like the dis have any feeling was 00:11:46.510 --> 00:11:48.270 align:start position:0% VR like the dis have any feeling was going<00:11:46.810> I<00:11:46.960> think<00:11:47.560> I<00:11:47.710> think<00:11:47.890> there's<00:11:48.040> some<00:11:48.130> very 00:11:48.270 --> 00:11:48.280 align:start position:0% going I think I think there's some very 00:11:48.280 --> 00:11:51.110 align:start position:0% going I think I think there's some very interesting<00:11:48.490> trends<00:11:49.180> that<00:11:49.630> tell<00:11:50.140> us<00:11:50.290> as<00:11:50.620> to 00:11:51.110 --> 00:11:51.120 align:start position:0% interesting trends that tell us as to 00:11:51.120 --> 00:11:53.250 align:start position:0% interesting trends that tell us as to you<00:11:52.120> know<00:11:52.150> what's<00:11:52.450> going<00:11:52.660> to<00:11:52.720> emerge<00:11:52.960> I 00:11:53.250 --> 00:11:53.260 align:start position:0% you know what's going to emerge I 00:11:53.260 --> 00:11:56.790 align:start position:0% you know what's going to emerge I definitely<00:11:53.950> see<00:11:54.750> you<00:11:55.750> know<00:11:55.870> AR<00:11:56.380> and<00:11:56.650> like 00:11:56.790 --> 00:11:56.800 align:start position:0% definitely see you know AR and like 00:11:56.800 --> 00:11:59.010 align:start position:0% definitely see you know AR and like especially<00:11:57.190> like<00:11:57.370> more<00:11:57.940> than<00:11:58.060> VR<00:11:58.300> AR<00:11:58.780> lends 00:11:59.010 --> 00:11:59.020 align:start position:0% especially like more than VR AR lends 00:11:59.020 --> 00:12:00.510 align:start position:0% especially like more than VR AR lends itself<00:11:59.290> very<00:11:59.380> well<00:11:59.620> to<00:11:59.770> like<00:12:00.100> the<00:12:00.220> gaming 00:12:00.510 --> 00:12:00.520 align:start position:0% itself very well to like the gaming 00:12:00.520 --> 00:12:02.280 align:start position:0% itself very well to like the gaming experience<00:12:00.670> we<00:12:01.180> saw<00:12:01.360> that<00:12:01.510> with<00:12:01.630> Pokemon<00:12:02.080> go 00:12:02.280 --> 00:12:02.290 align:start position:0% experience we saw that with Pokemon go 00:12:02.290 --> 00:12:04.800 align:start position:0% experience we saw that with Pokemon go rest<00:12:02.710> but<00:12:03.010> I<00:12:03.040> also<00:12:03.310> see<00:12:03.670> like<00:12:03.850> more<00:12:04.240> immersive 00:12:04.800 --> 00:12:04.810 align:start position:0% rest but I also see like more immersive 00:12:04.810 --> 00:12:07.110 align:start position:0% rest but I also see like more immersive experiences<00:12:05.440> will<00:12:05.620> come<00:12:05.830> in<00:12:05.950> both<00:12:06.280> virtual 00:12:07.110 --> 00:12:07.120 align:start position:0% experiences will come in both virtual 00:12:07.120 --> 00:12:09.000 align:start position:0% experiences will come in both virtual reality<00:12:07.540> and<00:12:07.630> augmented<00:12:07.800> that'll<00:12:08.800> allow 00:12:09.000 --> 00:12:09.010 align:start position:0% reality and augmented that'll allow 00:12:09.010 --> 00:12:10.740 align:start position:0% reality and augmented that'll allow users<00:12:09.610> to<00:12:09.640> really<00:12:09.910> experience<00:12:10.390> the<00:12:10.600> game 00:12:10.740 --> 00:12:10.750 align:start position:0% users to really experience the game 00:12:10.750 --> 00:12:13.140 align:start position:0% users to really experience the game right<00:12:11.470> and<00:12:11.650> to<00:12:12.070> become<00:12:12.460> part<00:12:12.730> of<00:12:12.820> the<00:12:12.940> game 00:12:13.140 --> 00:12:13.150 align:start