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yeah<00:00:12.269><c> so</c><00:00:12.750><c> I'm</c><00:00:12.870><c> sorry</c><00:00:13.469><c> bravas</c><00:00:13.920><c> I</c><00:00:14.160><c> work</c><00:00:14.730><c> for</c>

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yeah so I'm sorry bravas I work for
 

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yeah so I'm sorry bravas I work for
trulia<00:00:15.299><c> zillow</c><00:00:15.509><c> group</c><00:00:23.990><c> so</c><00:00:24.990><c> I</c><00:00:25.050><c> think</c><00:00:25.140><c> data</c><00:00:25.500><c> by</c>

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trulia zillow group so I think data by
 

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trulia zillow group so I think data by
the<00:00:25.740><c> way</c><00:00:25.920><c> is</c><00:00:25.980><c> a</c><00:00:26.070><c> nice</c><00:00:26.279><c> conference</c><00:00:26.730><c> in</c><00:00:26.849><c> done</c>

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the way is a nice conference in done
 

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the way is a nice conference in done
this<00:00:27.119><c> sort</c><00:00:27.269><c> of</c><00:00:27.359><c> covers</c><00:00:27.900><c> a</c><00:00:28.019><c> diverse</c><00:00:28.349><c> set</c><00:00:28.500><c> of</c>

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this sort of covers a diverse set of
 

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this sort of covers a diverse set of
topics<00:00:28.859><c> and</c><00:00:29.550><c> that</c><00:00:30.090><c> allows</c><00:00:30.619><c> me</c><00:00:31.619><c> as</c><00:00:31.740><c> speaker</c><00:00:32.250><c> to</c>

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topics and that allows me as speaker to
 

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topics and that allows me as speaker to
sort<00:00:32.640><c> of</c><00:00:33.530><c> sort</c><00:00:34.530><c> of</c><00:00:34.590><c> present</c><00:00:35.010><c> to</c><00:00:35.280><c> a</c><00:00:35.309><c> wider</c><00:00:35.550><c> a</c>

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sort of sort of present to a wider a
 

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sort of sort of present to a wider a
wider<00:00:37.410><c> range</c><00:00:37.680><c> of</c><00:00:37.890><c> audience</c><00:00:38.820><c> and</c><00:00:39.030><c> be</c><00:00:40.020><c> getting</c>

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wider range of audience and be getting
 

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wider range of audience and be getting
to<00:00:40.410><c> know</c><00:00:40.530><c> like</c><00:00:40.739><c> how</c><00:00:41.239><c> usually</c><00:00:42.239><c> like</c><00:00:42.420><c> working</c><00:00:42.750><c> on</c>

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to know like how usually like working on
 

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to know like how usually like working on
as<00:00:42.989><c> a</c><00:00:43.020><c> data</c><00:00:43.200><c> scientist</c><00:00:43.680><c> on</c><00:00:43.800><c> a</c><00:00:43.829><c> particular</c>

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as a data scientist on a particular
 

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as a data scientist on a particular
domain<00:00:44.760><c> yourself</c><00:00:45.620><c> do</c><00:00:46.620><c> not</c><00:00:46.800><c> see</c><00:00:47.190><c> different</c>

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domain yourself do not see different
 

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domain yourself do not see different
perspectives<00:00:48.300><c> that</c><00:00:48.420><c> you</c><00:00:48.510><c> people</c><00:00:48.960><c> have</c><00:00:49.230><c> two</c>

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perspectives that you people have two
 

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perspectives that you people have two
were<00:00:49.559><c> the</c><00:00:49.680><c> same</c><00:00:49.829><c> problem</c><00:00:50.059><c> on</c><00:00:51.059><c> the</c><00:00:51.210><c> same</c><00:00:51.510><c> kind</c>

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were the same problem on the same kind
 

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were the same problem on the same kind
of<00:00:52.230><c> data</c><00:00:52.410><c> this</c><00:00:52.920><c> speaking</c><00:00:53.789><c> here</c><00:00:54.059><c> allows</c><00:00:54.300><c> you</c><00:00:54.510><c> to</c>

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of data this speaking here allows you to
 

