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so<00:00:10.639><c> my</c><00:00:10.759><c> name</c><00:00:10.880><c> is</c><00:00:11.000><c> RJ</c><00:00:11.320><c> noling</c><00:00:11.840><c> I'm</c><00:00:12.040><c> actually</c><00:00:12.280><c> an</c>

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so my name is RJ noling I'm actually an
 

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so my name is RJ noling I'm actually an
associate<00:00:12.960><c> professor</c><00:00:13.519><c> at</c><00:00:13.639><c> a</c><00:00:13.799><c> small</c><00:00:14.160><c> school</c><00:00:14.879><c> in</c>

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associate professor at a small school in
 

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associate professor at a small school in
uh<00:00:15.480><c> Milwaukee</c><00:00:16.039><c> called</c><00:00:16.199><c> the</c><00:00:16.279><c> Milwaukee</c><00:00:16.680><c> School</c>

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uh Milwaukee called the Milwaukee School
 

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uh Milwaukee called the Milwaukee School
of<00:00:17.000><c> Engineering</c><00:00:17.920><c> so</c><00:00:18.119><c> we</c><00:00:18.240><c> have</c><00:00:18.400><c> about</c><00:00:18.600><c> 3,000</c>

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of Engineering so we have about 3,000
 

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of Engineering so we have about 3,000
students<00:00:19.720><c> mostly</c><00:00:20.039><c> undergraduate</c><00:00:20.680><c> programs</c>

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students mostly undergraduate programs
 

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students mostly undergraduate programs
with<00:00:21.279><c> some</c><00:00:21.680><c> Master's</c><00:00:22.560><c> programs</c><00:00:23.560><c> uh</c><00:00:23.760><c> our</c><00:00:24.080><c> Focus</c>

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with some Master's programs uh our Focus
 

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with some Master's programs uh our Focus
we're<00:00:24.599><c> Polytechnic</c><00:00:25.199><c> so</c><00:00:25.439><c> all</c><00:00:25.560><c> of</c><00:00:25.640><c> our</c><00:00:25.760><c> majors</c>

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we're Polytechnic so all of our majors
 

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we're Polytechnic so all of our majors
are<00:00:26.279><c> related</c><00:00:26.560><c> to</c><00:00:26.760><c> engineering</c><00:00:27.760><c> and</c><00:00:27.920><c> so</c><00:00:28.199><c> I'm</c><00:00:28.320><c> a</c>

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are related to engineering and so I'm a
 

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are related to engineering and so I'm a
co-director<00:00:29.400><c> of</c><00:00:29.840><c> uh</c><00:00:30.039><c> several</c><00:00:30.279><c> graduate</c>

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co-director of uh several graduate
 

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co-director of uh several graduate
programs<00:00:30.960><c> in</c><00:00:31.119><c> machine</c><00:00:31.400><c> learning</c><00:00:31.759><c> and</c><00:00:31.920><c> I</c><00:00:32.079><c> teach</c>

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programs in machine learning and I teach
 

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programs in machine learning and I teach
courses<00:00:33.239><c> such</c><00:00:33.399><c> as</c><00:00:33.559><c> data</c><00:00:33.879><c> science</c><00:00:34.320><c> but</c><00:00:34.520><c> also</c><00:00:34.760><c> ml</c>

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courses such as data science but also ml
 

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courses such as data science but also ml
production<00:00:35.640><c> systems</c><00:00:36.600><c> and</c><00:00:36.800><c> I</c><00:00:36.920><c> had</c><00:00:37.079><c> four</c><00:00:37.360><c> years</c>

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production systems and I had four years
 

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production systems and I had four years
of<00:00:38.320><c> Industry</c><00:00:38.760><c> experience</c><00:00:39.160><c> as</c><00:00:39.280><c> an</c><00:00:39.399><c> ml</c><00:00:39.680><c> engineer</c>

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of Industry experience as an ml engineer
 

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of Industry experience as an ml engineer
between<00:00:40.440><c> my</c><00:00:40.600><c> PhD</c><00:00:41.000><c> and</c><00:00:41.160><c> faculty</c><00:00:41.640><c> position</c><00:00:42.520><c> and</c>

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between my PhD and faculty position and
 

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between my PhD and faculty position and
I've<00:00:42.920><c> recently</c><00:00:43.280><c> done</c><00:00:43.440><c> some</c><00:00:43.600><c> Consulting</c><00:00:44.120><c> work</c>

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I've recently done some Consulting work
 

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I've recently done some Consulting work
with<00:00:44.879><c> Memphis</c><00:00:45.879><c> uh</c><00:00:46.079><c> who's</c><00:00:46.360><c> developing</c><00:00:46.920><c> a</c><00:00:47.320><c> uh</c>

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with Memphis uh who's developing a uh
 

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with Memphis uh who's developing a uh
sort<00:00:48.120><c> of</c><00:00:48.680><c> message</c><00:00:49.879><c> streaming</c><00:00:51.000><c> platform</c><00:00:52.000><c> uh</c>

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sort of message streaming platform uh
 

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sort of message streaming platform uh
data<00:00:52.399><c> streaming</c>

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platform<00:00:59.519><c> so</c><00:01:00.199><c> um</c><00:01:00.480><c> I</c><00:01:00.960><c> I</c><00:01:01.079><c> teach</c><00:01:01.680><c> AI</c><00:01:02.680><c> uh</c><00:01:02.920><c> but</c><00:01:03.399><c> you</c>

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platform so um I I teach AI uh but you
 

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platform so um I I teach AI uh but you
know<00:01:03.760><c> my</c><00:01:04.080><c> focus</c><00:01:05.080><c> is</c><00:01:05.560><c> is</c><00:01:05.840><c> especially</c><00:01:06.200><c> recently</c>