position:0% right and to become part of the game 00:12:13.150 --> 00:12:14.850 align:start position:0% right and to become part of the game they<00:12:13.360> can<00:12:13.390> choose<00:12:13.750> to<00:12:13.930> be<00:12:14.020> a<00:12:14.050> persona<00:12:14.500> in<00:12:14.710> the 00:12:14.850 --> 00:12:14.860 align:start position:0% they can choose to be a persona in the 00:12:14.860 --> 00:12:16.350 align:start position:0% they can choose to be a persona in the game<00:12:15.040> they<00:12:15.580> can<00:12:15.730> say<00:12:15.850> I<00:12:15.910> want<00:12:16.000> to<00:12:16.150> be<00:12:16.210> this 00:12:16.350 --> 00:12:16.360 align:start position:0% game they can say I want to be this 00:12:16.360 --> 00:12:18.210 align:start position:0% game they can say I want to be this character<00:12:16.870> or<00:12:16.990> that<00:12:17.110> character<00:12:17.470> and<00:12:17.560> then<00:12:17.740> how 00:12:18.210 --> 00:12:18.220 align:start position:0% character or that character and then how 00:12:18.220 --> 00:12:20.100 align:start position:0% character or that character and then how the<00:12:18.280> game<00:12:18.520> experience<00:12:18.850> develops<00:12:19.300> and<00:12:19.510> as<00:12:19.870> that 00:12:20.100 --> 00:12:20.110 align:start position:0% the game experience develops and as that 00:12:20.110 --> 00:12:22.380 align:start position:0% the game experience develops and as that happens<00:12:20.650> I'm<00:12:20.890> sure<00:12:21.280> companies<00:12:21.520> in<00:12:22.030> the 00:12:22.380 --> 00:12:22.390 align:start position:0% happens I'm sure companies in the 00:12:22.390 --> 00:12:23.730 align:start position:0% happens I'm sure companies in the advertising<00:12:22.839> world<00:12:22.930> will<00:12:23.140> figure<00:12:23.320> out<00:12:23.500> how<00:12:23.680> to 00:12:23.730 --> 00:12:23.740 align:start position:0% advertising world will figure out how to 00:12:23.740 --> 00:12:26.130 align:start position:0% advertising world will figure out how to make<00:12:23.980> ads<00:12:24.220> more<00:12:24.490> enticing<00:12:24.820> but<00:12:25.089> more<00:12:25.870> a<00:12:25.900> part 00:12:26.130 --> 00:12:26.140 align:start position:0% make ads more enticing but more a part 00:12:26.140 --> 00:12:28.290 align:start position:0% make ads more enticing but more a part of<00:12:26.290> the<00:12:26.410> ecosystem<00:12:26.700> then<00:12:27.700> just<00:12:27.910> being<00:12:28.089> like<00:12:28.240> a 00:12:28.290 --> 00:12:28.300 align:start position:0% of the ecosystem then just being like a 00:12:28.300 --> 00:12:30.540 align:start position:0% of the ecosystem then just being like a static<00:12:28.870> kind<00:12:29.230> of<00:12:29.320> display<00:12:29.740> like<00:12:30.040> given<00:12:30.250> video 00:12:30.540 --> 00:12:30.550 align:start position:0% static kind of display like given video 00:12:30.550 --> 00:12:32.310 align:start position:0% static kind of display like given video if<00:12:30.640> you<00:12:30.760> think<00:12:30.940> of<00:12:31.030> it<00:12:31.180> it's<00:12:31.690> great<00:12:32.050> to<00:12:32.170> have 00:12:32.310 --> 00:12:32.320 align:start position:0% if you think of it it's great to have 00:12:32.320 --> 00:12:34.410 align:start position:0% if you think of it it's great to have mobile<00:12:32.530> video<00:12:32.950> within<00:12:33.190> these<00:12:33.430> games<00:12:33.760> but 00:12:34.410 --> 00:12:34.420 align:start position:0% mobile video within these games but 00:12:34.420 --> 00:12:36.090 align:start position:0% mobile video within these games but