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my<00:00:14.340><c> name</c><00:00:14.490><c> is</c><00:00:14.610><c> Omar</c><00:00:14.760><c> alone</c><00:00:15.210><c> so</c><00:00:15.420><c> I</c><00:00:15.450><c> work</c><00:00:15.690><c> at</c>

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my name is Omar alone so I work at
 

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my name is Omar alone so I work at
Caracara<00:00:16.320><c> comp</c><00:00:17.190><c> a</c><00:00:17.369><c> new</c><00:00:17.760><c> startup</c><00:00:18.180><c> in</c><00:00:18.330><c> the</c><00:00:18.420><c> Bay</c>

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Caracara comp a new startup in the Bay
 

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Caracara comp a new startup in the Bay
Area<00:00:18.539><c> were</c><00:00:19.380><c> based</c><00:00:19.619><c> in</c><00:00:19.800><c> Palo</c><00:00:19.980><c> Alto</c><00:00:20.570><c> my</c><00:00:21.650><c> my</c><00:00:22.650><c> title</c>

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Area were based in Palo Alto my my title
 

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Area were based in Palo Alto my my title
is<00:00:23.100><c> technical</c><00:00:23.820><c> lead</c><00:00:24.000><c> I</c><00:00:24.270><c> mostly</c><00:00:24.689><c> work</c><00:00:24.960><c> on</c>

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is technical lead I mostly work on
 

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is technical lead I mostly work on
knowledge<00:00:25.470><c> bases</c><00:00:25.859><c> knowledge</c><00:00:26.670><c> graphs</c><00:00:26.910><c> and</c>

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knowledge bases knowledge graphs and
 

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knowledge bases knowledge graphs and
labeling<00:00:27.689><c> in</c><00:00:27.840><c> general</c><00:00:28.140><c> for</c><00:00:28.560><c> healthcare</c>

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[Music]
 

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[Music]
I've<00:00:38.250><c> been</c><00:00:38.400><c> coming</c><00:00:38.640><c> to</c><00:00:38.790><c> scale</c><00:00:39.300><c> and</c><00:00:39.570><c> text</c><00:00:39.810><c> by</c>

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I've been coming to scale and text by
 

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I've been coming to scale and text by
the<00:00:39.989><c> way</c><00:00:40.200><c> for</c><00:00:40.530><c> many</c><00:00:40.800><c> years</c>

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the way for many years
 

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the way for many years
there's<00:00:41.820><c> no</c><00:00:41.910><c> my</c><00:00:42.000><c> first</c><00:00:42.210><c> time</c><00:00:42.420><c> I</c><00:00:42.450><c> did</c><00:00:43.020><c> a</c><00:00:43.110><c> few</c>

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there's no my first time I did a few
 

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there's no my first time I did a few
talks<00:00:43.559><c> in</c><00:00:43.770><c> the</c><00:00:43.860><c> past</c><00:00:43.890><c> mostly</c><00:00:44.690><c> on</c><00:00:45.690><c> labeling</c><00:00:46.170><c> and</c>

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talks in the past mostly on labeling and
 

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talks in the past mostly on labeling and
do<00:00:47.100><c> annotation</c><00:00:47.700><c> at</c><00:00:47.820><c> scale</c><00:00:48.150><c> I</c><00:00:48.540><c> know</c><00:00:48.930><c> Alexi</c><00:00:49.320><c> from</c>

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do annotation at scale I know Alexi from
 

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do annotation at scale I know Alexi from
social<00:00:51.000><c> connections</c><00:00:51.510><c> so</c><00:00:52.110><c> I'm</c><00:00:52.200><c> always</c><00:00:52.379><c> happy</c>

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social connections so I'm always happy
 

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social connections so I'm always happy
to<00:00:52.860><c> be</c><00:00:53.040><c> here</c><00:00:53.190><c> back</c><00:00:53.430><c> this</c><00:00:53.940><c> is</c><00:00:54.090><c> a</c><00:00:54.120><c> great</c><00:00:54.300><c> venue</c>

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to be here back this is a great venue
 

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to be here back this is a great venue
lots<00:00:55.379><c> of</c><00:00:55.470><c> interesting</c><00:00:55.860><c> people</c><00:00:55.980><c> lots</c><00:00:56.340><c> of</c><00:00:56.400><c> cool</c>

