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yeah<00:00:13.789><c> my</c><00:00:13.940><c> name</c><00:00:14.090><c> is</c><00:00:14.299><c> Chris</c><00:00:14.539><c> fregley</c><00:00:14.889><c> pipeline</c>

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yeah my name is Chris fregley pipeline
 

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yeah my name is Chris fregley pipeline
IO<00:00:16.100><c> is</c><00:00:17.030><c> the</c><00:00:17.240><c> name</c><00:00:17.390><c> of</c><00:00:17.420><c> the</c><00:00:17.539><c> company</c><00:00:17.720><c> I'm</c><00:00:18.230><c> a</c>

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IO is the name of the company I'm a
 

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IO is the name of the company I'm a
research<00:00:18.710><c> scientist</c><00:00:19.280><c> they're</c><00:00:20.080><c> building</c><00:00:21.080><c> out</c>

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research scientist they're building out
 

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research scientist they're building out
an<00:00:21.439><c> m/l</c><00:00:21.710><c> platform</c><00:00:22.480><c> yeah</c><00:00:23.480><c> everything</c><00:00:23.840><c> from</c><00:00:24.170><c> the</c>

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an m/l platform yeah everything from the
 

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an m/l platform yeah everything from the
training<00:00:24.740><c> pipeline</c><00:00:25.580><c> portion</c><00:00:26.240><c> to</c><00:00:26.539><c> the</c><00:00:26.900><c> actual</c>

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training pipeline portion to the actual
 

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training pipeline portion to the actual
serving<00:00:27.710><c> or</c><00:00:28.070><c> the</c><00:00:28.570><c> final</c><00:00:29.570><c> like</c><00:00:30.109><c> last</c><00:00:30.349><c> mile</c>

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serving or the final like last mile
 

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serving or the final like last mile
prediction<00:00:37.300><c> yeah</c><00:00:38.300><c> I</c><00:00:38.539><c> picked</c><00:00:38.750><c> up</c><00:00:38.809><c> Scala</c><00:00:39.140><c> I</c>

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prediction yeah I picked up Scala I
 

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prediction yeah I picked up Scala I
joined<00:00:40.340><c> well</c><00:00:41.000><c> the</c><00:00:41.300><c> first</c><00:00:41.570><c> the</c><00:00:42.079><c> first</c><00:00:42.890><c> Scylla</c>

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joined well the first the first Scylla
 

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joined well the first the first Scylla
open-source<00:00:43.699><c> project</c><00:00:44.149><c> I</c><00:00:44.300><c> picked</c><00:00:44.539><c> up</c><00:00:44.690><c> with</c>

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open-source project I picked up with
 

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open-source project I picked up with
SPARC<00:00:45.559><c> and</c><00:00:45.770><c> I</c><00:00:46.340><c> contributed</c><00:00:46.850><c> to</c><00:00:46.910><c> that</c><00:00:47.000><c> I</c><00:00:47.510><c> needed</c>

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SPARC and I contributed to that I needed
 

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SPARC and I contributed to that I needed
a<00:00:48.320><c> way</c><00:00:49.190><c> to</c><00:00:49.219><c> get</c><00:00:49.780><c> Kinesis</c><00:00:50.780><c> data</c><00:00:51.789><c> into</c><00:00:52.789><c> SPARC</c><00:00:53.090><c> and</c>

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a way to get Kinesis data into SPARC and
 

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a way to get Kinesis data into SPARC and
there<00:00:53.899><c> was</c><00:00:54.020><c> already</c><00:00:54.199><c> a</c><00:00:54.649><c> there</c><00:00:55.579><c> was</c><00:00:55.699><c> a</c><00:00:55.730><c> Kafka</c>

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there was already a there was a Kafka
 

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there was already a there was a Kafka
connector<00:00:56.600><c> for</c><00:00:56.750><c> SPARC</c><00:00:57.050><c> so</c><00:00:57.949><c> I</c><00:00:57.980><c> had</c><00:00:58.250><c> to</c><00:00:58.340><c> go</c><00:00:58.430><c> build</c>