they're<00:12:34.540> more<00:12:34.660> like<00:12:34.810> a<00:12:34.839> passive<00:12:35.320> form<00:12:35.350> medium 00:12:36.090 --> 00:12:36.100 align:start position:0% they're more like a passive form medium 00:12:36.100 --> 00:12:37.380 align:start position:0% they're more like a passive form medium so<00:12:36.310> with<00:12:36.460> playable<00:12:37.000> ads 00:12:37.380 --> 00:12:37.390 align:start position:0% so with playable ads 00:12:37.390 --> 00:12:39.450 align:start position:0% so with playable ads we<00:12:37.810> made<00:12:37.990> a<00:12:38.020> lot<00:12:38.260> more<00:12:38.470> interactive<00:12:38.830> I<00:12:39.190> think 00:12:39.450 --> 00:12:39.460 align:start position:0% we made a lot more interactive I think 00:12:39.460 --> 00:12:40.980 align:start position:0% we made a lot more interactive I think with<00:12:39.550> VR<00:12:39.850> and<00:12:40.030> AR<00:12:40.150> we'll<00:12:40.420> get<00:12:40.570> even<00:12:40.780> more 00:12:40.980 --> 00:12:40.990 align:start position:0% with VR and AR we'll get even more 00:12:40.990 --> 00:12:42.060 align:start position:0% with VR and AR we'll get even more interactive 00:12:42.060 --> 00:12:42.070 align:start position:0% interactive 00:12:42.070 --> 00:12:43.710 align:start position:0% interactive what<00:12:42.220> I<00:12:42.250> really<00:12:42.490> add<00:12:42.670> kind<00:12:42.970> of<00:12:43.030> fits<00:12:43.360> in<00:12:43.540> and 00:12:43.710 --> 00:12:43.720 align:start position:0% what I really add kind of fits in and 00:12:43.720 --> 00:12:45.930 align:start position:0% what I really add kind of fits in and blends<00:12:43.930> in<00:12:44.110> very<00:12:44.140> well<00:12:44.350> I<00:12:44.740> the<00:12:45.550> color<00:12:45.760> becomes 00:12:45.930 --> 00:12:45.940 align:start position:0% blends in very well I the color becomes 00:12:45.940 --> 00:12:48.840 align:start position:0% blends in very well I the color becomes native<00:12:46.450> to<00:12:46.870> the<00:12:47.020> ski<00:12:47.260> yes<00:12:47.560> I<00:12:48.160> definitely<00:12:48.640> see 00:12:48.840 --> 00:12:48.850 align:start position:0% native to the ski yes I definitely see 00:12:48.850 --> 00:12:51.480 align:start position:0% native to the ski yes I definitely see those<00:12:49.120> kind<00:12:49.390> of<00:12:49.450> trends<00:12:49.960> I<00:12:50.140> think<00:12:50.740> you<00:12:51.400> know 00:12:51.480 --> 00:12:51.490 align:start position:0% those kind of trends I think you know 00:12:51.490 --> 00:12:54.150 align:start position:0% those kind of trends I think you know what<00:12:51.670> Google<00:12:52.060> sign<00:12:52.240> to<00:12:52.390> do<00:12:52.710> with<00:12:53.710> like<00:12:53.890> you 00:12:54.150 --> 00:12:54.160 align:start position:0% what Google sign to do with like you 00:12:54.160 --> 00:12:56.220 align:start position:0% what Google sign to do with like you know<00:12:54.220> interesting<00:12:54.910> -<00:12:55.090> and<00:12:55.480> half<00:12:55.660> an<00:12:56.020> apple 00:12:56.220 --> 00:12:56.230 align:start position:0% know interesting - and half an apple 00:12:56.230 --> 00:12:58.020 align:start position:0% know interesting - and half an apple with<00:12:56.530> like<00:12:56.680> happening<00:12:57.190> so<00:12:57.490> I<00:12:57.550> think<00:12:57.640> we'll<00:12:57.880> get 00:12:58.020 --> 00:12:58.030 align:start position:0% with like happening so I think we'll get 00:12:58.030 --> 00:13:02.610 align:start position:0% with like happening so I think we'll get go<00:12:58.210> stage<00:12:58.570> where<00:12:59.470> the<00:12:59.770> the<00:13:01.290> the<00:13:02.290> distance 