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hi<00:00:14.090><c> I'm</c><00:00:14.510><c> Roger</c><00:00:14.660><c> Schmo</c><00:00:14.870><c> paula</c><00:00:15.080><c> i'm</c><00:00:15.290><c> a</c><00:00:15.350><c> cofounder</c>

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hi I'm Roger Schmo paula i'm a cofounder
 

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hi I'm Roger Schmo paula i'm a cofounder
and<00:00:16.129><c> senior</c><00:00:16.490><c> director</c><00:00:16.789><c> of</c><00:00:16.820><c> engineering</c><00:00:16.970><c> at</c>

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and senior director of engineering at
 

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and senior director of engineering at
index<00:00:18.039><c> where</c><00:00:19.039><c> I</c><00:00:19.070><c> lead</c><00:00:19.310><c> the</c><00:00:19.460><c> catalog</c><00:00:19.789><c> and</c>

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index where I lead the catalog and
 

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index where I lead the catalog and
machine<00:00:20.450><c> learning</c><00:00:20.480><c> facility</c><00:00:27.670><c> yeah</c><00:00:28.670><c> one</c><00:00:28.820><c> of</c>

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machine learning facility yeah one of
 

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machine learning facility yeah one of
the<00:00:29.000><c> recent</c><00:00:29.330><c> ones</c><00:00:29.390><c> and</c><00:00:29.990><c> that</c><00:00:30.529><c> corresponds</c><00:00:30.949><c> to</c>

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the recent ones and that corresponds to
 

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the recent ones and that corresponds to
the<00:00:31.100><c> talk</c><00:00:31.250><c> that</c><00:00:31.430><c> I'm</c><00:00:31.580><c> given</c><00:00:31.850><c> is</c><00:00:31.970><c> about</c><00:00:32.210><c> you</c>

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the talk that I'm given is about you
 

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the talk that I'm given is about you
know<00:00:32.509><c> how</c><00:00:32.629><c> do</c><00:00:32.689><c> you</c><00:00:32.750><c> solve</c><00:00:32.930><c> the</c><00:00:33.050><c> last</c><00:00:33.199><c> mile</c>

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know how do you solve the last mile
 

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know how do you solve the last mile
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problem in machine land that is you know
 

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problem in machine land that is you know
how<00:00:35.449><c> do</c><00:00:35.510><c> you</c><00:00:35.539><c> take</c><00:00:35.859><c> machine</c><00:00:36.859><c> learning</c><00:00:37.039><c> model</c>

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how do you take machine learning model
 

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how do you take machine learning model
is<00:00:37.280><c> reproduction</c><00:00:38.050><c> and</c><00:00:39.050><c> you</c><00:00:39.499><c> know</c><00:00:39.589><c> we</c><00:00:39.710><c> made</c>

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is reproduction and you know we made
 

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is reproduction and you know we made
some<00:00:39.920><c> good</c><00:00:40.879><c> progress</c><00:00:41.030><c> in</c><00:00:41.359><c> the</c><00:00:41.420><c> last</c><00:00:41.539><c> you</c><00:00:42.019><c> know</c>

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some good progress in the last you know
 

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some good progress in the last you know
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a few years in tracking that but I think
 

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a few years in tracking that but I think
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that is there still a long way to go
 

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that is there still a long way to go
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before it becomes completely self-serve
 

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before it becomes completely self-serve
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a scientist can take models that they
 

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a scientist can take models that they
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build and you know take them to
 

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build and you know take them to
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one big issue has been you know
 

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one big issue has been you know
monitoring<00:01:04.190><c> you</c><00:01:05.000><c> know</c><00:01:05.089><c> think</c><00:01:05.390><c> of</c><00:01:05.479><c> it</c><00:01:05.659><c> as</c><00:01:05.840><c> a</c><00:01:05.869><c> you</c>

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monitoring you know think of it as a you
 

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monitoring you know think of it as a you
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know you when you're dealing with scale
 

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know you when you're dealing with scale
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and if we don't don't have any metrics
 

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and if we don't don't have any metrics
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for example or monitoring you are
 

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for example or monitoring you are
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actually flying I mean you're flying you
 

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actually flying I mean you're flying you
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know airplane without any without the
 

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know airplane without any without the
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dashboard so that's you know so one of
 

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dashboard so that's you know so one of
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the important things we do is you know
 

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the important things we do is you know
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make sure that we have enough dashboards
 

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make sure that we have enough dashboards
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which have our metrics and the business
 

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which have our metrics and the business
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metrics that we care about so that we
 

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metrics that we care about so that we
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yeah<00:01:37.119><c> I</c><00:01:37.149><c> think</c><00:01:37.630><c> something</c><00:01:38.229><c> you</c><00:01:38.560><c> know</c><00:01:38.649><c> that</c>

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yeah I think something you know that
 

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yeah I think something you know that
that<00:01:39.100><c> will</c><00:01:39.310><c> happen</c><00:01:39.609><c> a</c><00:01:39.700><c> lot</c><00:01:39.819><c> in</c><00:01:39.969><c> the</c><00:01:40.060><c> future</c><00:01:40.329><c> is</c>

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that will happen a lot in the future is
 

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that will happen a lot in the future is
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you know everybody will be using machine
 

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you know everybody will be using machine
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learning and AI which means that you
 

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learning and AI which means that you
know<00:01:44.409><c> people</c><00:01:44.710><c> will</c><00:01:44.829><c> be</c><00:01:45.210><c> you</c><00:01:46.210><c> know</c><00:01:46.329><c> pushing</c>

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know people will be you know pushing
 

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know people will be you know pushing
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models at scale you know training models
 

