WEBVTT
Kind: captions
Language: en

00:00:07.530 --> 00:00:11.830 align:start position:0%
 
[Music]

00:00:11.830 --> 00:00:11.840 align:start position:0%
 
 

00:00:11.840 --> 00:00:14.900 align:start position:0%
 
my<00:00:12.840><c> name</c><00:00:13.019><c> is</c><00:00:13.139><c> Evie</c><00:00:13.469><c> um</c><00:00:13.559><c> Kim</c><00:00:13.830><c> I'm</c><00:00:14.070><c> leave</c><00:00:14.519><c> machine</c>

00:00:14.900 --> 00:00:14.910 align:start position:0%
my name is Evie um Kim I'm leave machine
 

00:00:14.910 --> 00:00:24.730 align:start position:0%
my name is Evie um Kim I'm leave machine
learning<00:00:15.150><c> engineer</c><00:00:15.540><c> at</c><00:00:15.690><c> Matt</c><00:00:15.900><c> Oberg</c><00:00:22.760><c> so</c><00:00:23.760><c> the</c>

00:00:24.730 --> 00:00:24.740 align:start position:0%
learning engineer at Matt Oberg so the
 

00:00:24.740 --> 00:00:27.410 align:start position:0%
learning engineer at Matt Oberg so the
interaction<00:00:25.740><c> was</c><00:00:25.859><c> really</c><00:00:26.220><c> good</c><00:00:26.400><c> so</c><00:00:27.029><c> I've</c><00:00:27.180><c> been</c>

00:00:27.410 --> 00:00:27.420 align:start position:0%
interaction was really good so I've been
 

00:00:27.420 --> 00:00:31.429 align:start position:0%
interaction was really good so I've been
to<00:00:27.660><c> some</c><00:00:28.050><c> other</c><00:00:28.230><c> talks</c><00:00:28.619><c> as</c><00:00:29.039><c> well</c><00:00:29.250><c> but</c><00:00:30.439><c> the</c>

00:00:31.429 --> 00:00:31.439 align:start position:0%
to some other talks as well but the
 

00:00:31.439 --> 00:00:33.650 align:start position:0%
to some other talks as well but the
people's<00:00:31.920><c> willingness</c><00:00:32.160><c> to</c><00:00:32.790><c> like</c><00:00:33.059><c> know</c><00:00:33.270><c> about</c>

00:00:33.650 --> 00:00:33.660 align:start position:0%
people's willingness to like know about
 

00:00:33.660 --> 00:00:36.380 align:start position:0%
people's willingness to like know about
what<00:00:34.590><c> I'm</c><00:00:34.860><c> talking</c><00:00:35.309><c> about</c><00:00:35.370><c> that</c><00:00:35.940><c> that</c>

00:00:36.380 --> 00:00:36.390 align:start position:0%
what I'm talking about that that
 

00:00:36.390 --> 00:00:39.260 align:start position:0%
what I'm talking about that that
enthusiasm<00:00:36.960><c> was</c><00:00:37.320><c> like</c><00:00:37.530><c> much</c><00:00:38.280><c> higher</c><00:00:38.760><c> than</c><00:00:39.149><c> the</c>

00:00:39.260 --> 00:00:39.270 align:start position:0%
enthusiasm was like much higher than the
 

00:00:39.270 --> 00:00:41.360 align:start position:0%
enthusiasm was like much higher than the
average<00:00:39.300><c> I</c><00:00:39.719><c> would</c><00:00:39.870><c> have</c><00:00:40.050><c> expected</c><00:00:40.500><c> I</c><00:00:41.100><c> got</c><00:00:41.340><c> a</c>

00:00:41.360 --> 00:00:41.370 align:start position:0%
average I would have expected I got a
 

00:00:41.370 --> 00:00:43.459 align:start position:0%
average I would have expected I got a
lot<00:00:41.520><c> of</c><00:00:41.550><c> questions</c><00:00:42.120><c> and</c><00:00:42.420><c> a</c><00:00:42.600><c> lot</c><00:00:42.629><c> of</c><00:00:43.110><c> follow-up</c>

00:00:43.459 --> 00:00:43.469 align:start position:0%
lot of questions and a lot of follow-up
 