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know my focus is is especially recently
 

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know my focus is is especially recently
is<00:01:06.640><c> on</c><00:01:06.760><c> the</c><00:01:06.840><c> ml</c><00:01:07.200><c> production</c><00:01:07.560><c> system</c><00:01:08.040><c> so</c><00:01:08.200><c> when</c><00:01:08.360><c> I</c>

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is on the ml production system so when I
 

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is on the ml production system so when I
was<00:01:09.560><c> uh</c><00:01:09.720><c> an</c><00:01:10.040><c> engineer</c><00:01:10.479><c> in</c><00:01:10.920><c> Industry</c><00:01:11.920><c> I</c><00:01:12.040><c> worked</c>

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was uh an engineer in Industry I worked
 

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was uh an engineer in Industry I worked
on<00:01:12.640><c> massive</c><00:01:13.080><c> systems</c><00:01:13.560><c> that</c><00:01:13.720><c> for</c><00:01:13.920><c> ad</c><00:01:14.200><c> click</c>

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on massive systems that for ad click
 

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on massive systems that for ad click
prediction<00:01:15.520><c> um</c><00:01:15.720><c> with</c><00:01:15.960><c> hundreds</c><00:01:16.280><c> of</c><00:01:16.439><c> millions</c>

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prediction um with hundreds of millions
 

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prediction um with hundreds of millions
of<00:01:17.280><c> of</c><00:01:17.439><c> different</c><00:01:17.880><c> cookies</c><00:01:18.880><c> and</c><00:01:19.080><c> so</c><00:01:19.680><c> one</c><00:01:19.799><c> of</c>

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of of different cookies and so one of
 

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of of different cookies and so one of
the<00:01:20.119><c> things</c><00:01:20.520><c> that</c><00:01:20.920><c> you</c><00:01:21.040><c> know</c><00:01:21.200><c> we</c><00:01:21.400><c> realized</c><00:01:22.200><c> is</c>

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the things that you know we realized is
 

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the things that you know we realized is
that<00:01:23.280><c> or</c><00:01:23.520><c> at</c><00:01:23.680><c> my</c><00:01:24.159><c> university</c><00:01:24.960><c> is</c><00:01:25.320><c> this</c>

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that or at my university is this
 

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that or at my university is this
knowledge<00:01:25.920><c> is</c><00:01:26.119><c> kind</c><00:01:26.240><c> of</c><00:01:26.400><c> specialized</c><00:01:27.320><c> and</c>

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knowledge is kind of specialized and
 

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knowledge is kind of specialized and
it's<00:01:28.000><c> you</c><00:01:28.119><c> learn</c><00:01:28.360><c> it</c><00:01:28.560><c> tribally</c><00:01:29.119><c> you</c><00:01:29.240><c> go</c><00:01:29.600><c> met</c>

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it's you learn it tribally you go met
 

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it's you learn it tribally you go met
work<00:01:30.119><c> under</c><00:01:30.400><c> someone</c><00:01:31.040><c> at</c><00:01:31.200><c> a</c><00:01:31.360><c> startup</c><00:01:31.720><c> or</c>

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work under someone at a startup or
 

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work under someone at a startup or
another<00:01:32.119><c> company</c><00:01:32.479><c> doing</c><00:01:32.880><c> this</c><00:01:33.799><c> and</c><00:01:34.000><c> so</c><00:01:34.680><c> my</c>

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another company doing this and so my
 

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another company doing this and so my
focus<00:01:35.360><c> has</c><00:01:35.520><c> been</c><00:01:35.759><c> how</c><00:01:35.880><c> do</c><00:01:36.000><c> I</c><00:01:36.159><c> standardize</c><00:01:36.799><c> this</c>

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focus has been how do I standardize this
 

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focus has been how do I standardize this
knowledge<00:01:38.200><c> and</c><00:01:39.000><c> package</c><00:01:39.360><c> it</c><00:01:39.600><c> in</c><00:01:39.720><c> a</c><00:01:40.159><c> format</c>

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knowledge and package it in a format
 

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knowledge and package it in a format
that's<00:01:41.040><c> easily</c><00:01:41.799><c> adap</c><00:01:42.200><c> uh</c><00:01:42.320><c> picked</c><00:01:42.560><c> up</c><00:01:42.759><c> by</c><00:01:42.920><c> other</c>

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people<00:01:49.960><c> I</c><00:01:50.040><c> think</c><00:01:50.240><c> one</c><00:01:50.320><c> of</c><00:01:50.479><c> the</c><00:01:50.719><c> the</c><00:01:51.040><c> industry</c>

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people I think one of the the industry
 

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people I think one of the the industry
changes<00:01:51.840><c> I've</c><00:01:52.000><c> seen</c><00:01:52.240><c> is</c><00:01:52.600><c> you</c><00:01:52.719><c> know</c><00:01:52.920><c> four</c><00:01:53.119><c> or</c>

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changes I've seen is you know four or
 

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changes I've seen is you know four or
five<00:01:53.439><c> years</c><00:01:53.600><c> ago</c><00:01:53.840><c> when</c><00:01:53.960><c> I</c><00:01:54.079><c> was</c><00:01:54.200><c> doing</c><00:01:54.520><c> this</c><00:01:55.000><c> it</c>

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five years ago when I was doing this it
 

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five years ago when I was doing this it
was<00:01:55.280><c> mostly</c><00:01:55.840><c> batch</c><00:01:56.840><c> and</c><00:01:57.000><c> so</c><00:01:57.280><c> we</c><00:01:57.479><c> do</c><00:01:57.680><c> a</c><00:01:57.799><c> lot</c><00:01:57.960><c> of</c>