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connector for SPARC so I had to go build
 

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connector for SPARC so I had to go build
one<00:00:58.820><c> for</c><00:00:59.359><c> caduceus</c><00:00:59.690><c> and</c><00:01:00.109><c> so</c><00:01:00.500><c> I</c><00:01:00.530><c> was</c><00:01:00.739><c> learning</c>

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one for caduceus and so I was learning
 

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one for caduceus and so I was learning
SPARC<00:01:01.280><c> I</c><00:01:01.460><c> was</c><00:01:01.579><c> learning</c><00:01:01.760><c> Scala</c><00:01:02.649><c> and</c><00:01:03.649><c> yeah</c><00:01:04.340><c> I'm</c>

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SPARC I was learning Scala and yeah I'm
 

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SPARC I was learning Scala and yeah I'm
not<00:01:05.390><c> like</c><00:01:05.570><c> necessarily</c><00:01:05.960><c> the</c><00:01:06.050><c> most</c><00:01:06.170><c> fluent</c><00:01:06.620><c> but</c>

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not like necessarily the most fluent but
 

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not like necessarily the most fluent but
pretty<00:01:07.640><c> yes</c><00:01:08.570><c> I</c><00:01:08.720><c> still</c><00:01:08.840><c> have</c><00:01:08.990><c> to</c><00:01:09.080><c> go</c><00:01:09.140><c> out</c><00:01:09.259><c> to</c>

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pretty yes I still have to go out to
 

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pretty yes I still have to go out to
Stack<00:01:09.530><c> Overflow</c><00:01:09.680><c> to</c><00:01:10.130><c> get</c><00:01:10.250><c> the</c><00:01:10.369><c> best</c><00:01:10.520><c> practices</c>

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Stack Overflow to get the best practices
 

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Stack Overflow to get the best practices
and<00:01:11.409><c> keep</c><00:01:12.409><c> myself</c><00:01:12.560><c> in</c><00:01:12.799><c> check</c><00:01:12.830><c> so</c><00:01:19.390><c> yeah</c><00:01:20.390><c> so</c><00:01:20.750><c> I</c>

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and keep myself in check so yeah so I
 

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and keep myself in check so yeah so I
mean<00:01:21.200><c> at</c><00:01:21.470><c> pipeline</c><00:01:21.710><c> i/o</c><00:01:22.009><c> were</c><00:01:22.340><c> we're</c>

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mean at pipeline i/o were we're
 

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mean at pipeline i/o were we're
basically<00:01:23.119><c> building</c><00:01:23.420><c> the</c><00:01:23.750><c> ideal</c><00:01:24.049><c> stack</c><00:01:24.549><c> but</c>

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basically building the ideal stack but
 

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basically building the ideal stack but
stacks<00:01:25.970><c> I've</c><00:01:26.210><c> seen</c><00:01:26.869><c> in</c><00:01:26.990><c> the</c><00:01:27.049><c> past</c><00:01:27.259><c> which</c><00:01:27.530><c> is</c>

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stacks I've seen in the past which is
 

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stacks I've seen in the past which is
what<00:01:28.540><c> rightly</c><00:01:29.540><c> basically</c><00:01:29.810><c> led</c><00:01:30.020><c> us</c><00:01:30.200><c> to</c><00:01:30.500><c> build</c>

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what rightly basically led us to build
 

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what rightly basically led us to build
this<00:01:30.829><c> company</c><00:01:31.040><c> is</c><00:01:32.500><c> you</c><00:01:33.500><c> know</c><00:01:33.619><c> sort</c><00:01:34.100><c> of</c><00:01:34.280><c> this</c>

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this company is you know sort of this
 

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this company is you know sort of this
right<00:01:35.090><c> like</c><00:01:35.210><c> disjointed</c><00:01:35.899><c> just</c><00:01:36.680><c> a</c><00:01:36.740><c> lot</c><00:01:36.890><c> of</c>

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right like disjointed just a lot of
 

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right like disjointed just a lot of
different<00:01:37.250><c> pieces</c><00:01:37.369><c> like</c><00:01:37.820><c> elasticsearch</c><00:01:38.360><c> kind</c>