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of data this speaking here allows you to
sort<00:00:54.719><c> of</c><00:00:54.840><c> interact</c><00:00:55.170><c> with</c><00:00:55.289><c> those</c><00:00:55.410><c> those</c><00:00:56.070><c> people</c>

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sort of interact with those those people
 

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sort of interact with those those people
and<00:00:56.579><c> sort</c><00:00:56.760><c> of</c><00:00:56.820><c> get</c><00:00:57.210><c> their</c><00:00:57.420><c> insides</c><00:00:57.809><c> get</c><00:00:58.050><c> their</c>

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and sort of get their insides get their
 

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and sort of get their insides get their
problems<00:00:58.770><c> and</c><00:00:58.890><c> get</c><00:00:59.879><c> a</c><00:00:59.910><c> better</c><00:01:00.030><c> understanding</c>

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so<00:01:07.640><c> I</c><00:01:07.670><c> think</c><00:01:07.760><c> data</c><00:01:08.120><c> is</c><00:01:08.840><c> the</c><00:01:09.680><c> reason</c><00:01:09.980><c> why</c><00:01:10.100><c> the</c>

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so I think data is the reason why the
 

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so I think data is the reason why the
school<00:01:10.520><c> is</c><00:01:10.670><c> because</c><00:01:10.970><c> the</c><00:01:11.120><c> data</c><00:01:11.390><c> has</c><00:01:11.830><c> there's</c><00:01:12.830><c> a</c>

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school is because the data has there's a
 

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school is because the data has there's a
lot<00:01:13.010><c> of</c><00:01:13.040><c> data</c><00:01:13.280><c> so</c><00:01:13.670><c> first</c><00:01:13.880><c> of</c><00:01:14.000><c> all</c><00:01:14.180><c> and</c><00:01:14.360><c> to</c>

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lot of data so first of all and to
 

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lot of data so first of all and to
convert<00:01:15.320><c> that</c><00:01:15.440><c> data</c><00:01:15.500><c> into</c><00:01:15.830><c> information</c><00:01:15.890><c> is</c><00:01:16.850><c> is</c>

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convert that data into information is is
 

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convert that data into information is is
a<00:01:17.240><c> major</c><00:01:17.540><c> ingredient</c><00:01:17.930><c> that</c><00:01:18.530><c> is</c><00:01:18.770><c> that</c><00:01:19.430><c> is</c>

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a major ingredient that is that is
 

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a major ingredient that is that is
required<00:01:19.910><c> to</c><00:01:20.150><c> sort</c><00:01:20.420><c> of</c><00:01:20.450><c> make</c><00:01:20.690><c> any</c><00:01:20.870><c> business</c>

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required to sort of make any business
 

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required to sort of make any business
profitable<00:01:22.760><c> or</c><00:01:22.940><c> right</c><00:01:23.600><c> since</c><00:01:24.170><c> ever</c><00:01:24.410><c> now</c>

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profitable or right since ever now
 

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profitable or right since ever now
nowadays<00:01:25.820><c> like</c><00:01:26.180><c> everything</c><00:01:26.750><c> is</c><00:01:26.869><c> going</c>

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nowadays like everything is going
 

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nowadays like everything is going
everything<00:01:27.860><c> is</c><00:01:27.950><c> online</c><00:01:28.130><c> right</c><00:01:28.520><c> to</c><00:01:29.510><c> really</c><00:01:30.310><c> get</c>

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everything is online right to really get
 

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everything is online right to really get
ahead<00:01:31.550><c> of</c><00:01:31.610><c> the</c><00:01:31.790><c> game</c><00:01:31.940><c> you</c><00:01:32.150><c> need</c><00:01:32.270><c> to</c><00:01:32.420><c> understand</c>

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ahead of the game you need to understand
 

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ahead of the game you need to understand
your<00:01:33.260><c> customers</c><00:01:33.830><c> better</c><00:01:34.070><c> your</c><00:01:34.400><c> users</c><00:01:34.760><c> better</c>

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your customers better your users better
 