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was mostly batch and so we do a lot of
 

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was mostly batch and so we do a lot of
sort<00:01:58.560><c> of</c><00:01:58.680><c> the</c><00:01:58.799><c> backend</c><00:01:59.200><c> pre-computer</c><00:01:59.840><c> a</c><00:01:59.920><c> lot</c>

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sort of the backend pre-computer a lot
 

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sort of the backend pre-computer a lot
of<00:02:00.200><c> things</c><00:02:00.600><c> for</c><00:02:00.920><c> our</c><00:02:01.079><c> known</c><00:02:01.680><c> users</c><00:02:02.680><c> and</c><00:02:02.880><c> that's</c>

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of things for our known users and that's
 

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of things for our known users and that's
very<00:02:03.320><c> computationally</c><00:02:04.520><c> expensive</c><00:02:05.520><c> um</c><00:02:06.159><c> you</c>

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very computationally expensive um you
 

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very computationally expensive um you
know<00:02:06.439><c> and</c><00:02:06.600><c> it</c><00:02:06.719><c> it</c><00:02:06.799><c> wasn't</c><00:02:07.079><c> very</c><00:02:07.280><c> amendable</c><00:02:07.880><c> to</c>

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know and it it wasn't very amendable to
 

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know and it it wasn't very amendable to
you<00:02:08.399><c> know</c><00:02:08.560><c> figuring</c><00:02:08.879><c> out</c><00:02:09.039><c> which</c><00:02:09.200><c> users</c><00:02:09.560><c> had</c>

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you know figuring out which users had
 

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you know figuring out which users had
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updated data and which users didn't so
 

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updated data and which users didn't so
you<00:02:11.560><c> ended</c><00:02:11.720><c> up</c><00:02:11.840><c> recomputing</c><00:02:12.280><c> everything</c><00:02:12.720><c> it</c>

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you ended up recomputing everything it
 

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you ended up recomputing everything it
was<00:02:13.160><c> expensive</c><00:02:14.160><c> very</c><00:02:14.440><c> complicated</c><00:02:15.080><c> pipelines</c>

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was expensive very complicated pipelines
 

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was expensive very complicated pipelines
hard<00:02:15.879><c> to</c><00:02:16.040><c> maintain</c><00:02:16.680><c> hard</c><00:02:16.879><c> to</c><00:02:17.080><c> operate</c><00:02:17.640><c> hard</c><00:02:17.800><c> to</c>

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hard to maintain hard to operate hard to
 

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hard to maintain hard to operate hard to
keep<00:02:18.440><c> running</c><00:02:19.440><c> um</c><00:02:20.400><c> and</c><00:02:20.840><c> now</c><00:02:21.480><c> I</c><00:02:21.640><c> you</c><00:02:21.760><c> know</c><00:02:22.120><c> I</c>

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keep running um and now I you know I
 

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keep running um and now I you know I
love<00:02:22.440><c> streaming</c><00:02:23.319><c> because</c><00:02:23.959><c> it</c><00:02:24.360><c> allows</c><00:02:24.760><c> us</c><00:02:25.040><c> to</c>

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love streaming because it allows us to
 

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love streaming because it allows us to
do<00:02:25.640><c> things</c><00:02:26.040><c> like</c><00:02:26.599><c> you</c><00:02:26.720><c> know</c><00:02:27.080><c> oh</c><00:02:27.360><c> we</c><00:02:27.560><c> have</c><00:02:27.840><c> some</c>

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do things like you know oh we have some
 

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do things like you know oh we have some
history<00:02:28.840><c> for</c><00:02:29.360><c> these</c><00:02:29.519><c> you</c><00:02:29.599><c> know</c><00:02:29.879><c> incoming</c><00:02:30.400><c> data</c>

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history for these you know incoming data
 

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history for these you know incoming data
for<00:02:31.000><c> these</c><00:02:31.239><c> particular</c><00:02:31.560><c> set</c><00:02:31.720><c> of</c><00:02:31.840><c> users</c><00:02:32.720><c> we</c><00:02:32.879><c> can</c>

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for these particular set of users we can
 

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for these particular set of users we can
update<00:02:33.800><c> just</c><00:02:34.000><c> for</c><00:02:34.280><c> those</c><00:02:34.760><c> users</c><00:02:35.760><c> the</c>

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update just for those users the
 

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update just for those users the
information<00:02:36.519><c> we</c><00:02:36.760><c> have</c><00:02:37.360><c> and</c><00:02:37.560><c> update</c><00:02:37.959><c> our</c><00:02:38.200><c> key</c>

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information we have and update our key
 

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information we have and update our key
value<00:02:38.680><c> stores</c><00:02:39.080><c> or</c><00:02:39.239><c> whatever</c><00:02:39.800><c> to</c><00:02:40.040><c> use</c><00:02:40.560><c> at</c>

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value stores or whatever to use at
 

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value stores or whatever to use at
prediction<00:02:41.200><c> time</c><00:02:41.920><c> so</c><00:02:42.560><c> it</c><00:02:42.840><c> the</c><00:02:43.000><c> pipelines</c>

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prediction time so it the pipelines
 

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prediction time so it the pipelines
become<00:02:43.720><c> a</c><00:02:43.840><c> lot</c><00:02:44.120><c> smaller</c><00:02:44.599><c> in</c><00:02:44.760><c> some</c><00:02:45.000><c> ways</c>

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become a lot smaller in some ways
 

