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hi<00:00:12.450><c> my</c><00:00:12.630><c> name</c><00:00:12.780><c> is</c><00:00:12.809><c> Adam</c><00:00:13.110><c> Mollenkopf</c><00:00:13.469><c> i</c><00:00:13.679><c> work</c><00:00:13.860><c> at</c>

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hi my name is Adam Mollenkopf i work at
 

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hi my name is Adam Mollenkopf i work at
ESRI<00:00:14.370><c> we</c><00:00:14.730><c> make</c><00:00:14.910><c> geospatial</c><00:00:15.809><c> software</c><00:00:24.470><c> data</c><00:00:25.470><c> by</c>

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ESRI we make geospatial software data by
 

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ESRI we make geospatial software data by
the<00:00:25.710><c> base</c><00:00:25.890><c> a</c><00:00:26.250><c> great</c><00:00:26.519><c> event</c><00:00:26.730><c> because</c><00:00:27.029><c> there's</c>

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the base a great event because there's
 

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the base a great event because there's
lots<00:00:27.449><c> of</c><00:00:27.630><c> very</c><00:00:28.199><c> knowledgeable</c><00:00:28.740><c> speakers</c><00:00:29.189><c> as</c>

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lots of very knowledgeable speakers as
 

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lots of very knowledgeable speakers as
well<00:00:29.760><c> as</c><00:00:30.029><c> attendees</c><00:00:30.750><c> that</c><00:00:31.050><c> you</c><00:00:31.859><c> can</c><00:00:32.009><c> interact</c>

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well as attendees that you can interact
 

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well as attendees that you can interact
with<00:00:32.610><c> it's</c><00:00:32.850><c> a</c><00:00:32.910><c> very</c><00:00:33.090><c> intimate</c><00:00:33.450><c> event</c><00:00:34.070><c> which</c><00:00:35.070><c> is</c>

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with it's a very intimate event which is
 

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with it's a very intimate event which is
very<00:00:35.880><c> nice</c><00:00:36.030><c> as</c><00:00:36.270><c> well</c><00:00:36.300><c> because</c><00:00:36.690><c> everybody's</c>

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very nice as well because everybody's
 

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very nice as well because everybody's
very<00:00:37.260><c> approachable</c><00:00:37.850><c> there's</c><00:00:38.850><c> lots</c><00:00:39.090><c> of</c>

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very approachable there's lots of
 

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very approachable there's lots of
different<00:00:39.270><c> topics</c><00:00:39.690><c> going</c><00:00:40.290><c> on</c><00:00:40.440><c> everything</c>

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different topics going on everything
 

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different topics going on everything
from<00:00:41.219><c> from</c><00:00:41.910><c> law</c><00:00:42.090><c> to</c><00:00:42.540><c> machine</c><00:00:43.320><c> learning</c><00:00:43.710><c> to</c><00:00:44.040><c> big</c>

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from from law to machine learning to big
 

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from from law to machine learning to big
data<00:00:44.640><c> to</c><00:00:45.000><c> everything</c><00:00:45.420><c> so</c><00:00:45.450><c> the</c><00:00:46.110><c> topics</c><00:00:46.500><c> are</c>

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data to everything so the topics are
 

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data to everything so the topics are
very<00:00:46.800><c> diverse</c><00:00:46.980><c> and</c><00:00:47.460><c> the</c><00:00:47.640><c> speakers</c><00:00:48.059><c> are</c><00:00:48.210><c> very</c>

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very diverse and the speakers are very
 

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very diverse and the speakers are very
diverse<00:00:48.539><c> and</c><00:00:49.140><c> very</c><00:00:49.379><c> in-depth</c><00:00:49.890><c> as</c><00:00:50.280><c> far</c><00:00:50.489><c> as</c>

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diverse and very in-depth as far as
 

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diverse and very in-depth as far as
their<00:00:50.700><c> knowledge</c><00:00:54.890><c> data</c><00:00:55.890><c> so</c><00:00:56.129><c> cool</c><00:00:56.309><c> these</c><00:00:56.430><c> days</c>

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their knowledge data so cool these days
 

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their knowledge data so cool these days
because<00:00:57.059><c> it's</c><00:00:57.780><c> exploding</c><00:00:58.469><c> so</c><00:00:58.770><c> data</c><00:00:59.219><c> is</c>

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because it's exploding so data is
 

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because it's exploding so data is
everywhere<00:00:59.820><c> there's</c><00:01:00.270><c> micro</c><00:01:00.690><c> weather</c>