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your customers better your users better
and<00:01:35.300><c> each</c><00:01:35.810><c> and</c><00:01:36.020><c> every</c><00:01:36.410><c> inch</c><00:01:36.979><c> of</c><00:01:37.160><c> their</c>

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and each and every inch of their
 

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and each and every inch of their
activity<00:01:37.790><c> and</c><00:01:38.000><c> so</c><00:01:38.479><c> the</c><00:01:39.140><c> day</c><00:01:39.290><c> is</c><00:01:39.320><c> sort</c><00:01:39.710><c> of</c>

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activity and so the day is sort of
 

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activity and so the day is sort of
converting<00:01:40.130><c> that</c><00:01:40.250><c> data</c><00:01:40.520><c> which</c><00:01:41.509><c> is</c><00:01:41.540><c> sort</c><00:01:41.930><c> of</c>

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converting that data which is sort of
 

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converting that data which is sort of
rich<00:01:42.140><c> in</c><00:01:42.259><c> like</c><00:01:42.410><c> they</c><00:01:42.560><c> say</c><00:01:42.770><c> the</c><00:01:43.670><c> query</c><00:01:43.910><c> logs</c><00:01:44.180><c> or</c>

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rich in like they say the query logs or
 

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rich in like they say the query logs or
in<00:01:44.780><c> terms</c><00:01:44.930><c> of</c><00:01:45.050><c> what</c><00:01:45.410><c> they</c><00:01:45.560><c> are</c><00:01:45.590><c> interacting</c>

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in terms of what they are interacting
 

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in terms of what they are interacting
with<00:01:46.250><c> is</c><00:01:46.430><c> in</c><00:01:47.030><c> is</c><00:01:47.360><c> key</c><00:01:47.750><c> key</c><00:01:47.960><c> to</c><00:01:48.470><c> sort</c><00:01:48.619><c> of</c>

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with is in is key key to sort of
 

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with is in is key key to sort of
figuring<00:01:49.009><c> out</c><00:01:49.190><c> how</c><00:01:49.550><c> you</c><00:01:49.610><c> can</c><00:01:50.080><c> multi</c><00:01:51.080><c> monetize</c>

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figuring out how you can multi monetize
 

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figuring out how you can multi monetize
your<00:01:52.220><c> business</c>

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so<00:02:06.600><c> the</c><00:02:07.350><c> the</c><00:02:07.710><c> main</c><00:02:07.890><c> idea</c><00:02:08.160><c> behind</c><00:02:08.370><c> my</c><00:02:08.700><c> talk</c><00:02:08.880><c> was</c>

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so the the main idea behind my talk was
 

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so the the main idea behind my talk was
too<00:02:09.119><c> like</c><00:02:09.540><c> was</c><00:02:10.410><c> to</c><00:02:11.340><c> figure</c><00:02:11.580><c> out</c><00:02:11.700><c> like</c><00:02:11.940><c> how</c><00:02:12.480><c> to</c>

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too like was to figure out like how to
 

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too like was to figure out like how to
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deploy image recognition systems at when
 

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deploy image recognition systems at when
you<00:02:16.560><c> have</c><00:02:16.740><c> a</c><00:02:16.770><c> really</c><00:02:17.250><c> small</c><00:02:17.580><c> team</c><00:02:17.880><c> so</c><00:02:18.180><c> mostly</c>

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you have a really small team so mostly
 

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you have a really small team so mostly
especially<00:02:19.740><c> in</c><00:02:19.830><c> Atkins</c><00:02:20.070><c> scenario</c><00:02:20.490><c> where</c><00:02:20.670><c> we</c>

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especially in Atkins scenario where we
 

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especially in Atkins scenario where we
have<00:02:21.570><c> a</c><00:02:21.630><c> data</c><00:02:21.870><c> science</c><00:02:22.140><c> team</c><00:02:22.290><c> that</c><00:02:22.440><c> wants</c><00:02:22.680><c> to</c>

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have a data science team that wants to
 

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have a data science team that wants to
sort<00:02:23.040><c> of</c><00:02:23.540><c> provide</c><00:02:24.540><c> image</c><00:02:24.960><c> recognition</c><00:02:25.230><c> as</c><00:02:25.620><c> a</c>