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lots of interesting people lots of cool
 

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lots of interesting people lots of cool
talks<00:00:56.879><c> and</c><00:00:57.300><c> I'm</c><00:00:57.510><c> happy</c><00:00:57.900><c> that</c><00:00:57.930><c> the</c><00:00:58.170><c> event</c><00:00:58.410><c> is</c>

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talks and I'm happy that the event is
 

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talks and I'm happy that the event is
keep<00:00:59.040><c> growing</c><00:00:59.340><c> and</c><00:00:59.460><c> keep</c><00:00:59.610><c> going</c><00:00:59.790><c> on</c><00:00:59.970><c> I</c><00:01:08.479><c> think</c>

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keep growing and keep going on I think
 

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keep growing and keep going on I think
in<00:01:09.539><c> the</c><00:01:09.660><c> in</c><00:01:09.840><c> I</c><00:01:10.259><c> gave</c><00:01:10.619><c> a</c><00:01:10.680><c> talk</c><00:01:10.860><c> on</c><00:01:11.039><c> generation</c><00:01:11.700><c> of</c>

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in the in I gave a talk on generation of
 

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in the in I gave a talk on generation of
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knowledge graphs three graphs one based
 

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knowledge graphs three graphs one based
on<00:01:14.700><c> Twitter</c><00:01:14.970><c> data</c><00:01:15.180><c> the</c><00:01:15.479><c> second</c><00:01:15.780><c> based</c><00:01:15.930><c> on</c>

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on Twitter data the second based on
 

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on Twitter data the second based on
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e-commerce and the third one which is
 

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e-commerce and the third one which is
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we're starting to work on karai probably
 

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we're starting to work on karai probably
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the the the most important part was the
 

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the the the most important part was the
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one out of Twitter data because we built
 

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one out of Twitter data because we built
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it from scratch did scale we're shipping
 

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it from scratch did scale we're shipping
in<00:01:28.140><c> Microsoft</c><00:01:28.649><c> we've</c><00:01:29.610><c> got</c><00:01:29.700><c> a</c><00:01:29.729><c> lot</c><00:01:29.880><c> of</c><00:01:29.910><c> paper</c>

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in Microsoft we've got a lot of paper
 

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in Microsoft we've got a lot of paper
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salad and we show it and I think is
 

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salad and we show it and I think is
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pretty interesting I put a lot of
 

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pretty interesting I put a lot of
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pointers to further publications so
 

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pointers to further publications so
folks<00:01:37.950><c> who</c><00:01:38.100><c> are</c><00:01:38.130><c> really</c><00:01:38.310><c> interested</c><00:01:38.789><c> in</c><00:01:38.880><c> the</c>

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folks who are really interested in the
 

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folks who are really interested in the
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technology that can go and check about
 

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technology that can go and check about
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it the stuff at karai I just joined a
 

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it the stuff at karai I just joined a
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couple of months ago so there's a lot of
 

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couple of months ago so there's a lot of
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things that I cannot talk at the moment
 

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things that I cannot talk at the moment
so<00:01:47.820><c> I</c><00:01:47.850><c> gave</c><00:01:48.000><c> a</c><00:01:48.030><c> high-level</c><00:01:48.420><c> overview</c><00:01:48.659><c> where</c>

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so I gave a high-level overview where
 

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so I gave a high-level overview where
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are we going so hopefully next year I'll
 

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are we going so hopefully next year I'll
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have more specifics on the counter graph
 

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have more specifics on the counter graph
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that we're building but where we already
 

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that we're building but where we already
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[Music]

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so<00:02:10.250><c> I</c><00:02:10.280><c> really</c><00:02:10.580><c> like</c><00:02:10.700><c> Rob's</c><00:02:11.500><c> remoras</c><00:02:12.500><c> talks</c><00:02:12.800><c> on</c>

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so I really like Rob's remoras talks on
 

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so I really like Rob's remoras talks on
unknowns<00:02:14.120><c> knowns</c><00:02:14.510><c> and</c><00:02:14.810><c> unknowns</c><00:02:15.340><c> unknowns</c>

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unknowns knowns and unknowns unknowns
 