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everywhere there's micro weather
 

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everywhere there's micro weather
stations<00:01:01.379><c> on</c><00:01:01.590><c> the</c><00:01:01.710><c> top</c><00:01:01.890><c> of</c><00:01:01.920><c> buses</c><00:01:02.850><c> there's</c><00:01:03.180><c> co2</c>

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stations on the top of buses there's co2
 

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stations on the top of buses there's co2
sensors<00:01:04.080><c> there's</c><00:01:04.500><c> this</c><00:01:04.949><c> Internet</c><00:01:05.460><c> of</c><00:01:05.489><c> Things</c>

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sensors there's this Internet of Things
 

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sensors there's this Internet of Things
emergence<00:01:07.530><c> that's</c><00:01:07.830><c> happening</c><00:01:08.250><c> is</c><00:01:08.369><c> just</c>

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emergence that's happening is just
 

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emergence that's happening is just
causing<00:01:09.270><c> a</c><00:01:09.479><c> surge</c><00:01:09.720><c> of</c><00:01:09.990><c> new</c><00:01:10.229><c> data</c><00:01:10.439><c> that's</c>

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causing a surge of new data that's
 

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causing a surge of new data that's
coming<00:01:10.890><c> through</c><00:01:11.010><c> that</c><00:01:11.490><c> we</c><00:01:11.580><c> need</c><00:01:11.729><c> to</c><00:01:11.760><c> have</c><00:01:11.939><c> big</c>

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coming through that we need to have big
 

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coming through that we need to have big
data<00:01:12.390><c> systems</c><00:01:12.869><c> to</c><00:01:13.080><c> be</c><00:01:13.170><c> able</c><00:01:13.409><c> to</c><00:01:13.500><c> consume</c><00:01:14.280><c> and</c>

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data systems to be able to consume and
 

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data systems to be able to consume and
just<00:01:15.030><c> do</c><00:01:15.990><c> analytics</c><00:01:16.619><c> in</c><00:01:16.799><c> real</c><00:01:17.159><c> time</c><00:01:17.340><c> as</c><00:01:17.549><c> the</c>

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just do analytics in real time as the
 

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just do analytics in real time as the
data<00:01:17.850><c> is</c><00:01:17.970><c> coming</c><00:01:18.090><c> in</c><00:01:18.360><c> as</c><00:01:18.540><c> well</c><00:01:18.780><c> as</c><00:01:18.869><c> do</c>

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data is coming in as well as do
 

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data is coming in as well as do
analytics<00:01:19.470><c> after</c><00:01:19.860><c> the</c><00:01:19.950><c> fact</c><00:01:20.130><c> and</c><00:01:20.310><c> do</c><00:01:20.610><c> that</c><00:01:20.759><c> in</c>

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analytics after the fact and do that in
 

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analytics after the fact and do that in
a<00:01:20.909><c> performant</c><00:01:21.450><c> way</c><00:01:21.570><c> so</c><00:01:22.500><c> I</c><00:01:22.530><c> think</c><00:01:22.650><c> one</c><00:01:23.009><c> of</c><00:01:23.040><c> the</c>

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a performant way so I think one of the
 

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a performant way so I think one of the
coolest<00:01:23.369><c> things</c><00:01:23.700><c> that</c><00:01:24.630><c> I've</c><00:01:24.720><c> been</c><00:01:24.810><c> working</c><00:01:24.930><c> on</c>

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coolest things that I've been working on
 

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coolest things that I've been working on
recently<00:01:25.170><c> is</c><00:01:25.590><c> this</c><00:01:25.830><c> data</c><00:01:26.070><c> center</c><00:01:26.369><c> operating</c>

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recently is this data center operating
 

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recently is this data center operating
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system open source project or D cos and
 

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system open source project or D cos and
D<00:01:30.780><c> cos</c><00:01:30.960><c> basically</c><00:01:31.560><c> allows</c><00:01:31.799><c> you</c><00:01:32.009><c> a</c><00:01:32.040><c> common</c>

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D cos basically allows you a common
 

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D cos basically allows you a common
operating<00:01:32.850><c> environment</c><00:01:33.390><c> to</c><00:01:33.509><c> run</c><00:01:33.750><c> all</c><00:01:34.020><c> of</c>

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operating environment to run all of
 