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become a lot smaller in some ways
because<00:02:46.640><c> they</c><00:02:46.800><c> only</c><00:02:47.040><c> need</c><00:02:47.200><c> to</c><00:02:47.440><c> process</c><00:02:47.800><c> the</c>

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because they only need to process the
 

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because they only need to process the
changes<00:02:48.800><c> and</c><00:02:48.879><c> that</c><00:02:49.040><c> makes</c><00:02:49.200><c> them</c><00:02:49.360><c> easier</c><00:02:49.640><c> to</c>

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changes and that makes them easier to
 

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changes and that makes them easier to
manage<00:02:50.560><c> and</c><00:02:50.720><c> easier</c><00:02:51.000><c> to</c><00:02:51.280><c> implement</c><00:02:52.280><c> uh</c><00:02:52.440><c> makes</c>

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manage and easier to implement uh makes
 

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manage and easier to implement uh makes
the<00:02:53.080><c> resources</c><00:02:54.080><c> you</c><00:02:54.159><c> know</c><00:02:54.280><c> in</c><00:02:54.400><c> terms</c><00:02:54.599><c> of</c><00:02:55.360><c> cloud</c>

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the resources you know in terms of cloud
 

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the resources you know in terms of cloud
compute<00:02:56.200><c> costs</c><00:02:56.560><c> and</c><00:02:56.720><c> stuff</c><00:02:57.040><c> easier</c><00:02:57.480><c> to</c>

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compute costs and stuff easier to
 

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compute costs and stuff easier to
predict<00:02:59.040><c> um</c><00:02:59.239><c> and</c><00:02:59.319><c> then</c><00:02:59.440><c> the</c><00:02:59.519><c> other</c><00:02:59.920><c> side</c><00:03:00.040><c> of</c>

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predict um and then the other side of
 

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predict um and then the other side of
that<00:03:00.319><c> is</c><00:03:00.519><c> is</c><00:03:00.640><c> you</c><00:03:00.760><c> know</c><00:03:00.879><c> we're</c><00:03:01.040><c> seeing</c><00:03:01.360><c> some</c><00:03:01.480><c> of</c>

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that is is you know we're seeing some of
 

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that is is you know we're seeing some of
that<00:03:02.360><c> incremental</c><00:03:03.159><c> computation</c><00:03:04.000><c> moving</c><00:03:04.440><c> from</c>

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that incremental computation moving from
 

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that incremental computation moving from
the<00:03:04.799><c> back</c><00:03:04.959><c> end</c><00:03:05.360><c> to</c><00:03:05.760><c> the</c><00:03:05.920><c> real</c><00:03:06.239><c> time</c><00:03:06.879><c> you</c><00:03:07.000><c> know</c>

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the back end to the real time you know
 

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the back end to the real time you know
so<00:03:07.920><c> one</c><00:03:08.040><c> of</c><00:03:08.159><c> the</c><00:03:08.280><c> other</c><00:03:08.480><c> industry</c><00:03:08.840><c> Trends</c><00:03:09.239><c> is</c>

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so one of the other industry Trends is
 

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so one of the other industry Trends is
you<00:03:10.120><c> know</c><00:03:10.280><c> this</c><00:03:10.400><c> was</c><00:03:10.519><c> kind</c><00:03:10.599><c> of</c><00:03:10.720><c> what</c><00:03:10.840><c> my</c><00:03:11.000><c> talk</c>

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you know this was kind of what my talk
 

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you know this was kind of what my talk
was<00:03:11.440><c> about</c><00:03:12.319><c> was</c><00:03:13.239><c> not</c><00:03:13.560><c> just</c><00:03:13.959><c> hey</c><00:03:14.120><c> let's</c>

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was about was not just hey let's
 

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was about was not just hey let's
pre-compute<00:03:15.720><c> all</c><00:03:15.879><c> of</c><00:03:16.000><c> this</c><00:03:16.200><c> information</c><00:03:16.640><c> we</c>

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pre-compute all of this information we
 

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pre-compute all of this information we
need<00:03:16.920><c> for</c><00:03:17.080><c> the</c><00:03:17.239><c> users</c><00:03:17.799><c> because</c><00:03:18.159><c> we</c><00:03:18.280><c> don't</c><00:03:18.440><c> want</c>

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need for the users because we don't want
 

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need for the users because we don't want
to<00:03:18.720><c> store</c><00:03:19.120><c> things</c><00:03:19.680><c> when</c><00:03:20.360><c> you</c><00:03:20.480><c> know</c><00:03:20.640><c> only</c><00:03:20.879><c> 1%</c><00:03:21.400><c> of</c>

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to store things when you know only 1% of
 

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to store things when you know only 1% of
our<00:03:21.680><c> users</c><00:03:21.959><c> are</c><00:03:22.239><c> active</c><00:03:22.519><c> users</c><00:03:22.879><c> or</c><00:03:23.080><c> something</c>

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our users are active users or something
 

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our users are active users or something
like<00:03:23.519><c> that</c><00:03:23.720><c> or</c><00:03:23.879><c> 10%</c><00:03:24.879><c> that's</c><00:03:25.159><c> costly</c><00:03:26.000><c> so</c>

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like that or 10% that's costly so
 

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like that or 10% that's costly so
instead<00:03:27.280><c> how</c><00:03:27.480><c> can</c><00:03:27.640><c> we</c><00:03:27.799><c> store</c><00:03:28.360><c> information</c>

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instead how can we store information
 

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instead how can we store information
such<00:03:29.840><c> as</c><00:03:30.080><c> say</c><00:03:31.040><c> you</c><00:03:31.200><c> know</c>