00:00:43.469 --> 00:00:46.279 align:start position:0%
lot of questions and a lot of follow-up
questions<00:00:44.040><c> after</c><00:00:44.460><c> like</c><00:00:44.910><c> my</c><00:00:45.390><c> tough</c><00:00:45.660><c> so</c><00:00:45.930><c> I</c><00:00:45.989><c> had</c>

00:00:46.279 --> 00:00:46.289 align:start position:0%
questions after like my tough so I had
 

00:00:46.289 --> 00:00:47.690 align:start position:0%
questions after like my tough so I had
hard<00:00:46.649><c> time</c><00:00:46.829><c> coming</c><00:00:47.129><c> back</c><00:00:47.280><c> up</c><00:00:47.430><c> here</c><00:00:47.460><c> because</c>

00:00:47.690 --> 00:00:47.700 align:start position:0%
hard time coming back up here because
 

00:00:47.700 --> 00:00:49.760 align:start position:0%
hard time coming back up here because
there<00:00:48.000><c> many</c><00:00:48.660><c> people</c><00:00:48.960><c> like</c><00:00:49.110><c> asking</c><00:00:49.440><c> customs</c>

00:00:49.760 --> 00:00:49.770 align:start position:0%
there many people like asking customs
 

00:00:49.770 --> 00:00:51.770 align:start position:0%
there many people like asking customs
and<00:00:49.890><c> stuff</c><00:00:49.980><c> so</c><00:00:50.340><c> I</c><00:00:50.550><c> like</c><00:00:51.090><c> that</c><00:00:51.300><c> level</c><00:00:51.719><c> of</c>

00:00:51.770 --> 00:00:51.780 align:start position:0%
and stuff so I like that level of
 

00:00:51.780 --> 00:00:58.549 align:start position:0%
and stuff so I like that level of
enthusiasm<00:00:56.719><c> data</c><00:00:57.719><c> is</c><00:00:57.870><c> so</c><00:00:58.050><c> cool</c><00:00:58.289><c> and</c><00:00:58.410><c> exciting</c>

00:00:58.549 --> 00:00:58.559 align:start position:0%
enthusiasm data is so cool and exciting
 

00:00:58.559 --> 00:01:01.010 align:start position:0%
enthusiasm data is so cool and exciting
because<00:00:59.010><c> the</c><00:00:59.789><c> fact</c><00:01:00.059><c> that</c><00:01:00.210><c> we</c><00:01:00.480><c> are</c><00:01:00.510><c> using</c><00:01:00.780><c> the</c>

00:01:01.010 --> 00:01:01.020 align:start position:0%
because the fact that we are using the
 

00:01:01.020 --> 00:01:03.439 align:start position:0%
because the fact that we are using the
data<00:01:01.260><c> and</c><00:01:01.590><c> trying</c><00:01:02.070><c> to</c><00:01:02.340><c> coming</c><00:01:02.760><c> up</c><00:01:02.940><c> with</c><00:01:03.149><c> the</c>

00:01:03.439 --> 00:01:03.449 align:start position:0%
data and trying to coming up with the
 

00:01:03.449 --> 00:01:06.620 align:start position:0%
data and trying to coming up with the
better<00:01:04.229><c> future</c><00:01:04.739><c> is</c><00:01:04.769><c> like</c><00:01:05.309><c> not</c><00:01:05.549><c> polluting</c><00:01:06.299><c> it</c>

00:01:06.620 --> 00:01:06.630 align:start position:0%
better future is like not polluting it
 

00:01:06.630 --> 00:01:08.620 align:start position:0%
better future is like not polluting it
has<00:01:06.869><c> been</c><00:01:07.080><c> like</c><00:01:07.350><c> that</c><00:01:07.590><c> for</c><00:01:07.890><c> like</c><00:01:08.100><c> centuries</c>

00:01:08.620 --> 00:01:08.630 align:start position:0%
has been like that for like centuries
 

00:01:08.630 --> 00:01:12.050 align:start position:0%
has been like that for like centuries
maybe<00:01:09.650><c> like</c><00:01:10.650><c> even</c><00:01:11.100><c> from</c><00:01:11.460><c> the</c><00:01:11.580><c> origin</c><00:01:11.850><c> of</c>

00:01:12.050 --> 00:01:12.060 align:start position:0%
maybe like even from the origin of
 