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operating environment to run all of
these<00:01:34.680><c> things</c><00:01:34.890><c> and</c><00:01:35.220><c> do</c><00:01:35.400><c> that</c><00:01:35.610><c> full</c><00:01:35.850><c> stack</c><00:01:36.329><c> of</c>

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these things and do that full stack of
 

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these things and do that full stack of
things<00:01:36.810><c> without</c><00:01:37.259><c> having</c><00:01:37.530><c> to</c><00:01:37.590><c> worry</c><00:01:37.770><c> about</c><00:01:37.829><c> the</c>

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things without having to worry about the
 

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things without having to worry about the
infrastructure

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I<00:01:49.320><c> think</c><00:01:50.320><c> the</c><00:01:50.439><c> big</c><00:01:50.770><c> insight</c><00:01:51.220><c> at</c><00:01:51.729><c> least</c><00:01:51.939><c> said</c><00:01:52.119><c> I</c>

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I think the big insight at least said I
 

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I think the big insight at least said I
would<00:01:52.299><c> hope</c><00:01:52.689><c> to</c><00:01:52.720><c> get</c><00:01:52.930><c> across</c><00:01:53.140><c> and</c><00:01:53.409><c> my</c><00:01:53.770><c> session</c>

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would hope to get across and my session
 

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would hope to get across and my session
that<00:01:54.430><c> I'm</c><00:01:54.520><c> doing</c><00:01:54.700><c> is</c><00:01:55.000><c> that</c><00:01:55.210><c> you</c><00:01:55.930><c> don't</c><00:01:56.049><c> have</c><00:01:56.170><c> to</c>

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that I'm doing is that you don't have to
 

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that I'm doing is that you don't have to
manage<00:01:56.590><c> things</c><00:01:56.890><c> on</c><00:01:57.130><c> your</c><00:01:57.280><c> own</c><00:01:57.340><c> so</c><00:01:58.329><c> managing</c>

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manage things on your own so managing
 

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manage things on your own so managing
spark<00:01:59.590><c> managing</c><00:02:00.250><c> Kafka</c><00:02:00.700><c> and</c><00:02:00.729><c> managing</c>

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spark managing Kafka and managing
 

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spark managing Kafka and managing
Cassandra<00:02:01.810><c> managing</c><00:02:02.229><c> elasticsearch</c><00:02:02.860><c> becomes</c>

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Cassandra managing elasticsearch becomes
 

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Cassandra managing elasticsearch becomes
a<00:02:03.700><c> difficult</c><00:02:04.240><c> and</c><00:02:04.390><c> challenging</c><00:02:04.450><c> task</c><00:02:05.140><c> to</c>

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a difficult and challenging task to
 

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a difficult and challenging task to
manage<00:02:05.860><c> all</c><00:02:06.009><c> that</c><00:02:06.039><c> and</c><00:02:06.490><c> know</c><00:02:06.640><c> everything</c>

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manage all that and know everything
 

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manage all that and know everything
about<00:02:07.179><c> those</c><00:02:07.479><c> different</c><00:02:07.869><c> frameworks</c><00:02:08.489><c> using</c>

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about those different frameworks using
 

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about those different frameworks using
dcos<00:02:10.539><c> or</c><00:02:10.810><c> data</c><00:02:10.989><c> center</c><00:02:11.260><c> operating</c><00:02:11.650><c> system</c>

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dcos or data center operating system
 

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dcos or data center operating system
basically<00:02:12.340><c> gives</c><00:02:12.670><c> you</c><00:02:12.760><c> a</c><00:02:12.790><c> foundation</c><00:02:13.480><c> to</c>

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basically gives you a foundation to
 

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basically gives you a foundation to
deploy<00:02:14.530><c> these</c><00:02:14.709><c> things</c><00:02:15.010><c> where</c><00:02:15.190><c> you</c><00:02:15.250><c> not</c><00:02:15.400><c> to</c>

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deploy these things where you not to
 

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deploy these things where you not to
worry<00:02:15.700><c> about</c><00:02:15.880><c> the</c><00:02:16.060><c> infrastructure</c><00:02:16.569><c> you</c><00:02:16.690><c> don't</c>

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worry about the infrastructure you don't
 

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worry about the infrastructure you don't
have<00:02:17.019><c> to</c><00:02:17.110><c> worry</c><00:02:17.290><c> about</c><00:02:17.440><c> what's</c><00:02:17.769><c> running</c><00:02:17.980><c> on</c>

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have to worry about what's running on
 