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unknowns knowns and unknowns unknowns
which<00:02:16.760><c> is</c><00:02:16.910><c> basically</c><00:02:17.269><c> how</c><00:02:17.780><c> to</c><00:02:17.870><c> use</c><00:02:18.080><c> actively</c>

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which is basically how to use actively
 

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which is basically how to use actively
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labeling learning sorry different kinds
 

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labeling learning sorry different kinds
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of sampling I thought was well presented
 

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of sampling I thought was well presented
he's<00:02:25.400><c> working</c><00:02:25.730><c> on</c><00:02:25.790><c> a</c><00:02:25.879><c> book</c><00:02:26.000><c> which</c><00:02:26.299><c> I'm</c><00:02:26.480><c> looking</c>

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he's working on a book which I'm looking
 

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he's working on a book which I'm looking
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forward to read Sophia Sanchez who is
 

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forward to read Sophia Sanchez who is
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part of pure eyes so she's gonna give a
 

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part of pure eyes so she's gonna give a
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talk so I'm gonna go to that talk and
 

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talk so I'm gonna go to that talk and
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then the talk from Caltech kind of hence
 

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then the talk from Caltech kind of hence
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the data session I'm also looking
 

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the data session I'm also looking
forward<00:02:39.739><c> to</c><00:02:40.099><c> that</c><00:02:40.250><c> and</c><00:02:40.430><c> obviously</c>

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[Music]

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[Music]
 

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[Music]
so<00:02:51.060><c> for</c><00:02:51.300><c> next</c><00:02:51.480><c> year</c><00:02:51.750><c> really</c><00:02:52.650><c> looking</c><00:02:52.980><c> forward</c>

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so for next year really looking forward
 

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so for next year really looking forward
to<00:02:53.460><c> to</c><00:02:54.330><c> kind</c><00:02:54.540><c> of</c><00:02:54.600><c> show</c><00:02:54.960><c> to</c><00:02:55.020><c> the</c><00:02:55.320><c> rest</c><00:02:55.500><c> of</c><00:02:55.560><c> the</c>

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to to kind of show to the rest of the
 

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to to kind of show to the rest of the
planet<00:02:56.130><c> what</c><00:02:56.370><c> we're</c><00:02:56.670><c> doing</c><00:02:56.940><c> at</c><00:02:57.030><c> Qi</c><00:02:57.270><c> I</c><00:02:57.600><c> think</c><00:02:58.110><c> we</c>

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planet what we're doing at Qi I think we
 

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planet what we're doing at Qi I think we
got<00:02:58.290><c> a</c><00:02:58.320><c> lot</c><00:02:58.680><c> of</c><00:02:58.800><c> exciting</c><00:02:59.160><c> components</c><00:02:59.850><c> and</c><00:03:00.300><c> as</c>

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got a lot of exciting components and as
 

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got a lot of exciting components and as
we're<00:03:00.660><c> spending</c><00:03:01.050><c> more</c><00:03:01.230><c> time</c><00:03:01.470><c> on</c><00:03:01.710><c> it</c><00:03:01.740><c> and</c><00:03:02.070><c> kind</c>

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we're spending more time on it and kind
 

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we're spending more time on it and kind
of<00:03:02.460><c> debugging</c><00:03:03.210><c> and</c><00:03:03.450><c> ironed</c><00:03:03.720><c> out</c><00:03:03.780><c> all</c><00:03:03.840><c> the</c>

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of debugging and ironed out all the
 

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of debugging and ironed out all the
details

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details
 

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details
there's<00:03:05.040><c> more</c><00:03:05.310><c> stuff</c><00:03:05.550><c> in</c><00:03:05.700><c> the</c><00:03:05.760><c> pipeline</c><00:03:05.910><c> so</c>

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there's more stuff in the pipeline so
 

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there's more stuff in the pipeline so
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I'm really looking forward to kind of
 

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I'm really looking forward to kind of
show<00:03:08.190><c> more</c><00:03:08.490><c> of</c><00:03:08.640><c> what</c><00:03:08.820><c> we</c><00:03:08.970><c> were</c><00:03:09.450><c> working</c><00:03:09.720><c> on</c><00:03:10.020><c> it</c>

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show more of what we were working on it
 