00:13:02.610 --> 00:13:02.620 align:start position:0% go stage where the the the distance 00:13:02.620 --> 00:13:04.410 align:start position:0% go stage where the the the distance between<00:13:02.830> like<00:13:03.190> an<00:13:03.340> app<00:13:03.550> was<00:13:03.850> a<00:13:03.880> mobile<00:13:04.270> web 00:13:04.410 --> 00:13:04.420 align:start position:0% between like an app was a mobile web 00:13:04.420 --> 00:13:06.510 align:start position:0% between like an app was a mobile web will<00:13:04.570> start<00:13:04.840> to<00:13:04.900> just<00:13:05.050> converge<00:13:05.440> and<00:13:05.740> people 00:13:06.510 --> 00:13:06.520 align:start position:0% will start to just converge and people 00:13:06.520 --> 00:13:07.710 align:start position:0% will start to just converge and people will<00:13:06.670> want<00:13:06.820> to<00:13:06.940> play<00:13:07.090> games<00:13:07.360> and<00:13:07.540> they'll<00:13:07.690> just 00:13:07.710 --> 00:13:07.720 align:start position:0% will want to play games and they'll just 00:13:07.720 --> 00:13:09.120 align:start position:0% will want to play games and they'll just play<00:13:08.020> instant<00:13:08.350> games<00:13:08.530> like<00:13:08.680> we<00:13:08.800> see<00:13:08.980> that 00:13:09.120 --> 00:13:09.130 align:start position:0% play instant games like we see that 00:13:09.130 --> 00:13:10.920 align:start position:0% play instant games like we see that happening<00:13:09.400> with<00:13:09.550> Facebook<00:13:09.970> so<00:13:10.600> I<00:13:10.630> feel<00:13:10.900> like 00:13:10.920 --> 00:13:10.930 align:start position:0% happening with Facebook so I feel like 00:13:10.930 --> 00:13:12.750 align:start position:0% happening with Facebook so I feel like there's<00:13:11.560> some<00:13:11.740> of<00:13:11.830> the<00:13:11.980> friction<00:13:12.370> that's 00:13:12.750 --> 00:13:12.760 align:start position:0% there's some of the friction that's 00:13:12.760 --> 00:13:15.050 align:start position:0% there's some of the friction that's immoral<00:13:13.090> and<00:13:13.270> like<00:13:13.650> looking<00:13:14.650> at<00:13:14.740> an<00:13:14.860> app 00:13:15.050 --> 00:13:15.060 align:start position:0% immoral and like looking at an app 00:13:15.060 --> 00:13:17.820 align:start position:0% immoral and like looking at an app downloading<00:13:16.060> it<00:13:16.240> then<00:13:16.630> opening<00:13:16.960> it<00:13:17.020> or<00:13:17.500> start 00:13:17.820 --> 00:13:17.830 align:start position:0% downloading it then opening it or start 00:13:17.830 --> 00:13:19.860 align:start position:0% downloading it then opening it or start to<00:13:17.950> kind<00:13:18.100> of<00:13:18.160> go<00:13:18.340> away<00:13:18.460> as<00:13:18.700> html5<00:13:19.300> gets<00:13:19.660> better 00:13:19.860 --> 00:13:19.870 align:start position:0% to kind of go away as html5 gets better 00:13:19.870 --> 00:13:21.480 align:start position:0% to kind of go away as html5 gets better there<00:13:20.680> are<00:13:20.710> some<00:13:20.890> functions<00:13:21.280> which<00:13:21.340> are 00:13:21.480 --> 00:13:21.490 align:start position:0% there are some functions which are 00:13:21.490 --> 00:13:23.640 align:start position:0% there are some functions which are related<00:13:21.850> to<00:13:22.030> an<00:13:22.210> app<00:13:22.360> I<00:13:22.630> suspect<00:13:23.440> there'll<00:13:23.620> be 00:13:23.640 --> 00:13:23.650 align:start position:0% related to an app I suspect there'll be 00:13:23.650 --> 00:13:25.680 align:start position:0% related to an app I