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such as say you know
 

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such as say you know
uh<00:03:33.680><c> the</c><00:03:33.760><c> American</c><00:03:34.159><c> Community</c><00:03:34.599><c> survey</c><00:03:35.080><c> data</c>

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uh the American Community survey data
 

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uh the American Community survey data
like<00:03:35.799><c> incomes</c><00:03:36.360><c> and</c><00:03:36.599><c> population</c><00:03:37.040><c> size</c><00:03:37.280><c> and</c>

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like incomes and population size and
 

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like incomes and population size and
stuff<00:03:37.560><c> like</c><00:03:37.640><c> that</c><00:03:37.799><c> for</c><00:03:37.920><c> zip</c><00:03:38.200><c> codes</c><00:03:39.080><c> that</c><00:03:39.200><c> can</c>

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stuff like that for zip codes that can
 

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stuff like that for zip codes that can
be<00:03:39.480><c> used</c><00:03:39.760><c> across</c><00:03:40.040><c> a</c><00:03:40.200><c> wide</c><00:03:40.439><c> range</c><00:03:40.680><c> of</c><00:03:40.920><c> objects</c>

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be used across a wide range of objects
 

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be used across a wide range of objects
so<00:03:42.080><c> it's</c><00:03:42.400><c> much</c><00:03:42.599><c> smaller</c><00:03:43.120><c> much</c><00:03:43.239><c> more</c><00:03:43.439><c> efficient</c>

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so it's much smaller much more efficient
 

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so it's much smaller much more efficient
to<00:03:44.200><c> to</c><00:03:44.400><c> store</c><00:03:45.400><c> but</c><00:03:45.560><c> then</c><00:03:45.920><c> when</c><00:03:46.040><c> you</c><00:03:46.200><c> do</c><00:03:46.400><c> the</c>

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to to store but then when you do the
 

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to to store but then when you do the
predictions<00:03:47.360><c> in</c><00:03:47.519><c> real</c><00:03:47.840><c> time</c><00:03:48.120><c> you</c><00:03:48.200><c> can</c><00:03:48.400><c> pull</c>

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predictions in real time you can pull
 

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predictions in real time you can pull
those<00:03:48.879><c> from</c><00:03:49.000><c> the</c><00:03:49.120><c> key</c><00:03:49.319><c> value</c><00:03:49.560><c> store</c><00:03:49.799><c> and</c><00:03:49.879><c> do</c>

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those from the key value store and do
 

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those from the key value store and do
your<00:03:50.159><c> join</c><00:03:50.840><c> online</c><00:03:51.840><c> and</c><00:03:52.040><c> so</c><00:03:52.519><c> you</c><00:03:52.720><c> basically</c>

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your join online and so you basically
 

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your join online and so you basically
just<00:03:53.239><c> put</c><00:03:53.439><c> everything</c><00:03:53.920><c> assemble</c><00:03:54.319><c> everything</c>

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just put everything assemble everything
 

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just put everything assemble everything
as<00:03:54.799><c> late</c><00:03:55.000><c> as</c><00:03:55.200><c> possible</c><00:03:55.480><c> in</c><00:03:55.599><c> the</c><00:03:55.840><c> process</c><00:03:56.560><c> to</c>

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as late as possible in the process to
 

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as late as possible in the process to
avoid<00:03:57.040><c> having</c><00:03:57.200><c> to</c><00:03:57.360><c> pre-compute</c><00:03:57.959><c> it</c><00:03:58.799><c> which</c>

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avoid having to pre-compute it which
 

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avoid having to pre-compute it which
again<00:03:59.200><c> reduces</c><00:03:59.840><c> cost</c><00:04:00.120><c> and</c><00:04:00.360><c> it</c><00:04:00.480><c> also</c><00:04:00.640><c> makes</c><00:04:00.799><c> you</c>

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again reduces cost and it also makes you
 

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again reduces cost and it also makes you
more<00:04:01.120><c> responsive</c><00:04:01.680><c> right</c><00:04:01.799><c> you</c><00:04:01.879><c> can</c><00:04:02.040><c> pull</c><00:04:02.200><c> the</c>

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more responsive right you can pull the
 

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more responsive right you can pull the
latest<00:04:02.760><c> data</c><00:04:03.760><c> and</c><00:04:04.159><c> and</c><00:04:04.400><c> so</c><00:04:05.040><c> you</c><00:04:05.159><c> can</c><00:04:05.360><c> make</c><00:04:05.519><c> sure</c>

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latest data and and so you can make sure
 

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latest data and and so you can make sure
that<00:04:06.040><c> you</c><00:04:06.159><c> know</c><00:04:06.360><c> if</c><00:04:06.480><c> you</c><00:04:06.640><c> have</c><00:04:06.840><c> new</c>

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that you know if you have new
 

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that you know if you have new
information<00:04:07.480><c> about</c><00:04:07.720><c> the</c><00:04:07.879><c> user</c><00:04:08.599><c> that</c><00:04:08.760><c> you</c>

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information about the user that you
 

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information about the user that you
incorporate<00:04:09.400><c> that</c><00:04:09.519><c> as</c><00:04:09.640><c> quickly</c><00:04:09.920><c> as</c>

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possible<00:04:17.239><c> in</c><00:04:17.320><c> terms</c><00:04:17.519><c> of</c><00:04:17.639><c> some</c><00:04:17.759><c> of</c><00:04:17.840><c> the</c><00:04:17.959><c> talks</c>

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possible in terms of some of the talks
 

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possible in terms of some of the talks
I'm<00:04:18.359><c> most</c><00:04:18.560><c> interested</c><00:04:18.880><c> in</c><00:04:19.079><c> there's</c><00:04:19.280><c> a</c><00:04:19.600><c> talk</c><00:04:19.880><c> by</c>