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have to worry about what's running on
what<00:02:18.340><c> machine</c><00:02:18.700><c> everything</c><00:02:19.480><c> becomes</c>

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what machine everything becomes
 

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what machine everything becomes
ephemeral<00:02:20.349><c> and</c><00:02:20.470><c> if</c><00:02:21.010><c> something</c><00:02:21.250><c> dies</c><00:02:21.670><c> then</c><00:02:22.030><c> it</c>

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ephemeral and if something dies then it
 

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ephemeral and if something dies then it
just<00:02:22.269><c> gets</c><00:02:22.480><c> spun</c><00:02:22.720><c> up</c><00:02:22.870><c> on</c><00:02:22.989><c> another</c><00:02:23.110><c> machine</c><00:02:23.350><c> and</c>

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just gets spun up on another machine and
 

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just gets spun up on another machine and
so<00:02:24.100><c> you</c><00:02:24.160><c> don't</c><00:02:24.400><c> have</c><00:02:24.489><c> to</c><00:02:24.580><c> worry</c><00:02:24.790><c> about</c><00:02:24.940><c> things</c>

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so you don't have to worry about things
 

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so you don't have to worry about things
that<00:02:26.110><c> you</c><00:02:26.200><c> typically</c><00:02:26.500><c> had</c><00:02:26.650><c> to</c><00:02:26.739><c> worry</c><00:02:26.890><c> about</c><00:02:26.920><c> in</c>

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that you typically had to worry about in
 

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that you typically had to worry about in
the<00:02:27.190><c> past</c><00:02:27.430><c> so</c><00:02:27.670><c> it's</c><00:02:28.150><c> kind</c><00:02:28.360><c> of</c><00:02:28.390><c> like</c><00:02:28.510><c> putting</c>

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the past so it's kind of like putting
 

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the past so it's kind of like putting
your<00:02:29.080><c> your</c><00:02:29.560><c> data</c><00:02:29.830><c> center</c><00:02:30.069><c> on</c><00:02:30.250><c> autopilot</c><00:02:30.700><c> and</c>

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your your data center on autopilot and
 

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your your data center on autopilot and
then<00:02:31.750><c> letting</c><00:02:31.959><c> the</c><00:02:32.140><c> resiliency</c><00:02:32.739><c> capabilities</c>

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then letting the resiliency capabilities
 

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then letting the resiliency capabilities
of<00:02:33.430><c> the</c><00:02:33.819><c> DCOs</c><00:02:34.420><c> take</c><00:02:34.690><c> care</c><00:02:34.870><c> of</c><00:02:34.959><c> that</c><00:02:35.110><c> for</c><00:02:35.349><c> you</c>

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I<00:02:43.629><c> think</c><00:02:44.629><c> to</c><00:02:44.780><c> become</c><00:02:45.140><c> a</c><00:02:45.170><c> data</c><00:02:45.590><c> scientist</c><00:02:46.220><c> it's</c>

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I think to become a data scientist it's
 

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I think to become a data scientist it's
kind<00:02:47.239><c> of</c><00:02:47.269><c> challenging</c><00:02:47.450><c> because</c><00:02:47.870><c> there's</c><00:02:48.170><c> lots</c>

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kind of challenging because there's lots
 

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kind of challenging because there's lots
of<00:02:48.440><c> different</c><00:02:48.739><c> definitions</c><00:02:49.220><c> about</c><00:02:49.370><c> what</c><00:02:49.580><c> a</c>

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of different definitions about what a
 

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of different definitions about what a
data<00:02:49.819><c> scientist</c><00:02:50.269><c> is</c><00:02:50.450><c> these</c><00:02:50.690><c> days</c><00:02:50.900><c> but</c><00:02:51.890><c> a</c><00:02:51.950><c> data</c>

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data scientist is these days but a data
 

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data scientist is these days but a data
scientist<00:02:52.670><c> to</c><00:02:52.940><c> me</c><00:02:53.180><c> I</c><00:02:53.450><c> think</c><00:02:53.780><c> the</c><00:02:54.080><c> first</c><00:02:54.379><c> most</c>

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scientist to me I think the first most
 

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scientist to me I think the first most
important<00:02:55.459><c> thing</c><00:02:55.579><c> would</c><00:02:55.730><c> be</c><00:02:55.879><c> what</c><00:02:56.329><c> is</c><00:02:56.480><c> it</c><00:02:56.690><c> that</c>

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important thing would be what is it that
 