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sort of provide image recognition as a
 

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sort of provide image recognition as a
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service right and usually what happens
 

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service right and usually what happens
is<00:02:27.360><c> in</c><00:02:27.570><c> standard</c><00:02:28.460><c> environments</c><00:02:29.460><c> usually</c><00:02:29.880><c> have</c>

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is in standard environments usually have
 

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is in standard environments usually have
data<00:02:30.270><c> scientists</c><00:02:30.780><c> working</c><00:02:31.260><c> separately</c><00:02:31.740><c> from</c>

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data scientists working separately from
 

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data scientists working separately from
from<00:02:32.850><c> the</c><00:02:33.060><c> actual</c><00:02:33.300><c> deployment</c><00:02:33.690><c> architecture</c>

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from the actual deployment architecture
 

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from the actual deployment architecture
as<00:02:34.650><c> a</c><00:02:34.710><c> result</c><00:02:35.220><c> what</c><00:02:35.520><c> happens</c><00:02:35.550><c> is</c><00:02:35.970><c> that</c><00:02:36.000><c> you</c>

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as a result what happens is that you
 

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as a result what happens is that you
will<00:02:36.390><c> basically</c><00:02:36.780><c> have</c><00:02:36.900><c> batch</c><00:02:37.520><c> processes</c><00:02:38.520><c> and</c>

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will basically have batch processes and
 

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will basically have batch processes and
and<00:02:38.970><c> iterations</c><00:02:39.750><c> are</c><00:02:39.810><c> much</c><00:02:39.960><c> slower</c><00:02:40.140><c> because</c>

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and iterations are much slower because
 

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and iterations are much slower because
then<00:02:40.770><c> you</c><00:02:40.890><c> have</c><00:02:40.920><c> the</c><00:02:41.280><c> data</c><00:02:41.400><c> size</c><00:02:41.610><c> have</c><00:02:41.820><c> to</c>

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then you have the data size have to
 

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then you have the data size have to
explain<00:02:42.330><c> their</c><00:02:43.050><c> models</c><00:02:43.470><c> to</c><00:02:43.800><c> the</c><00:02:44.070><c> to</c><00:02:44.580><c> the</c>

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explain their models to the to the
 

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explain their models to the to the
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deployment engineers to sort of sort of
 

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deployment engineers to sort of sort of
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make that deployable with this job we
 

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make that deployable with this job we
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said like image recognition is an ideal
 

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said like image recognition is an ideal
candidate<00:02:51.930><c> where</c><00:02:52.200><c> we</c><00:02:52.410><c> can</c><00:02:52.590><c> actually</c><00:02:52.800><c> use</c><00:02:53.040><c> an</c>

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candidate where we can actually use an
 

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candidate where we can actually use an
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existing Python web stack and allow data
 

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existing Python web stack and allow data
scientist<00:02:57.660><c> to</c><00:02:57.780><c> seamlessly</c><00:02:58.050><c> are</c><00:02:58.500><c> easily</c><00:02:58.860><c> sort</c>

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scientist to seamlessly are easily sort
 

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scientist to seamlessly are easily sort
of<00:02:59.310><c> use</c><00:02:59.580><c> that</c><00:02:59.910><c> to</c><00:03:00.480><c> allow</c><00:03:00.750><c> for</c><00:03:00.780><c> a</c><00:03:01.050><c> sort</c><00:03:01.440><c> of</c><00:03:01.470><c> a</c>

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of use that to allow for a sort of a
 

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of use that to allow for a sort of a
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near real-time sort of prediction engine
 

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near real-time sort of prediction engine
and<00:03:05.190><c> then</c><00:03:05.430><c> provide</c><00:03:05.790><c> that</c><00:03:05.970><c> as</c><00:03:06.180><c> a</c><00:03:06.240><c> service</c><00:03:06.600><c> to</c>

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and then provide that as a service to
 

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and then provide that as a service to
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across across the company to sort of
 

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across across the company to sort of
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sort of conform to a like a
 

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sort of conform to a like a
service-oriented<00:03:12.030><c> architecture</c><00:03:12.630><c> where</c><00:03:12.750><c> data</c>