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I'm most interested in there's a talk by
 

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I'm most interested in there's a talk by
Quin<00:04:20.680><c> here</c><00:04:21.359><c> about</c><00:04:21.519><c> streaming</c><00:04:22.079><c> graph</c><00:04:23.000><c> so</c><00:04:23.240><c> I</c><00:04:23.320><c> had</c>

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Quin here about streaming graph so I had
 

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Quin here about streaming graph so I had
some<00:04:23.759><c> friends</c><00:04:24.080><c> who</c><00:04:24.320><c> tried</c><00:04:24.560><c> to</c><00:04:24.720><c> use</c><00:04:24.960><c> graph</c>

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some friends who tried to use graph
 

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some friends who tried to use graph
databases<00:04:25.759><c> in</c><00:04:25.919><c> genomics</c><00:04:26.440><c> and</c><00:04:26.560><c> it</c><00:04:26.680><c> didn't</c><00:04:26.919><c> work</c>

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databases in genomics and it didn't work
 

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databases in genomics and it didn't work
very<00:04:27.400><c> well</c><00:04:27.880><c> because</c><00:04:28.120><c> the</c><00:04:28.240><c> data</c><00:04:28.520><c> sizes</c><00:04:28.840><c> were</c>

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very well because the data sizes were
 

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very well because the data sizes were
just<00:04:29.360><c> m</c><00:04:29.680><c> massive</c><00:04:30.400><c> and</c><00:04:30.560><c> not</c><00:04:30.720><c> in</c><00:04:30.840><c> terms</c><00:04:31.039><c> of</c><00:04:31.280><c> like</c>

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just m massive and not in terms of like
 

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just m massive and not in terms of like
raw<00:04:31.919><c> gigabytes</c><00:04:32.440><c> per</c><00:04:32.600><c> se</c><00:04:32.840><c> but</c><00:04:32.960><c> just</c><00:04:33.080><c> a</c><00:04:33.280><c> number</c>

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raw gigabytes per se but just a number
 

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raw gigabytes per se but just a number
of<00:04:34.240><c> very</c><00:04:34.479><c> small</c><00:04:34.800><c> records</c><00:04:35.199><c> with</c><00:04:35.360><c> a</c><00:04:35.479><c> lot</c><00:04:35.600><c> of</c>

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of very small records with a lot of
 

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of very small records with a lot of
interconnections<00:04:37.400><c> and</c><00:04:37.639><c> so</c><00:04:38.120><c> I'm</c><00:04:38.320><c> very</c>

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interconnections and so I'm very
 

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interconnections and so I'm very
interested<00:04:39.160><c> in</c><00:04:39.400><c> how</c><00:04:39.759><c> Quin</c><00:04:40.759><c> as</c><00:04:40.880><c> a</c><00:04:41.039><c> streaming</c>

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interested in how Quin as a streaming
 

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interested in how Quin as a streaming
graph<00:04:42.080><c> engine</c><00:04:43.080><c> uh</c><00:04:43.240><c> allows</c><00:04:43.639><c> that</c><00:04:43.840><c> incremental</c>

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graph engine uh allows that incremental
 

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graph engine uh allows that incremental
comp<00:04:44.720><c> again</c><00:04:44.880><c> that</c><00:04:45.000><c> theme</c><00:04:45.199><c> of</c><00:04:45.320><c> incremental</c>

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comp again that theme of incremental
 

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comp again that theme of incremental
computation<00:04:46.360><c> allows</c><00:04:46.880><c> that</c><00:04:47.039><c> incremental</c>

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computation allows that incremental
 

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computation allows that incremental
computation<00:04:49.520><c> um</c><00:04:50.160><c> because</c><00:04:50.360><c> I</c><00:04:50.440><c> think</c><00:04:50.600><c> it</c><00:04:50.919><c> might</c>

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computation um because I think it might
 

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computation um because I think it might
make<00:04:51.240><c> it</c><00:04:51.360><c> more</c><00:04:51.560><c> feasible</c><00:04:52.240><c> instead</c><00:04:52.479><c> of</c><00:04:52.600><c> trying</c>

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make it more feasible instead of trying
 

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make it more feasible instead of trying
to<00:04:52.919><c> do</c><00:04:53.120><c> giant</c><00:04:53.400><c> batch</c><00:04:53.680><c> on</c><00:04:53.919><c> graph</c><00:04:54.880><c> um</c><00:04:55.039><c> I</c><00:04:55.120><c> was</c><00:04:55.280><c> also</c>

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to do giant batch on graph um I was also
 

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to do giant batch on graph um I was also
very<00:04:55.720><c> interested</c><00:04:56.280><c> in</c><00:04:56.880><c> the</c><00:04:57.080><c> talk</c><00:04:57.479><c> on</c>

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very interested in the talk on
 

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very interested in the talk on
converting<00:04:58.160><c> a</c><00:04:58.280><c> scallet</c><00:04:58.680><c> pipeline</c><00:04:59.039><c> to</c><00:04:59.199><c> rust</c><00:04:59.759><c> I</c>

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converting a scallet pipeline to rust I
 

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converting a scallet pipeline to rust I
don't<00:05:00.479><c> personally</c><00:05:00.880><c> use</c><00:05:01.080><c> rust</c><00:05:01.440><c> but</c><00:05:01.560><c> I</c><00:05:01.680><c> have</c>

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don't personally use rust but I have
 

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don't personally use rust but I have
some<00:05:02.720><c> uh</c><00:05:02.880><c> industry</c><00:05:03.720><c> folks</c><00:05:04.199><c> who</c><00:05:04.360><c> I</c><00:05:04.440><c> have</c>