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important thing would be what is it that
you're<00:02:56.930><c> trying</c><00:02:56.989><c> to</c><00:02:57.409><c> accomplish</c><00:02:58.040><c> or</c><00:02:58.640><c> are</c><00:02:58.760><c> you</c>

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you're trying to accomplish or are you
 

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you're trying to accomplish or are you
trying<00:02:59.030><c> to</c><00:02:59.209><c> solve</c><00:02:59.510><c> so</c><00:02:59.870><c> know</c><00:03:00.769><c> your</c><00:03:01.069><c> domain</c><00:03:01.549><c> well</c>

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trying to solve so know your domain well
 

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trying to solve so know your domain well
that's<00:03:02.150><c> probably</c><00:03:02.420><c> the</c><00:03:02.510><c> most</c><00:03:02.659><c> important</c><00:03:03.230><c> thing</c>

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that's probably the most important thing
 

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that's probably the most important thing
for<00:03:03.409><c> a</c><00:03:03.590><c> data</c><00:03:03.769><c> scientist</c><00:03:04.310><c> it's</c><00:03:04.790><c> easy</c><00:03:04.970><c> to</c><00:03:05.090><c> get</c>

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for a data scientist it's easy to get
 

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for a data scientist it's easy to get
hung<00:03:05.420><c> up</c><00:03:05.599><c> on</c><00:03:05.780><c> technologies</c><00:03:06.470><c> you</c><00:03:06.950><c> know</c><00:03:07.099><c> spark</c>

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hung up on technologies you know spark
 

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hung up on technologies you know spark
and<00:03:07.819><c> flink</c><00:03:08.090><c> and</c><00:03:08.299><c> all</c><00:03:08.390><c> these</c><00:03:08.540><c> other</c><00:03:08.599><c> things</c>

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and flink and all these other things
 

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and flink and all these other things
that<00:03:09.049><c> are</c><00:03:09.140><c> coming</c><00:03:09.290><c> out</c><00:03:09.530><c> but</c><00:03:10.340><c> just</c><00:03:10.430><c> focus</c><00:03:10.849><c> on</c>

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that are coming out but just focus on
 

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that are coming out but just focus on
what<00:03:11.180><c> is</c><00:03:11.269><c> the</c><00:03:11.420><c> domain</c><00:03:11.629><c> that</c><00:03:11.930><c> you're</c><00:03:12.049><c> trying</c><00:03:12.200><c> to</c>

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what is the domain that you're trying to
 

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what is the domain that you're trying to
solve<00:03:12.530><c> and</c><00:03:12.829><c> does</c><00:03:13.430><c> this</c><00:03:13.640><c> tool</c><00:03:13.879><c> help</c><00:03:14.269><c> you</c><00:03:14.450><c> solve</c>

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solve and does this tool help you solve
 

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solve and does this tool help you solve
your<00:03:14.780><c> problem</c><00:03:15.170><c> or</c><00:03:15.319><c> not</c><00:03:15.470><c> and</c><00:03:15.769><c> not</c><00:03:16.250><c> to</c><00:03:16.400><c> get</c><00:03:16.519><c> hung</c>

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your problem or not and not to get hung
 

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your problem or not and not to get hung
up<00:03:16.879><c> on</c><00:03:17.060><c> the</c><00:03:17.180><c> technology</c><00:03:17.480><c> so</c><00:03:17.870><c> much</c><00:03:18.049><c> but</c><00:03:18.319><c> just</c>

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up on the technology so much but just
 

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up on the technology so much but just
focus<00:03:18.829><c> on</c><00:03:18.950><c> the</c><00:03:19.129><c> domain</c><00:03:19.459><c> aspect</c><00:03:19.910><c> of</c><00:03:20.030><c> things</c>

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focus on the domain aspect of things
 

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focus on the domain aspect of things
that<00:03:20.750><c> would</c><00:03:20.870><c> be</c><00:03:20.989><c> my</c><00:03:21.140><c> advice</c><00:03:21.260><c> to</c><00:03:21.650><c> somebody</c>

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that would be my advice to somebody
 

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that would be my advice to somebody
that's<00:03:22.040><c> new</c><00:03:22.220><c> in</c><00:03:22.340><c> the</c><00:03:22.400><c> field</c><00:03:22.640><c> for</c><00:03:22.819><c> for</c><00:03:23.150><c> data</c>

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that's new in the field for for data
 

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that's new in the field for for data
scientist