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show more of what we were working on it
because<00:03:10.800><c> I</c><00:03:10.890><c> think</c><00:03:10.950><c> that's</c><00:03:11.130><c> a</c><00:03:11.280><c> very</c><00:03:11.400><c> exciting</c>

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because I think that's a very exciting
 

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because I think that's a very exciting
topic<00:03:12.390><c> and</c><00:03:12.720><c> area</c><00:03:14.270><c> research</c><00:03:15.270><c> wise</c><00:03:15.950><c> I</c><00:03:16.950><c> plan</c><00:03:17.640><c> to</c>

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topic and area research wise I plan to
 

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topic and area research wise I plan to
hopefully<00:03:19.140><c> have</c><00:03:19.260><c> a</c><00:03:19.320><c> couple</c><00:03:19.530><c> of</c><00:03:19.620><c> papers</c>

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hopefully have a couple of papers
 

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hopefully have a couple of papers
published<00:03:19.950><c> see</c><00:03:20.400><c> if</c><00:03:20.460><c> that</c><00:03:20.580><c> works</c>

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published see if that works
 

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published see if that works
that's<00:03:21.420><c> that's</c><00:03:21.780><c> all</c><00:03:21.990><c> it's</c><00:03:22.410><c> a</c><00:03:22.530><c> startup</c><00:03:22.920><c> I</c><00:03:23.040><c> don't</c>

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that's that's all it's a startup I don't
 

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that's that's all it's a startup I don't
have<00:03:23.370><c> a</c><00:03:23.400><c> lot</c><00:03:23.640><c> of</c>

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what<00:03:33.610><c> I</c><00:03:33.640><c> like</c><00:03:33.819><c> about</c><00:03:33.849><c> scale</c><00:03:34.450><c> by</c><00:03:34.660><c> the</c><00:03:34.690><c> obey</c><00:03:35.080><c> is</c>

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what I like about scale by the obey is
 

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what I like about scale by the obey is
the<00:03:35.920><c> mix</c><00:03:36.250><c> of</c><00:03:36.989><c> hands</c><00:03:37.989><c> on</c><00:03:38.110><c> people</c><00:03:38.560><c> in</c><00:03:38.830><c> the</c><00:03:38.860><c> field</c>

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the mix of hands on people in the field
 

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the mix of hands on people in the field
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academics researchers applied
 

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academics researchers applied
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researchers so gives you a kind of broad
 

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researchers so gives you a kind of broad
perspective<00:03:44.770><c> on</c><00:03:44.860><c> different</c><00:03:45.190><c> topics</c><00:03:45.580><c> instead</c>

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perspective on different topics instead
 

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perspective on different topics instead
of<00:03:46.030><c> being</c><00:03:46.209><c> like</c><00:03:46.390><c> just</c><00:03:46.989><c> only</c><00:03:47.200><c> full</c><00:03:47.530><c> stack</c><00:03:47.860><c> of</c><00:03:48.190><c> a</c>

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of being like just only full stack of a
 

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of being like just only full stack of a
particular<00:03:48.819><c> development</c><00:03:49.120><c> toolkit</c><00:03:49.780><c> or</c><00:03:50.489><c> tool</c>

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particular development toolkit or tool
 

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particular development toolkit or tool
from<00:03:53.050><c> language</c><00:03:53.290><c> lines</c><00:03:53.709><c> like</c><00:03:54.040><c> Scala</c><00:03:54.370><c> here</c>

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from language lines like Scala here
 

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from language lines like Scala here
there's<00:03:55.000><c> a</c><00:03:55.120><c> mix</c><00:03:55.360><c> of</c><00:03:55.480><c> different</c><00:03:55.569><c> things</c><00:03:55.989><c> so</c><00:03:56.170><c> a</c>

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there's a mix of different things so a
 

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there's a mix of different things so a
thing<00:03:56.680><c> gives</c><00:03:56.920><c> you</c><00:03:57.040><c> a</c><00:03:57.099><c> pretty</c><00:03:57.550><c> good</c><00:03:57.610><c> idea</c><00:03:57.849><c> of</c>

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thing gives you a pretty good idea of
 

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thing gives you a pretty good idea of
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the state of they are from different
 

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the state of they are from different
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angles and I think if you really want to
 