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some uh industry folks who I have
 

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some uh industry folks who I have
connections<00:05:05.039><c> with</c><00:05:05.199><c> who</c><00:05:05.360><c> do</c><00:05:06.240><c> and</c><00:05:06.400><c> they're</c><00:05:06.680><c> just</c>

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connections with who do and they're just
 

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connections with who do and they're just
amazed<00:05:07.520><c> by</c><00:05:07.919><c> like</c><00:05:08.240><c> the</c><00:05:08.560><c> the</c><00:05:08.800><c> operational</c>

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amazed by like the the operational
 

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amazed by like the the operational
efficiency<00:05:10.240><c> of</c><00:05:10.400><c> Building</c><00:05:10.720><c> Systems</c><00:05:11.080><c> in</c><00:05:11.240><c> Rust</c>

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efficiency of Building Systems in Rust
 

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efficiency of Building Systems in Rust
and<00:05:12.039><c> so</c><00:05:12.199><c> I'm</c><00:05:12.400><c> kind</c><00:05:12.520><c> of</c><00:05:12.720><c> curious</c><00:05:13.160><c> as</c><00:05:13.320><c> to</c><00:05:14.320><c> sort</c><00:05:14.520><c> of</c>

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and so I'm kind of curious as to sort of
 

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and so I'm kind of curious as to sort of
going<00:05:15.000><c> forward</c><00:05:15.680><c> as</c><00:05:15.759><c> a</c><00:05:15.960><c> technology</c><00:05:16.560><c> we</c><00:05:16.680><c> know</c>

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going forward as a technology we know
 

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going forward as a technology we know
it's<00:05:17.240><c> great</c><00:05:18.240><c> uh</c>

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it's great uh
 

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it's great uh
how<00:05:20.560><c> well</c><00:05:20.880><c> will</c><00:05:21.240><c> programmers</c><00:05:22.039><c> and</c><00:05:22.199><c> teams</c><00:05:22.560><c> be</c>

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how well will programmers and teams be
 

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how well will programmers and teams be
able<00:05:22.919><c> to</c><00:05:23.120><c> adapt</c><00:05:23.400><c> to</c><00:05:23.520><c> it</c><00:05:23.639><c> it's</c><00:05:23.759><c> known</c><00:05:23.960><c> as</c><00:05:24.120><c> kind</c>

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able to adapt to it it's known as kind
 

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able to adapt to it it's known as kind
of<00:05:24.360><c> a</c><00:05:24.479><c> hard</c><00:05:25.080><c> language</c><00:05:26.080><c> um</c><00:05:26.600><c> and</c><00:05:26.680><c> so</c><00:05:26.880><c> I'm</c><00:05:27.000><c> kind</c><00:05:27.120><c> of</c>

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of a hard language um and so I'm kind of
 

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of a hard language um and so I'm kind of
curious<00:05:27.560><c> as</c><00:05:27.680><c> to</c><00:05:27.800><c> how</c><00:05:27.960><c> that's</c><00:05:28.120><c> going</c><00:05:28.199><c> to</c><00:05:28.360><c> play</c>

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curious as to how that's going to play
 

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curious as to how that's going to play
out

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so<00:05:35.000><c> my</c><00:05:35.199><c> favorite</c><00:05:35.600><c> conferences</c><00:05:36.160><c> tend</c><00:05:36.360><c> to</c><00:05:36.479><c> be</c>

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so my favorite conferences tend to be
 

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so my favorite conferences tend to be
conferences<00:05:37.319><c> that</c><00:05:37.520><c> i'</c><00:05:37.600><c> would</c><00:05:37.720><c> say</c><00:05:37.880><c> have</c><00:05:38.080><c> like</c>

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conferences that i' would say have like
 

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conferences that i' would say have like
two<00:05:38.360><c> or</c><00:05:38.520><c> 300</c><00:05:39.199><c> people</c><00:05:40.199><c> um</c><00:05:40.400><c> because</c><00:05:40.600><c> you</c><00:05:40.680><c> get</c><00:05:40.800><c> to</c>

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two or 300 people um because you get to
 

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two or 300 people um because you get to
actually<00:05:41.199><c> meet</c><00:05:41.479><c> people</c><00:05:41.720><c> and</c><00:05:41.880><c> talk</c><00:05:42.080><c> to</c><00:05:42.280><c> them</c>

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actually meet people and talk to them
 

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actually meet people and talk to them
and<00:05:42.680><c> you</c><00:05:42.759><c> don't</c><00:05:42.919><c> feel</c><00:05:43.120><c> lost</c><00:05:43.360><c> in</c><00:05:43.479><c> the</c><00:05:43.639><c> crowd</c><00:05:44.639><c> and</c>

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and you don't feel lost in the crowd and
 

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and you don't feel lost in the crowd and
scale<00:05:46.000><c> by</c><00:05:46.199><c> the</c><00:05:46.280><c> bay</c><00:05:47.280><c> despite</c><00:05:47.639><c> the</c><00:05:47.800><c> name</c><00:05:48.520><c> has</c>

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scale by the bay despite the name has
 

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scale by the bay despite the name has
the<00:05:48.919><c> appropriate</c><00:05:49.440><c> scale</c><00:05:50.400><c> of</c><00:05:50.720><c> attendees</c><00:05:51.560><c> and</c>

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the appropriate scale of attendees and
 

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the appropriate scale of attendees and
they're<00:05:52.039><c> all</c><00:05:52.400><c> practitioners</c><00:05:53.199><c> right</c><00:05:53.360><c> it's</c><00:05:53.600><c> not</c>