suspect there'll be some<00:13:23.950> like<00:13:24.130> really<00:13:24.640> heavier<00:13:25.060> you<00:13:25.330> know<00:13:25.450> like 00:13:25.680 --> 00:13:25.690 align:start position:0% some like really heavier you know like 00:13:25.690 --> 00:13:27.720 align:start position:0% some like really heavier you know like apps<00:13:25.960> which<00:13:26.200> I<00:13:26.320> have<00:13:26.440> very<00:13:26.620> clear<00:13:26.680> use<00:13:27.100> cases<00:13:27.400> I 00:13:27.720 --> 00:13:27.730 align:start position:0% apps which I have very clear use cases I 00:13:27.730 --> 00:13:29.640 align:start position:0% apps which I have very clear use cases I will<00:13:28.240> continue<00:13:28.570> to<00:13:28.780> stay<00:13:28.990> but<00:13:29.260> a<00:13:29.290> lot<00:13:29.470> of<00:13:29.500> the 00:13:29.640 --> 00:13:29.650 align:start position:0% will continue to stay but a lot of the 00:13:29.650 --> 00:13:31.620 align:start position:0% will continue to stay but a lot of the casual<00:13:30.040> games<00:13:30.250> stuff<00:13:31.060> will<00:13:31.210> probably<00:13:31.540> move 00:13:31.620 --> 00:13:31.630 align:start position:0% casual games stuff will probably move 00:13:31.630 --> 00:13:33.410 align:start position:0% casual games stuff will probably move towards<00:13:31.990> more<00:13:32.170> like<00:13:32.320> a<00:13:32.350> blended<00:13:32.980> environment 00:13:33.410 --> 00:13:33.420 align:start position:0% towards more like a blended environment 00:13:33.420 --> 00:13:35.190 align:start position:0% towards more like a blended environment interesting<00:13:34.420> so<00:13:34.570> just<00:13:34.750> like<00:13:34.870> in<00:13:35.020> the<00:13:35.050> way 00:13:35.190 --> 00:13:35.200 align:start position:0% interesting so just like in the way 00:13:35.200 --> 00:13:36.900 align:start position:0% interesting so just like in the way it'll<00:13:35.500> come<00:13:35.650> full<00:13:35.800> circle<00:13:35.830> to<00:13:36.280> the<00:13:36.370> web<00:13:36.520> where 00:13:36.900 --> 00:13:36.910 align:start position:0% it'll come full circle to the web where 00:13:36.910 --> 00:13:38.820 align:start position:0% it'll come full circle to the web where it's<00:13:37.090> stateless<00:13:37.540> and<00:13:37.750> they<00:13:37.840> just<00:13:38.080> start<00:13:38.590> where 00:13:38.820 --> 00:13:38.830 align:start position:0% it's stateless and they just start where 00:13:38.830 --> 00:13:40.260 align:start position:0% it's stateless and they just start where it<00:13:38.920> was<00:13:39.100> right<00:13:39.310> yeah<00:13:39.670> this<00:13:39.940> is<00:13:40.060> interesting 00:13:40.260 --> 00:13:40.270 align:start position:0% it was right yeah this is interesting 00:13:40.270 --> 00:13:41.850 align:start position:0% it was right yeah this is interesting but<00:13:40.540> if<00:13:40.690> you<00:13:40.780> have<00:13:40.900> all<00:13:41.020> this<00:13:41.170> richness<00:13:41.410> right 00:13:41.850 --> 00:13:41.860 align:start position:0% but if you have all this richness right 00:13:41.860 --> 00:13:43.740 align:start position:0% but if you have all this richness right yeah<00:13:42.220> I<00:13:42.610> think<00:13:42.940> the<00:13:43.000> good<00:13:43.180> part<00:13:43.390> is<00:13:43.450> like<00:13:43.600> this 00:13:43.740 --> 00:13:43.750 align:start position:0% yeah I think the good part is like this 00:13:43.750 --> 00:13:45.150 align:start position:0% yeah I think the good part is like this flexibility<00:13:44.380> because<00:13:44.650> we've<00:13:44.770> kind<00:13:44.890> of<00:13:44.980> gone 