00:01:12.060 --> 00:01:13.789 align:start position:0%
maybe like even from the origin of
species<00:01:12.570><c> that</c><00:01:12.600><c> has</c><00:01:13.020><c> been</c><00:01:13.200><c> the</c><00:01:13.320><c> case</c><00:01:13.350><c> because</c>

00:01:13.789 --> 00:01:13.799 align:start position:0%
species that has been the case because
 

00:01:13.799 --> 00:01:15.200 align:start position:0%
species that has been the case because
we<00:01:13.979><c> learned</c><00:01:14.220><c> for</c><00:01:14.430><c> something</c><00:01:14.700><c> from</c><00:01:14.880><c> the</c><00:01:15.090><c> our</c>

00:01:15.200 --> 00:01:15.210 align:start position:0%
we learned for something from the our
 

00:01:15.210 --> 00:01:17.480 align:start position:0%
we learned for something from the our
past<00:01:15.509><c> history</c><00:01:16.110><c> and</c><00:01:16.619><c> trying</c><00:01:16.860><c> to</c><00:01:16.979><c> apply</c><00:01:17.100><c> to</c><00:01:17.220><c> the</c>

00:01:17.480 --> 00:01:17.490 align:start position:0%
past history and trying to apply to the
 

00:01:17.490 --> 00:01:19.850 align:start position:0%
past history and trying to apply to the
features<00:01:17.729><c> that</c><00:01:17.909><c> that's</c><00:01:18.360><c> the</c><00:01:19.140><c> natural</c><00:01:19.380><c> thing</c>

00:01:19.850 --> 00:01:19.860 align:start position:0%
features that that's the natural thing
 

00:01:19.860 --> 00:01:24.289 align:start position:0%
features that that's the natural thing
but<00:01:20.400><c> it</c><00:01:21.030><c> can</c><00:01:21.780><c> be</c><00:01:21.990><c> done</c><00:01:22.259><c> in</c><00:01:22.530><c> much</c><00:01:22.890><c> better</c><00:01:23.310><c> faster</c>

00:01:24.289 --> 00:01:24.299 align:start position:0%
but it can be done in much better faster
 

00:01:24.299 --> 00:01:27.890 align:start position:0%
but it can be done in much better faster
scalable<00:01:25.170><c> way</c><00:01:25.439><c> these</c><00:01:26.159><c> days</c><00:01:26.659><c> thanks</c><00:01:27.659><c> to</c><00:01:27.869><c> all</c>

00:01:27.890 --> 00:01:27.900 align:start position:0%
scalable way these days thanks to all
 

00:01:27.900 --> 00:01:29.960 align:start position:0%
scalable way these days thanks to all
the<00:01:28.439><c> devices</c><00:01:28.770><c> we</c><00:01:29.070><c> have</c><00:01:29.189><c> you</c><00:01:29.310><c> can</c><00:01:29.460><c> collect</c><00:01:29.640><c> more</c>

00:01:29.960 --> 00:01:29.970 align:start position:0%
the devices we have you can collect more
 

00:01:29.970 --> 00:01:31.819 align:start position:0%
the devices we have you can collect more
data<00:01:30.030><c> we</c><00:01:30.479><c> can</c><00:01:30.600><c> have</c><00:01:30.840><c> better</c><00:01:31.079><c> understanding</c>

00:01:31.819 --> 00:01:31.829 align:start position:0%
data we can have better understanding
 

00:01:31.829 --> 00:01:34.700 align:start position:0%
data we can have better understanding
and<00:01:31.979><c> we</c><00:01:32.189><c> can</c><00:01:32.400><c> apply</c><00:01:33.150><c> it</c><00:01:33.299><c> for</c><00:01:33.630><c> the</c><00:01:33.900><c> creating</c><00:01:34.590><c> the</c>

00:01:34.700 --> 00:01:34.710 align:start position:0%
and we can apply it for the creating the
 

00:01:34.710 --> 00:01:36.859 align:start position:0%
and we can apply it for the creating the
better<00:01:34.860><c> future</c><00:01:35.280><c> in</c><00:01:35.430><c> much</c><00:01:35.759><c> massive</c><00:01:36.299><c> scale</c><00:01:36.630><c> with</c>