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angles and I think if you really want to
take<00:04:03.730><c> advantage</c><00:04:03.880><c> of</c><00:04:04.330><c> the</c><00:04:04.480><c> event</c><00:04:04.720><c> you</c><00:04:04.989><c> have</c><00:04:05.140><c> to</c>

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take advantage of the event you have to
 

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take advantage of the event you have to
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kind of pick different talks that would
 

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kind of pick different talks that would
expose<00:04:08.739><c> you</c><00:04:08.980><c> to</c><00:04:09.010><c> the</c><00:04:09.519><c> variety</c><00:04:09.910><c> of</c><00:04:10.239><c> things</c><00:04:10.600><c> that</c>

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expose you to the variety of things that
 

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expose you to the variety of things that
we<00:04:11.410><c> have</c><00:04:11.560><c> in</c><00:04:11.620><c> the</c><00:04:11.709><c> field</c><00:04:11.920><c> so</c><00:04:12.670><c> instead</c><00:04:12.850><c> of</c><00:04:12.940><c> like</c>

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we have in the field so instead of like
 

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we have in the field so instead of like
only<00:04:13.269><c> looking</c><00:04:13.660><c> for</c><00:04:13.900><c> you</c><00:04:14.230><c> know</c><00:04:14.350><c> tools</c><00:04:14.860><c> or</c><00:04:15.220><c> only</c>

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only looking for you know tools or only
 

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only looking for you know tools or only
looking<00:04:15.730><c> for</c><00:04:15.880><c> the</c><00:04:16.000><c> research</c><00:04:16.329><c> stuff</c><00:04:16.750><c> just</c><00:04:17.709><c> kind</c>

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looking for the research stuff just kind
 

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looking for the research stuff just kind
of<00:04:18.100><c> you</c><00:04:18.579><c> know</c><00:04:18.729><c> spread</c><00:04:18.790><c> out</c><00:04:19.329><c> and</c><00:04:19.660><c> sprinkle</c><00:04:20.340><c> here</c>

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of you know spread out and sprinkle here
 

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of you know spread out and sprinkle here
and<00:04:21.519><c> there</c><00:04:21.639><c> to</c><00:04:21.850><c> get</c><00:04:22.240><c> a</c><00:04:22.270><c> better</c><00:04:22.479><c> view</c><00:04:23.080><c> of</c><00:04:23.229><c> the</c>

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and there to get a better view of the
 

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and there to get a better view of the
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field that's what I like about scale by
 

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field that's what I like about scale by
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the way how to make it better location I
 

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the way how to make it better location I
think<00:04:29.110><c> was</c><00:04:29.229><c> so</c><00:04:29.380><c> an</c><00:04:29.530><c> issue</c><00:04:29.680><c> previously</c><00:04:30.550><c> now</c>

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think was so an issue previously now
 

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think was so an issue previously now
this<00:04:30.970><c> is</c><00:04:31.090><c> a</c><00:04:31.440><c> fantastic</c><00:04:32.440><c> venue</c><00:04:32.830><c> I</c><00:04:32.950><c> really</c><00:04:33.190><c> like</c>

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this is a fantastic venue I really like
 

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this is a fantastic venue I really like
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it so I think this is a fantastic venue
 

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it so I think this is a fantastic venue
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now hope you guys can keep running the
 

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now hope you guys can keep running the
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same events in the same venue very very
 

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same events in the same venue very very
nice<00:04:42.460><c> choice</c><00:04:42.789><c> I</c><00:04:43.150><c> know</c><00:04:43.810><c> you</c><00:04:44.320><c> know</c><00:04:44.440><c> Alexa</c><00:04:44.770><c> was</c>

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nice choice I know you know Alexa was
 

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nice choice I know you know Alexa was
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having a hard time finding other venues
 

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having a hard time finding other venues
but<00:04:47.050><c> this</c><00:04:47.200><c> is</c><00:04:47.380><c> a</c><00:04:47.410><c> fantastic</c><00:04:47.890><c> choice</c><00:04:48.310><c> and</c><00:04:48.460><c> I</c>

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but this is a fantastic choice and I
 

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but this is a fantastic choice and I
told<00:04:48.700><c> him</c>

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told him
 

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told him
[Music]