00:13:45.150 --> 00:13:45.160 align:start position:0% flexibility because we've kind of gone 00:13:45.160 --> 00:13:47.250 align:start position:0% flexibility because we've kind of gone to<00:13:45.310> full<00:13:45.460> circle<00:13:45.850> app<00:13:46.450> developers<00:13:47.050> can<00:13:47.230> make 00:13:47.250 --> 00:13:47.260 align:start position:0% to full circle app developers can make 00:13:47.260 --> 00:13:49.020 align:start position:0% to full circle app developers can make better<00:13:47.620> choices<00:13:47.710> about<00:13:48.310> what<00:13:48.640> is<00:13:48.790> the<00:13:48.910> right 00:13:49.020 --> 00:13:49.030 align:start position:0% better choices about what is the right 00:13:49.030 --> 00:13:51.210 align:start position:0% better choices about what is the right gaming<00:13:49.450> experience<00:13:50.020> and<00:13:50.230> what's<00:13:50.830> the<00:13:51.070> right 00:13:51.210 --> 00:13:51.220 align:start position:0% gaming experience and what's the right 00:13:51.220 --> 00:13:53.040 align:start position:0% gaming experience and what's the right delivery<00:13:51.640> mechanism<00:13:52.330> whether<00:13:52.540> it<00:13:52.660> happens<00:13:52.960> to 00:13:53.040 --> 00:13:53.050 align:start position:0% delivery mechanism whether it happens to 00:13:53.050 --> 00:13:54.990 align:start position:0% delivery mechanism whether it happens to be<00:13:53.140> mobile<00:13:53.440> web<00:13:53.620> or<00:13:53.830> app<00:13:53.980> and<00:13:54.640> then<00:13:54.730> let<00:13:54.910> the 00:13:54.990 --> 00:13:55.000 align:start position:0% be mobile web or app and then let the 00:13:55.000 --> 00:13:57.120 align:start position:0% be mobile web or app and then let the user<00:13:55.180> kind<00:13:55.480> of<00:13:55.540> decide<00:13:55.810> what<00:13:55.840> that<00:13:56.230> is<00:13:56.350> all 00:13:57.120 --> 00:13:57.130 align:start position:0% user kind of decide what that is all 00:13:57.130 --> 00:13:58.560 align:start position:0% user kind of decide what that is all right<00:13:57.280> so<00:13:57.550> this<00:13:57.700> is<00:13:57.850> a<00:13:57.940> really<00:13:58.180> good<00:13:58.390> overview 00:13:58.560 --> 00:13:58.570 align:start position:0% right so this is a really good overview 00:13:58.570 --> 00:14:00.330 align:start position:0% right so this is a really good overview and<00:13:58.870> maybe<00:13:59.200> we<00:13:59.410> can<00:13:59.530> wrap<00:13:59.740> up<00:13:59.860> with<00:14:00.160> you<00:14:00.250> know 00:14:00.330 --> 00:14:00.340 align:start position:0% and maybe we can wrap up with you know 00:14:00.340 --> 00:14:02.460 align:start position:0% and maybe we can wrap up with you know we're<00:14:00.490> here<00:14:00.640> with<00:14:00.880> meetup<00:14:01.240> is<00:14:01.420> a<00:14:01.510> really<00:14:02.320> good 00:14:02.460 --> 00:14:02.470 align:start position:0% we're here with meetup is a really good 00:14:02.470 --> 00:14:03.870 align:start position:0% we're here with meetup is a really good friends<00:14:02.800> of<00:14:02.860> the<00:14:03.040> me<00:14:03.130> topic<00:14:03.580> and<00:14:03.700> all<00:14:03.790> the 00:14:03.870 --> 00:14:03.880 align:start position:0% friends of the me topic and all the 00:14:03.880 --> 00:14:06.150 align:start position:0% friends of the me topic and all the community<00:14:04.270> what<00:14:04.840> makes<00:14:05.200> it<00:14:05.560> interesting<00:14:05.950> for 00:14:06.150 --> 00:14:06.160 align:start position:0% community what makes it interesting for 00:14:06.160 --> 00:14:08.370 align:start position:0% community