00:01:36.859 --> 00:01:36.869 align:start position:0%
better future in much massive scale with
 

00:01:36.869 --> 00:01:39.560 align:start position:0%
better future in much massive scale with
better<00:01:37.140><c> accuracy</c><00:01:37.500><c> so</c><00:01:38.030><c> things</c><00:01:39.030><c> that</c><00:01:39.119><c> we</c><00:01:39.390><c> have</c>

00:01:39.560 --> 00:01:39.570 align:start position:0%
better accuracy so things that we have
 

00:01:39.570 --> 00:01:42.289 align:start position:0%
better accuracy so things that we have
been<00:01:39.750><c> doing</c><00:01:40.380><c> so</c><00:01:40.650><c> far</c><00:01:40.920><c> can</c><00:01:41.549><c> be</c><00:01:41.700><c> done</c><00:01:41.939><c> in</c><00:01:42.090><c> much</c>

00:01:42.289 --> 00:01:42.299 align:start position:0%
been doing so far can be done in much
 

00:01:42.299 --> 00:01:43.969 align:start position:0%
been doing so far can be done in much
better<00:01:42.540><c> ways</c><00:01:42.899><c> that</c><00:01:43.259><c> to</c><00:01:43.530><c> accept</c><00:01:43.829><c> what's</c>

00:01:43.969 --> 00:01:43.979 align:start position:0%
better ways that to accept what's
 

00:01:43.979 --> 00:01:45.420 align:start position:0%
better ways that to accept what's
exciting<00:01:44.280><c> about</c><00:01:44.490><c> data</c>

00:01:45.420 --> 00:01:45.430 align:start position:0%
exciting about data
 

00:01:45.430 --> 00:01:50.690 align:start position:0%
exciting about data
[Music]

00:01:50.690 --> 00:01:50.700 align:start position:0%
 
 

00:01:50.700 --> 00:01:53.990 align:start position:0%
 
[Music]

00:01:53.990 --> 00:01:54.000 align:start position:0%
 
 

00:01:54.000 --> 00:01:58.830 align:start position:0%
 
so<00:01:55.170><c> the</c><00:01:56.170><c> part</c><00:01:56.950><c> that</c><00:01:57.130><c> I</c><00:01:57.220><c> wanted</c><00:01:57.610><c> the</c><00:01:58.329><c> part</c><00:01:58.689><c> that</c>

00:01:58.830 --> 00:01:58.840 align:start position:0%
so the part that I wanted the part that
 

00:01:58.840 --> 00:02:00.840 align:start position:0%
so the part that I wanted the part that
I<00:01:58.930><c> want</c><00:01:59.140><c> to</c><00:01:59.259><c> emphasize</c><00:01:59.740><c> from</c><00:02:00.009><c> my</c><00:02:00.159><c> talk</c><00:02:00.430><c> is</c><00:02:00.460><c> that</c>

00:02:00.840 --> 00:02:00.850 align:start position:0%
I want to emphasize from my talk is that
 

00:02:00.850 --> 00:02:03.899 align:start position:0%
I want to emphasize from my talk is that
so<00:02:01.270><c> there</c><00:02:01.509><c> are</c><00:02:01.540><c> a</c><00:02:01.659><c> lot</c><00:02:01.869><c> of</c><00:02:01.899><c> talks</c><00:02:02.439><c> about</c><00:02:03.070><c> the</c>

00:02:03.899 --> 00:02:03.909 align:start position:0%
so there are a lot of talks about the
 

00:02:03.909 --> 00:02:05.580 align:start position:0%
so there are a lot of talks about the
machine<00:02:04.330><c> learning</c><00:02:04.780><c> about</c><00:02:05.110><c> deep</c><00:02:05.380><c> learning</c>

00:02:05.580 --> 00:02:05.590 align:start position:0%
machine learning about deep learning
 

00:02:05.590 --> 00:02:08.430 align:start position:0%
machine learning about deep learning
about<00:02:05.979><c> the</c><00:02:06.159><c> data</c><00:02:06.340><c> infrastructure</c><00:02:06.670><c> and</c><00:02:07.570><c> what's</c>

00:02:08.430 --> 00:02:08.440 align:start position:0%
about the data infrastructure and what's
 