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service-oriented architecture where data
 

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service-oriented architecture where data
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science or image recognition becomes a
 

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science or image recognition becomes a
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service so Java talk was all around like
 

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service so Java talk was all around like
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how you can easily use like famous like
 

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how you can easily use like famous like
celery<00:03:20.970><c> and</c><00:03:21.830><c> Django</c><00:03:22.830><c> and</c><00:03:23.130><c> build</c><00:03:23.760><c> such</c>

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celery and Django and build such
 

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celery and Django and build such
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deployment framework easily on top of
 

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deployment framework easily on top of
your<00:03:26.820><c> existing</c><00:03:27.140><c> image</c><00:03:28.140><c> ignition</c><00:03:28.500><c> libraries</c>

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so<00:03:41.310><c> to</c><00:03:41.880><c> become</c><00:03:42.210><c> a</c><00:03:42.300><c> good</c><00:03:42.540><c> data</c><00:03:42.720><c> scientist</c><00:03:43.140><c> I</c>

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so to become a good data scientist I
 

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so to become a good data scientist I
think<00:03:43.470><c> there</c><00:03:43.710><c> should</c><00:03:43.920><c> be</c><00:03:44.090><c> we</c><00:03:45.090><c> should</c><00:03:45.120><c> have</c><00:03:45.360><c> at</c>

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think there should be we should have at
 

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think there should be we should have at
the<00:03:45.930><c> curiosity</c><00:03:46.500><c> sort</c><00:03:46.740><c> of</c><00:03:46.830><c> two</c><00:03:47.220><c> kno</c><00:03:47.370><c> know</c><00:03:47.760><c> about</c>

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the curiosity sort of two kno know about
 

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the curiosity sort of two kno know about
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data so have to explore to explore new
 

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data so have to explore to explore new
new<00:03:51.870><c> articles</c><00:03:52.380><c> new</c><00:03:53.480><c> blogs</c><00:03:54.480><c> and</c><00:03:54.840><c> read</c><00:03:55.410><c> about</c><00:03:55.620><c> it</c>

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new articles new blogs and read about it
 

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new articles new blogs and read about it
understand<00:03:56.250><c> it</c><00:03:56.400><c> and</c><00:03:56.550><c> being</c><00:03:56.940><c> able</c><00:03:57.210><c> to</c>

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understand it and being able to
 

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understand it and being able to
continuously<00:03:57.780><c> experiment</c><00:03:58.440><c> and</c><00:03:58.650><c> try</c><00:03:59.070><c> and</c><00:03:59.430><c> sort</c>

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continuously experiment and try and sort
 

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continuously experiment and try and sort
of<00:04:00.300><c> a</c><00:04:00.390><c> trial</c><00:04:00.660><c> and</c><00:04:00.870><c> error</c><00:04:01.050><c> and</c><00:04:01.320><c> and</c><00:04:02.040><c> sort</c><00:04:02.250><c> of</c>

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of a trial and error and and sort of
 

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of a trial and error and and sort of
continuously<00:04:02.910><c> build</c><00:04:03.630><c> a</c><00:04:04.230><c> build</c><00:04:04.950><c> a</c><00:04:05.040><c> better</c>

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continuously build a build a better
 

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continuously build a build a better
understanding<00:04:05.610><c> of</c><00:04:05.700><c> the</c><00:04:05.820><c> data</c><00:04:06.000><c> and</c><00:04:06.210><c> create</c>

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understanding of the data and create
 

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understanding of the data and create
models<00:04:06.810><c> that</c><00:04:07.020><c> provide</c><00:04:07.830><c> value</c><00:04:08.220><c> value</c><00:04:08.700><c> to</c><00:04:08.850><c> us</c><00:04:09.570><c> to</c>

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models that provide value value to us to
 

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models that provide value value to us to
your<00:04:10.230><c> model</c><00:04:10.260><c> to</c><00:04:10.890><c> your</c><00:04:11.010><c> company</c><00:04:11.670><c> and</c><00:04:12.090><c> to</c><00:04:12.840><c> the</c>

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your model to your company and to the
 

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your model to your company and to the
users