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different pieces like elasticsearch kind
 

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different pieces like elasticsearch kind
of<00:01:38.720><c> off</c><00:01:38.899><c> running</c><00:01:39.259><c> on</c><00:01:39.350><c> its</c><00:01:39.500><c> own</c><00:01:39.680><c> with</c><00:01:39.920><c> its</c><00:01:40.100><c> own</c>

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of off running on its own with its own
 

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of off running on its own with its own
scheduler<00:01:40.850><c> and</c><00:01:41.090><c> write</c><00:01:41.810><c> like</c><00:01:41.930><c> cluster</c>

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scheduler and write like cluster
 

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scheduler and write like cluster
Orchestrator<00:01:43.000><c> just</c><00:01:44.000><c> you</c><00:01:44.240><c> know</c><00:01:44.329><c> sort</c><00:01:45.020><c> of</c>

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Orchestrator just you know sort of
 

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Orchestrator just you know sort of
piecemeal<00:01:45.350><c> together</c><00:01:45.890><c> and</c><00:01:46.189><c> cron</c><00:01:46.820><c> jobs</c><00:01:47.180><c> that</c>

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piecemeal together and cron jobs that
 

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piecemeal together and cron jobs that
you<00:01:48.110><c> can't</c><00:01:48.350><c> track</c><00:01:48.619><c> down</c><00:01:48.649><c> or</c><00:01:49.159><c> if</c><00:01:49.549><c> they're</c>

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you can't track down or if they're
 

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you can't track down or if they're
broken<00:01:49.909><c> you</c><00:01:50.180><c> have</c><00:01:50.210><c> no</c><00:01:50.390><c> insight</c><00:01:50.780><c> into</c><00:01:50.810><c> them</c><00:01:51.430><c> so</c>

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broken you have no insight into them so
 

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broken you have no insight into them so
from<00:01:52.610><c> the</c><00:01:52.759><c> beginning</c><00:01:53.030><c> with</c><00:01:53.270><c> pipeline</c><00:01:53.630><c> i/o</c><00:01:53.780><c> we</c>

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from the beginning with pipeline i/o we
 

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from the beginning with pipeline i/o we
have<00:01:54.880><c> yeah</c><00:01:55.880><c> basically</c><00:01:56.119><c> all</c><00:01:56.329><c> the</c><00:01:56.479><c> metrics</c>

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have yeah basically all the metrics
 

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have yeah basically all the metrics
right<00:01:57.110><c> like</c><00:01:57.290><c> everywhere</c><00:01:57.560><c> throughout</c><00:01:57.920><c> all</c><00:01:58.130><c> the</c>

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right like everywhere throughout all the
 

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right like everywhere throughout all the
different<00:01:58.340><c> pieces</c><00:01:58.640><c> they're</c><00:01:59.479><c> all</c><00:01:59.600><c> stitched</c>

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different pieces they're all stitched
 

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different pieces they're all stitched
together<00:02:00.110><c> nicely</c><00:02:00.500><c> with</c><00:02:00.890><c> rather</c><00:02:01.729><c> airflow</c><00:02:02.710><c> and</c>

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together nicely with rather airflow and
 

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together nicely with rather airflow and
let's<00:02:05.149><c> see</c><00:02:05.920><c> yeah</c><00:02:06.920><c> just</c><00:02:07.130><c> having</c><00:02:07.250><c> different</c>

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let's see yeah just having different
 

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let's see yeah just having different
options<00:02:07.909><c> for</c><00:02:08.060><c> the</c><00:02:08.149><c> notebooks</c><00:02:08.539><c> we</c><00:02:08.780><c> have</c>

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options for the notebooks we have
 

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options for the notebooks we have
Jupiter<00:02:09.200><c> notebook</c><00:02:09.530><c> we</c><00:02:09.649><c> have</c><00:02:09.740><c> zeppelin</c>

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Jupiter notebook we have zeppelin
 