what makes it interesting for you<00:14:06.340> to<00:14:06.370> to<00:14:07.030> host<00:14:07.420> meetups<00:14:07.780> what<00:14:08.110> do<00:14:08.260> you 00:14:08.370 --> 00:14:08.380 align:start position:0% you to to host meetups what do you 00:14:08.380 --> 00:14:10.020 align:start position:0% you to to host meetups what do you expect<00:14:08.770> from<00:14:09.160> the<00:14:09.310> community<00:14:09.670> and<00:14:09.760> how<00:14:09.910> the 00:14:10.020 --> 00:14:10.030 align:start position:0% expect from the community and how the 00:14:10.030 --> 00:14:13.170 align:start position:0% expect from the community and how the community<00:14:10.150> kind<00:14:10.690> of<00:14:10.810> can<00:14:11.260> help<00:14:12.130> you<00:14:12.250> guys<00:14:12.400> sure 00:14:13.170 --> 00:14:13.180 align:start position:0% community kind of can help you guys sure 00:14:13.180 --> 00:14:15.390 align:start position:0% community kind of can help you guys sure so<00:14:13.630> you<00:14:13.720> know<00:14:13.840> we're<00:14:14.320> big<00:14:14.470> fans<00:14:14.500> because<00:14:15.190> we 00:14:15.390 --> 00:14:15.400 align:start position:0% so you know we're big fans because we 00:14:15.400 --> 00:14:17.010 align:start position:0% so you know we're big fans because we believe<00:14:15.730> in<00:14:15.850> the<00:14:15.880> community<00:14:16.210> we<00:14:16.630> believe<00:14:16.900> in 00:14:17.010 --> 00:14:17.020 align:start position:0% believe in the community we believe in 00:14:17.020 --> 00:14:19.530 align:start position:0% believe in the community we believe in high<00:14:17.140> tech<00:14:17.440> we<00:14:17.710> believe<00:14:18.010> that<00:14:18.730> you<00:14:19.300> know<00:14:19.390> we 00:14:19.530 --> 00:14:19.540 align:start position:0% high tech we believe that you know we 00:14:19.540 --> 00:14:21.840 align:start position:0% high tech we believe that you know we all<00:14:19.750> benefit<00:14:20.530> when<00:14:21.010> we<00:14:21.190> share<00:14:21.460> the<00:14:21.640> knowledge 00:14:21.840 --> 00:14:21.850 align:start position:0% all benefit when we share the knowledge 00:14:21.850 --> 00:14:23.400 align:start position:0% all benefit when we share the knowledge and<00:14:22.240> the<00:14:22.360> wealth<00:14:22.540> and<00:14:22.750> the<00:14:22.810> depth<00:14:23.050> that<00:14:23.200> we 00:14:23.400 --> 00:14:23.410 align:start position:0% and the wealth and the depth that we 00:14:23.410 --> 00:14:25.410 align:start position:0% and the wealth and the depth that we have<00:14:23.620> it's<00:14:24.280> also<00:14:24.460> great<00:14:24.670> opportunity<00:14:25.180> to<00:14:25.300> get 00:14:25.410 --> 00:14:25.420 align:start position:0% have it's also great opportunity to get 00:14:25.420 --> 00:14:27.030 align:start position:0% have it's also great opportunity to get our<00:14:25.600> name<00:14:25.780> out<00:14:25.930> there<00:14:25.990> and<00:14:26.440> if<00:14:26.890> there<00:14:27.010> are 00:14:27.030 --> 00:14:27.040 align:start position:0% our name out there and if there are 00:14:27.040 --> 00:14:29.370 align:start position:0% our name out there and if there are people<00:14:27.250> who<00:14:27.580> are<00:14:27.730> like<00:14:27.910> looking<00:14:28.420> for<00:14:28.840> a<00:14:28.870> career 00:14:29.370 --> 00:14:29.380 align:start position:0% people who are like looking for a career 00:14:29.380 --> 00:14:32.100 align:start position:0% people who are like looking for a career in<00:14:29.710> big<00:14:30.250> data<00:14:30.430> or<00:14:30.880> an<00:14:31.000> attic<00:14:31.480> then<00:14:31.810> you<00:14:32.020> know 