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they're all practitioners right it's not
 

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they're all practitioners right it's not
most<00:05:54.600><c> of</c><00:05:54.680><c> the</c><00:05:54.840><c> talks</c><00:05:55.199><c> here</c><00:05:55.600><c> are</c><00:05:55.840><c> not</c>

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most of the talks here are not
 

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most of the talks here are not
necessarily<00:05:56.639><c> a</c><00:05:56.800><c> companying</c><00:05:57.479><c> company</c><00:05:57.880><c> talking</c>

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necessarily a companying company talking
 

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necessarily a companying company talking
about<00:05:58.400><c> their</c><00:05:58.680><c> product</c><00:05:59.759><c> that's</c><00:06:00.400><c> an</c><00:06:00.600><c> engineer</c>

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about their product that's an engineer
 

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about their product that's an engineer
talking<00:06:01.479><c> about</c><00:06:01.680><c> a</c><00:06:01.919><c> problem</c><00:06:02.360><c> they</c><00:06:03.240><c> learn</c><00:06:03.919><c> they</c>

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talking about a problem they learn they
 

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talking about a problem they learn they
faced<00:06:05.039><c> and</c><00:06:05.280><c> how</c><00:06:05.440><c> they</c><00:06:05.600><c> solve</c><00:06:05.960><c> that</c><00:06:06.160><c> problem</c>

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faced and how they solve that problem
 

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faced and how they solve that problem
and<00:06:06.440><c> their</c><00:06:06.680><c> experiences</c><00:06:07.319><c> so</c><00:06:07.560><c> as</c><00:06:07.720><c> another</c>

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and their experiences so as another
 

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and their experiences so as another
engineer<00:06:08.479><c> I</c><00:06:08.560><c> can</c><00:06:08.720><c> take</c><00:06:08.919><c> that</c><00:06:09.039><c> and</c><00:06:09.240><c> use</c><00:06:09.639><c> that</c>

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engineer I can take that and use that
 

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engineer I can take that and use that
now<00:06:10.759><c> that</c><00:06:10.880><c> isn't</c><00:06:11.120><c> to</c><00:06:11.240><c> say</c><00:06:11.440><c> there</c><00:06:11.560><c> isn't</c><00:06:11.840><c> great</c>

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now that isn't to say there isn't great
 

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now that isn't to say there isn't great
representation<00:06:13.039><c> here</c><00:06:13.680><c> of</c><00:06:13.919><c> companies</c><00:06:14.280><c> and</c>

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representation here of companies and
 

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representation here of companies and
products<00:06:14.919><c> there</c><00:06:15.039><c> are</c><00:06:15.680><c> but</c><00:06:15.800><c> I</c><00:06:15.960><c> love</c><00:06:16.160><c> that</c>

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products there are but I love that
 

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products there are but I love that
they're<00:06:16.800><c> they're</c><00:06:17.199><c> talked</c><00:06:17.479><c> about</c><00:06:17.680><c> in</c><00:06:17.759><c> a</c><00:06:17.880><c> very</c>

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they're they're talked about in a very
 

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they're they're talked about in a very
practical<00:06:18.639><c> way</c><00:06:18.880><c> of</c><00:06:19.360><c> here's</c><00:06:20.120><c> as</c><00:06:20.240><c> an</c><00:06:20.400><c> engineer</c>

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practical way of here's as an engineer
 

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practical way of here's as an engineer
what<00:06:21.080><c> you</c><00:06:21.319><c> care</c><00:06:21.599><c> about</c><00:06:22.120><c> here's</c><00:06:22.360><c> how</c><00:06:22.479><c> it</c><00:06:22.599><c> can</c>

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what you care about here's how it can
 

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what you care about here's how it can
solve<00:06:23.000><c> your</c><00:06:23.479><c> problems</c><00:06:24.479><c> um</c><00:06:25.240><c> and</c><00:06:25.440><c> so</c><00:06:25.800><c> I</c><00:06:25.919><c> just</c>

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solve your problems um and so I just
 

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solve your problems um and so I just
really<00:06:26.280><c> enjoy</c><00:06:26.599><c> the</c><00:06:26.759><c> conversation</c><00:06:27.560><c> and</c>

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really enjoy the conversation and
 

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really enjoy the conversation and
meeting<00:06:28.680><c> I've</c><00:06:28.960><c> been</c><00:06:29.120><c> able</c><00:06:29.280><c> to</c><00:06:29.520><c> run</c><00:06:29.720><c> into</c>

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meeting I've been able to run into
 

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meeting I've been able to run into
people<00:06:30.280><c> that</c><00:06:30.400><c> I</c><00:06:30.520><c> worked</c><00:06:30.800><c> with</c><00:06:30.960><c> in</c>

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people that I worked with in
 

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people that I worked with in
Industry<00:06:32.919><c> you</c><00:06:33.039><c> know</c><00:06:33.240><c> four</c><00:06:33.440><c> or</c><00:06:33.639><c> five</c><00:06:33.840><c> years</c><00:06:34.080><c> ago</c>

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Industry you know four or five years ago
 

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Industry you know four or five years ago
uh<00:06:35.120><c> who</c><00:06:35.280><c> haven't</c><00:06:35.479><c> seen</c><00:06:35.720><c> in</c><00:06:35.880><c> four</c><00:06:36.039><c> or</c><00:06:36.240><c> five</c>

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uh who haven't seen in four or five
 

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uh who haven't seen in four or five
years<00:06:37.080><c> and</c><00:06:37.199><c> so</c><00:06:37.440><c> that's</c><00:06:37.639><c> really</c>

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cool