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Jupiter notebook we have zeppelin
notebook<00:02:10.480><c> yeah</c><00:02:11.480><c> that</c><00:02:11.630><c> way</c><00:02:11.750><c> we</c><00:02:11.780><c> don't</c><00:02:11.990><c> rule</c>

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notebook yeah that way we don't rule
 

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notebook yeah that way we don't rule
anyone<00:02:12.650><c> out</c><00:02:12.710><c> people</c><00:02:13.130><c> that</c><00:02:13.160><c> that</c><00:02:13.880><c> want</c><00:02:14.030><c> to</c><00:02:14.120><c> do</c>

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anyone out people that that want to do
 

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anyone out people that that want to do
scala<00:02:14.510><c> can</c><00:02:14.900><c> use</c><00:02:15.050><c> Upland</c><00:02:15.440><c> people</c>

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scala can use Upland people
 

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scala can use Upland people
want<00:02:16.800><c> to</c><00:02:16.860><c> use</c><00:02:16.980><c> Python</c><00:02:17.190><c> can</c><00:02:17.550><c> use</c><00:02:17.700><c> Jupiter</c>

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want to use Python can use Jupiter
 

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want to use Python can use Jupiter
things<00:02:18.540><c> like</c><00:02:18.720><c> that</c><00:02:18.900><c> so</c><00:02:19.250><c> yeah</c><00:02:26.600><c> yeah</c><00:02:27.600><c> there</c><00:02:28.170><c> I</c>

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things like that so yeah yeah there I
 

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things like that so yeah yeah there I
missed<00:02:28.950><c> the</c><00:02:29.790><c> flink</c><00:02:30.300><c> talk</c><00:02:30.720><c> by</c><00:02:30.960><c> Jamie</c><00:02:31.260><c> Greer</c><00:02:31.500><c> so</c>

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missed the flink talk by Jamie Greer so
 

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missed the flink talk by Jamie Greer so
actually<00:02:32.610><c> I</c><00:02:32.670><c> have</c><00:02:32.790><c> to</c><00:02:32.880><c> go</c><00:02:32.970><c> back</c><00:02:33.060><c> to</c><00:02:33.270><c> watch</c><00:02:33.390><c> the</c>

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actually I have to go back to watch the
 

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actually I have to go back to watch the
videos<00:02:33.810><c> for</c><00:02:34.050><c> that</c><00:02:34.170><c> but</c><00:02:34.410><c> I</c><00:02:34.650><c> was</c><00:02:35.130><c> looking</c>

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videos for that but I was looking
 

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videos for that but I was looking
forward<00:02:35.460><c> to</c><00:02:35.610><c> that</c><00:02:35.730><c> one</c><00:02:35.760><c> I</c><00:02:36.480><c> think</c><00:02:36.990><c> that</c><00:02:37.170><c> was</c>

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forward to that one I think that was
 

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forward to that one I think that was
yesterday

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yesterday
 

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yesterday
who<00:02:39.240><c> else</c><00:02:39.420><c> is</c><00:02:39.660><c> coming</c><00:02:39.990><c> up</c><00:02:40.140><c> I</c><00:02:40.950><c> have</c><00:02:41.760><c> to</c><00:02:41.880><c> look</c><00:02:42.000><c> at</c>

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who else is coming up I have to look at
 

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who else is coming up I have to look at
the<00:02:42.300><c> yeah</c><00:02:42.750><c> like</c><00:02:43.050><c> the</c><00:02:43.140><c> schedule</c><00:02:43.440><c> again</c><00:02:43.560><c> but</c>

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the yeah like the schedule again but
 

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the yeah like the schedule again but
yeah<00:02:45.120><c> some</c><00:02:45.300><c> of</c><00:02:45.390><c> the</c><00:02:45.450><c> fling</c><00:02:45.630><c> stuff</c><00:02:46.010><c> and</c><00:02:47.010><c> then</c>

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yeah some of the fling stuff and then
 

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yeah some of the fling stuff and then
there's<00:02:47.700><c> some</c><00:02:48.150><c> talks</c><00:02:48.330><c> by</c><00:02:48.540><c> some</c><00:02:48.690><c> of</c><00:02:48.780><c> the</c>