00:14:32.100 --> 00:14:32.110 align:start position:0% in big data or an attic then you know 00:14:32.110 --> 00:14:33.510 align:start position:0% in big data or an attic then you know we're<00:14:32.260> always<00:14:32.410> looking<00:14:32.680> and<00:14:32.980> hiring<00:14:33.250> people 00:14:33.510 --> 00:14:33.520 align:start position:0% we're always looking and hiring people 00:14:33.520 --> 00:14:35.670 align:start position:0% we're always looking and hiring people we<00:14:34.210> have<00:14:34.330> lots<00:14:34.540> of<00:14:34.660> opportunities<00:14:35.260> and<00:14:35.500> data 00:14:35.670 --> 00:14:35.680 align:start position:0% we have lots of opportunities and data 00:14:35.680 --> 00:14:39.270 align:start position:0% we have lots of opportunities and data and<00:14:36.070> data<00:14:36.250> science<00:14:36.850> in<00:14:37.200> observing<00:14:38.200> in<00:14:38.500> a<00:14:38.980> front 00:14:39.270 --> 00:14:39.280 align:start position:0% and data science in observing in a front 00:14:39.280 --> 00:14:41.040 align:start position:0% and data science in observing in a front end<00:14:39.490> ebooks<00:14:40.270> are<00:14:40.420> interested<00:14:40.840> you<00:14:40.930> know 00:14:41.040 --> 00:14:41.050 align:start position:0% end ebooks are interested you know 00:14:41.050 --> 00:14:43.290 align:start position:0% end ebooks are interested you know always<00:14:41.560> like<00:14:41.770> feel<00:14:42.340> free<00:14:42.370> to<00:14:42.520> reach<00:14:42.760> out<00:14:42.940> to<00:14:43.150> us 00:14:43.290 --> 00:14:43.300 align:start position:0% always like feel free to reach out to us 00:14:43.300 --> 00:14:44.010 align:start position:0% always like feel free to reach out to us but 00:14:44.010 --> 00:14:44.020 align:start position:0% but 00:14:44.020 --> 00:14:46.320 align:start position:0% but that's<00:14:44.260> pathetic<00:14:44.920> sounds<00:14:45.550> great<00:14:45.880> and<00:14:45.970> you 00:14:46.320 --> 00:14:46.330 align:start position:0% that's pathetic sounds great and you 00:14:46.330 --> 00:14:47.670 align:start position:0% that's pathetic sounds great and you know<00:14:46.450> I<00:14:46.480> can't<00:14:46.779> just<00:14:46.870> say<00:14:47.080> the<00:14:47.230> locations 00:14:47.670 --> 00:14:47.680 align:start position:0% know I can't just say the locations 00:14:47.680 --> 00:14:49.680 align:start position:0% know I can't just say the locations awesome<00:14:48.040> in<00:14:48.279> all<00:14:48.399> the<00:14:48.670> team<00:14:48.820> is<00:14:48.940> great<00:14:49.089> so 00:14:49.680 --> 00:14:49.690 align:start position:0% awesome in all the team is great so 00:14:49.690 --> 00:14:50.820 align:start position:0% awesome in all the team is great so thank<00:14:49.839> you<00:14:49.930> very<00:14:50.020> much<00:14:50.140> Kevin<00:14:50.350> are<00:14:50.560> looking 00:14:50.820 --> 00:14:50.830 align:start position:0% thank you very much Kevin are looking 00:14:50.830 --> 00:14:52.410 align:start position:0% thank you very much Kevin are looking forward<00:14:51.010> to<00:14:51.100> the<00:14:51.220> talk<00:14:51.370> great<00:14:51.790> Thank<00:14:52.089> You<00:14:52.149> Alec 00:14:52.410 --> 00:14:52.420 align:start position:0% forward to the talk great Thank You Alec 00:14:52.420 --> 00:15:06.670 align:start position:0% forward to the talk great Thank You Alec see<00:14:52.540> this<00:14:52.839> bar<00:14:53.700> is 00:15:06.670 --> 00:15:06.680 align:start position:0% 00:15:06.680 --> 00:15:09.880 align:start position:0% [Music]