00:02:08.440 --> 00:02:10.740 align:start position:0%
about the data infrastructure and what's
the<00:02:08.830><c> like</c><00:02:09.340><c> better</c><00:02:09.670><c> usage</c><00:02:10.119><c> of</c><00:02:10.209><c> it</c><00:02:10.360><c> and</c><00:02:10.509><c> stuff</c>

00:02:10.740 --> 00:02:10.750 align:start position:0%
the like better usage of it and stuff
 

00:02:10.750 --> 00:02:15.180 align:start position:0%
the like better usage of it and stuff
but<00:02:11.489><c> how</c><00:02:12.489><c> to</c><00:02:13.260><c> actually</c><00:02:14.260><c> using</c><00:02:14.739><c> this</c><00:02:14.860><c> kind</c><00:02:15.069><c> of</c>

00:02:15.180 --> 00:02:15.190 align:start position:0%
but how to actually using this kind of
 

00:02:15.190 --> 00:02:16.680 align:start position:0%
but how to actually using this kind of
machine<00:02:15.489><c> learning</c><00:02:15.519><c> solutions</c><00:02:16.450><c> on</c><00:02:16.630><c> the</c>

00:02:16.680 --> 00:02:16.690 align:start position:0%
machine learning solutions on the
 

00:02:16.690 --> 00:02:19.530 align:start position:0%
machine learning solutions on the
rearward<00:02:17.440><c> problem</c><00:02:17.950><c> that</c><00:02:18.640><c> connection</c><00:02:19.330><c> seems</c>

00:02:19.530 --> 00:02:19.540 align:start position:0%
rearward problem that connection seems
 

00:02:19.540 --> 00:02:23.009 align:start position:0%
rearward problem that connection seems
to<00:02:19.810><c> be</c><00:02:19.900><c> less</c><00:02:21.000><c> slightly</c><00:02:22.000><c> loose</c><00:02:22.269><c> connect</c>

00:02:23.009 --> 00:02:23.019 align:start position:0%
to be less slightly loose connect
 

00:02:23.019 --> 00:02:25.350 align:start position:0%
to be less slightly loose connect
compared<00:02:23.349><c> to</c><00:02:23.440><c> the</c><00:02:23.530><c> other</c><00:02:23.680><c> ones</c><00:02:23.800><c> so</c><00:02:24.670><c> I</c><00:02:24.700><c> wanted</c>

00:02:25.350 --> 00:02:25.360 align:start position:0%
compared to the other ones so I wanted
 

00:02:25.360 --> 00:02:27.180 align:start position:0%
compared to the other ones so I wanted
to<00:02:25.420><c> give</c><00:02:25.600><c> a</c><00:02:25.750><c> talk</c><00:02:25.989><c> about</c><00:02:26.260><c> that</c><00:02:26.500><c> in</c><00:02:26.709><c> a</c><00:02:26.799><c> way</c><00:02:26.950><c> that</c>

00:02:27.180 --> 00:02:27.190 align:start position:0%
to give a talk about that in a way that
 

00:02:27.190 --> 00:02:30.390 align:start position:0%
to give a talk about that in a way that
I<00:02:27.400><c> had</c><00:02:27.910><c> this</c><00:02:28.030><c> problem</c><00:02:28.360><c> i</c><00:02:28.780><c> turned</c><00:02:29.170><c> it</c><00:02:29.380><c> into</c><00:02:29.650><c> the</c>

00:02:30.390 --> 00:02:30.400 align:start position:0%
I had this problem i turned it into the
 

00:02:30.400 --> 00:02:32.940 align:start position:0%
I had this problem i turned it into the
machine<00:02:30.730><c> learning</c><00:02:30.970><c> problem</c><00:02:31.420><c> by</c><00:02:31.600><c> dice</c><00:02:32.290><c> slice</c>

00:02:32.940 --> 00:02:32.950 align:start position:0%
machine learning problem by dice slice
 

00:02:32.950 --> 00:02:34.800 align:start position:0%
machine learning problem by dice slice
and<00:02:33.160><c> dice</c><00:02:33.310><c> it</c><00:02:33.340><c> and</c><00:02:33.549><c> applied</c><00:02:34.150><c> like</c><00:02:34.390><c> disqus</c>

00:02:34.800 --> 00:02:34.810 align:start position:0%
and dice it and applied like disqus
 