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there's some talks by some of the
 

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there's some talks by some of the
Twitter<00:02:49.050><c> guys</c><00:02:49.260><c> I</c><00:02:50.250><c> think</c><00:02:50.640><c> there's</c><00:02:50.940><c> a</c><00:02:51.030><c> talk</c><00:02:51.210><c> on</c>

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Twitter guys I think there's a talk on
 

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Twitter guys I think there's a talk on
Heron<00:02:51.780><c> which</c><00:02:52.560><c> is</c><00:02:52.710><c> built</c><00:02:53.160><c> in</c><00:02:53.310><c> Scala</c><00:02:53.640><c> and</c><00:02:53.820><c> it's</c>

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Heron which is built in Scala and it's
 

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Heron which is built in Scala and it's
kind<00:02:54.840><c> of</c><00:02:54.870><c> the</c><00:02:55.020><c> next</c><00:02:55.140><c> generation</c><00:02:55.260><c> storm</c>

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kind of the next generation storm
 

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kind of the next generation storm
starting<00:02:56.820><c> to</c><00:02:56.880><c> see</c><00:02:56.970><c> a</c><00:02:57.000><c> lot</c><00:02:57.120><c> of</c><00:02:57.180><c> resurgence</c><00:02:57.830><c> with</c>

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starting to see a lot of resurgence with
 

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starting to see a lot of resurgence with
storm<00:02:59.220><c> because</c><00:02:59.640><c> of</c><00:02:59.850><c> spark</c><00:03:00.600><c> streaming</c><00:03:01.020><c> not</c>

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storm because of spark streaming not
 

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storm because of spark streaming not
really<00:03:01.680><c> keeping</c><00:03:01.830><c> up</c><00:03:02.130><c> with</c><00:03:02.810><c> the</c><00:03:03.810><c> sort</c><00:03:04.200><c> of</c><00:03:04.260><c> like</c>

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really keeping up with the sort of like
 

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really keeping up with the sort of like
development<00:03:05.310><c> cycle</c><00:03:05.610><c> with</c><00:03:05.730><c> spark</c><00:03:05.970><c> streaming</c>

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development cycle with spark streaming
 

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development cycle with spark streaming
has<00:03:06.360><c> been</c><00:03:06.510><c> slowing</c><00:03:06.750><c> down</c><00:03:06.960><c> quite</c><00:03:07.290><c> a</c><00:03:07.320><c> bit</c><00:03:07.500><c> or</c><00:03:07.650><c> it</c>

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has been slowing down quite a bit or it
 

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has been slowing down quite a bit or it
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just isn't I guess taking off like it it
 

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just isn't I guess taking off like it it
should<00:03:10.710><c> have</c><00:03:10.740><c> been</c><00:03:10.860><c> after</c><00:03:11.130><c> a</c><00:03:11.160><c> couple</c><00:03:11.400><c> years</c><00:03:11.610><c> so</c>

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should have been after a couple years so
 

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should have been after a couple years so
seeing<00:03:12.810><c> more</c><00:03:12.900><c> and</c><00:03:12.990><c> more</c><00:03:13.050><c> people</c><00:03:13.380><c> interested</c>

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seeing more and more people interested
 

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seeing more and more people interested
in<00:03:13.770><c> storm</c><00:03:14.070><c> so</c><00:03:14.730><c> Heron</c><00:03:15.030><c> which</c><00:03:15.210><c> is</c><00:03:15.360><c> the</c><00:03:15.480><c> next</c>

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in storm so Heron which is the next
 

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in storm so Heron which is the next
generation<00:03:15.720><c> storm</c><00:03:16.350><c> looks</c><00:03:16.530><c> pretty</c><00:03:16.740><c> promising</c>

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generation storm looks pretty promising
 

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generation storm looks pretty promising
it's<00:03:17.790><c> an</c><00:03:17.880><c> open</c><00:03:18.060><c> source</c><00:03:18.240><c> project</c><00:03:18.420><c> out</c><00:03:18.720><c> of</c>

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it's an open source project out of
 

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it's an open source project out of
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