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models at scale you know training models
at<00:01:50.020><c> scale</c><00:01:50.259><c> so</c><00:01:51.069><c> you</c><00:01:51.100><c> know</c><00:01:51.399><c> what</c><00:01:51.549><c> is</c><00:01:51.670><c> the</c>

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at scale so you know what is the
 

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at scale so you know what is the
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supporting infrastructure for this you
 

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supporting infrastructure for this you
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know where you are able to train models
 

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know where you are able to train models
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you know within within probably minutes
 

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you know within within probably minutes
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instead of you know days or hours and
 

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instead of you know days or hours and
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how do you push them both production you
 

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how do you push them both production you
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know within let's say again minutes and
 

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know within let's say again minutes and
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hours instead of days so I've built
 

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hours instead of days so I've built
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distributed systems in the past and you
 

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distributed systems in the past and you
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know one of the you know biggest
 

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know one of the you know biggest
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benefits of function programming is
 

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benefits of function programming is
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immutability you know in in a world
 

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immutability you know in in a world
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where you know multi-threading is given
 

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where you know multi-threading is given
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the fact that you know function
 

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the fact that you know function
programming<00:02:26.739><c> takes</c><00:02:27.129><c> care</c><00:02:27.250><c> of</c><00:02:27.280><c> these</c><00:02:27.489><c> things</c>

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programming takes care of these things
 

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programming takes care of these things
is<00:02:29.420><c> a</c><00:02:29.570><c> big</c><00:02:29.750><c> relief</c><00:02:29.990><c> for</c><00:02:30.020><c> you</c><00:02:30.260><c> you</c><00:02:30.830><c> don't</c><00:02:31.010><c> have</c>

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is a big relief for you you don't have
 

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is a big relief for you you don't have
to<00:02:31.250><c> you</c><00:02:31.370><c> know</c><00:02:31.660><c> no</c><00:02:32.660><c> reason</c><00:02:32.810><c> out</c><00:02:33.730><c> nasty</c><00:02:34.870><c> nasty</c>

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to you know no reason out nasty nasty
 

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to you know no reason out nasty nasty
bugs<00:02:36.170><c> that</c><00:02:36.380><c> would</c><00:02:37.370><c> actually</c><00:02:37.700><c> happen</c><00:02:38.420><c> you</c><00:02:39.290><c> know</c>

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bugs that would actually happen you know
 

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bugs that would actually happen you know
if<00:02:39.470><c> you</c><00:02:39.800><c> use</c><00:02:39.920><c> code</c><00:02:40.160><c> that's</c><00:02:40.340><c> mutable</c><00:02:47.380><c> yeah</c><00:02:48.380><c> so</c>

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if you use code that's mutable yeah so
 

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if you use code that's mutable yeah so
the<00:02:49.130><c> context</c><00:02:49.550><c> is</c><00:02:49.610><c> you</c><00:02:49.760><c> know</c><00:02:49.850><c> I</c><00:02:50.800><c> you</c><00:02:51.800><c> know</c><00:02:51.920><c> come</c>

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the context is you know I you know come
 

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the context is you know I you know come
I've<00:02:52.340><c> come</c><00:02:52.490><c> all</c><00:02:52.580><c> the</c><00:02:52.730><c> way</c><00:02:52.760><c> from</c><00:02:53.050><c> India</c><00:02:54.050><c> here</c><00:02:54.550><c> so</c>

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I've come all the way from India here so
 

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I've come all the way from India here so
I<00:02:55.580><c> find</c><00:02:56.270><c> you</c><00:02:56.510><c> know</c><00:02:56.570><c> this</c><00:02:56.720><c> is</c><00:02:56.810><c> the</c><00:02:57.110><c> best</c>

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I find you know this is the best
 

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I find you know this is the best
conference<00:02:57.680><c> you</c><00:02:58.490><c> know</c><00:02:58.580><c> that</c><00:02:58.700><c> I've</c><00:02:58.820><c> attended</c>

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conference you know that I've attended
 

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conference you know that I've attended
this<00:03:00.170><c> is</c><00:03:00.260><c> my</c><00:03:00.350><c> second</c><00:03:00.650><c> time</c><00:03:00.740><c> I</c><00:03:00.950><c> find</c><00:03:01.850><c> the</c><00:03:02.150><c> whole</c>

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this is my second time I find the whole
 

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this is my second time I find the whole
community<00:03:02.690><c> very</c><00:03:02.810><c> welcoming</c>

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community very welcoming
 

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community very welcoming
you<00:03:03.440><c> know</c><00:03:03.560><c> I</c><00:03:04.190><c> value</c><00:03:04.760><c> the</c><00:03:05.030><c> discussions</c><00:03:05.450><c> that</c><00:03:05.540><c> I</c>

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you know I value the discussions that I
 

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you know I value the discussions that I
have<00:03:05.780><c> with</c><00:03:05.930><c> people</c><00:03:06.200><c> and</c><00:03:06.320><c> I</c><00:03:06.620><c> make</c><00:03:07.160><c> friends</c>

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have with people and I make friends
 

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have with people and I make friends
every<00:03:07.760><c> year</c><00:03:07.910><c> and</c><00:03:08.660><c> you</c><00:03:08.900><c> know</c><00:03:08.990><c> this</c><00:03:09.110><c> year</c><00:03:09.260><c> is</c><00:03:09.350><c> not</c>

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every year and you know this year is not
 

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every year and you know this year is not
different<00:03:09.890><c> and</c><00:03:10.040><c> I'm</c><00:03:10.190><c> sure</c><00:03:10.700><c> I</c><00:03:10.760><c> will</c><00:03:10.850><c> come</c><00:03:11.060><c> back</c>

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different and I'm sure I will come back
 

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different and I'm sure I will come back
again<00:03:11.450><c> next</c><00:03:11.570><c> year</c>