00:02:34.810 --> 00:02:37.770 align:start position:0%
and dice it and applied like disqus
inside<00:02:35.170><c> for</c><00:02:35.470><c> it</c><00:02:35.590><c> so</c><00:02:35.860><c> that's</c><00:02:36.340><c> my</c><00:02:37.150><c> intention</c><00:02:37.480><c> of</c>

00:02:37.770 --> 00:02:37.780 align:start position:0%
inside for it so that's my intention of
 

00:02:37.780 --> 00:02:40.289 align:start position:0%
inside for it so that's my intention of
the<00:02:37.900><c> top</c><00:02:38.140><c> and</c><00:02:38.319><c> whomever</c><00:02:39.160><c> interested</c><00:02:39.880><c> in</c><00:02:40.000><c> like</c>

00:02:40.289 --> 00:02:40.299 align:start position:0%
the top and whomever interested in like
 

00:02:40.299 --> 00:02:42.600 align:start position:0%
the top and whomever interested in like
how<00:02:40.510><c> to</c><00:02:40.569><c> solve</c><00:02:40.989><c> the</c><00:02:41.140><c> problem</c><00:02:41.590><c> using</c><00:02:42.190><c> machine</c>

00:02:42.600 --> 00:02:42.610 align:start position:0%
how to solve the problem using machine
 

00:02:42.610 --> 00:02:48.930 align:start position:0%
how to solve the problem using machine
learning<00:02:42.640><c> can</c><00:02:43.600><c> get</c><00:02:44.170><c> benefit</c><00:02:44.590><c> from</c><00:02:44.769><c> it</c><00:02:44.950><c> I</c><00:02:45.100><c> think</c>

00:02:48.930 --> 00:02:48.940 align:start position:0%
 
 

00:02:48.940 --> 00:02:52.200 align:start position:0%
 
[Music]

00:02:52.200 --> 00:02:52.210 align:start position:0%
[Music]
 

00:02:52.210 --> 00:02:55.960 align:start position:0%
[Music]
so<00:02:53.210><c> the</c><00:02:53.630><c> term</c><00:02:53.960><c> data</c><00:02:54.260><c> scientist</c><00:02:55.190><c> itself</c><00:02:55.760><c> is</c>

00:02:55.960 --> 00:02:55.970 align:start position:0%
so the term data scientist itself is
 

00:02:55.970 --> 00:02:58.180 align:start position:0%
so the term data scientist itself is
kind<00:02:56.600><c> of</c><00:02:56.810><c> vague</c><00:02:57.050><c> these</c><00:02:57.410><c> days</c><00:02:57.620><c> just</c><00:02:58.010><c> like</c>

00:02:58.180 --> 00:02:58.190 align:start position:0%
kind of vague these days just like
 

00:02:58.190 --> 00:03:01.120 align:start position:0%
kind of vague these days just like
machine<00:02:58.670><c> learning</c><00:02:59.030><c> the</c><00:02:59.810><c> big</c><00:03:00.020><c> data</c><00:03:00.320><c> like</c><00:03:00.950><c> it's</c>

00:03:01.120 --> 00:03:01.130 align:start position:0%
machine learning the big data like it's
 

00:03:01.130 --> 00:03:04.390 align:start position:0%
machine learning the big data like it's
pretty<00:03:01.610><c> buzzwords</c><00:03:02.570><c> so</c><00:03:03.500><c> whenever</c><00:03:03.770><c> some</c>

00:03:04.390 --> 00:03:04.400 align:start position:0%
pretty buzzwords so whenever some
 

00:03:04.400 --> 00:03:06.100 align:start position:0%
pretty buzzwords so whenever some
company<00:03:05.000><c> says</c><00:03:05.210><c> they</c><00:03:05.390><c> are</c><00:03:05.540><c> hiring</c><00:03:05.720><c> data</c>

00:03:06.100 --> 00:03:06.110 align:start position:0%
company says they are hiring data
 

00:03:06.110 --> 00:03:07.930 align:start position:0%
company says they are hiring data
scientist<00:03:06.740><c> actually</c><00:03:07.010><c> if</c><00:03:07.400><c> you</c><00:03:07.490><c> take</c><00:03:07.670><c> a</c><00:03:07.700><c> look</c><00:03:07.850><c> at</c>

00:03:07.930 --> 00:03:07.940 align:start position:0%
scientist actually if you take a look at
 

00:03:07.940 --> 00:03:10.660 align:start position:0%
scientist actually if you take a look at
the<00:03:08.060><c> job</c><00:03:08.270><c> details</c><00:03:08.690><c> like</c><00:03:09.200><c> soon</c><00:03:10.130><c> they</c><00:03:10.640><c> are</c>

00:03:10.660 --> 00:03:10.670 align:start position:0%
the job details like soon they are
 

00:03:10.670 --> 00:03:12.840 align:start position:0%
the job details like soon they are
trying<00:03:10.970><c> to</c><00:03:11.090><c> hire</c><00:03:11.960><c> it's</c><00:03:12.230><c> all</c><00:03:12.410><c> different</c>

00:03:12.840 --> 00:03:12.850 align:start position:0%
trying to hire it's all different
 

00:03:12.850 --> 00:03:15.040 align:start position:0%
trying to hire it's all different
someone<00:03:13.850><c> is</c><00:03:13.940><c> trying</c><00:03:14.120><c> to</c><00:03:14.240><c> hire</c><00:03:14.450><c> the</c><00:03:14.480><c> data</c><00:03:14.840><c> and</c>

00:03:15.040 --> 00:03:15.050 align:start position:0%
someone is trying to hire the data and
 

00:03:15.050 --> 00:03:17.430 align:start position:0%
someone is trying to hire the data and
only<00:03:15.290><c> someone</c><00:03:15.650><c> is</c><00:03:15.740><c> trying</c><00:03:15.920><c> to</c><00:03:16.040><c> hire</c><00:03:16.880><c> the</c>

00:03:17.430 --> 00:03:17.440 align:start position:0%
only someone is trying to hire the
 

00:03:17.440 --> 00:03:19.630 align:start position:0%
only someone is trying to hire the
machine<00:03:18.440><c> learning</c><00:03:18.800><c> personnel</c><00:03:19.220><c> someone's</c>

00:03:19.630 --> 00:03:19.640 align:start position:0%
machine learning personnel someone's
 

00:03:19.640 --> 00:03:20.830 align:start position:0%
machine learning personnel someone's
trying<00:03:19.850><c> to</c><00:03:19.880><c> hire</c><00:03:20.120><c> the</c><00:03:20.150><c> data</c><00:03:20.570><c> infrastructure</c>

00:03:20.830 --> 00:03:20.840 align:start position:0%
trying to hire the data infrastructure
 

00:03:20.840 --> 00:03:25.120 align:start position:0%
trying to hire the data infrastructure
engineer<00:03:22.270><c> so</c><00:03:23.270><c> if</c><00:03:23.900><c> you</c><00:03:24.440><c> want</c><00:03:24.650><c> to</c><00:03:24.710><c> be</c><00:03:24.920><c> data</c>

00:03:25.120 --> 00:03:25.130 align:start position:0%
engineer so if you want to be data
 

00:03:25.130 --> 00:03:26.770 align:start position:0%
engineer so if you want to be data
scientist<00:03:25.580><c> and</c><00:03:25.700><c> if</c><00:03:25.790><c> you</c><00:03:25.910><c> want</c><00:03:26.090><c> to</c><00:03:26.150><c> be</c><00:03:26.330><c> great</c>

00:03:26.770 --> 00:03:26.780 align:start position:0%
scientist and if you want to be great
 

00:03:26.780 --> 00:03:28.840 align:start position:0%
scientist and if you want to be great
one<00:03:27.050><c> one</c><00:03:27.410><c> piece</c><00:03:27.890><c> of</c><00:03:28.070><c> advice</c><00:03:28.160><c> that</c><00:03:28.400><c> I</c><00:03:28.610><c> can</c><00:03:28.700><c> give</c>

00:03:28.840 --> 00:03:28.850 align:start position:0%
one one piece of advice that I can give
 

00:03:28.850 --> 00:03:32.920 align:start position:0%
one one piece of advice that I can give
you<00:03:29.150><c> is</c><00:03:29.830><c> have</c><00:03:30.830><c> some</c><00:03:31.900><c> capability</c><00:03:32.900><c> on</c>

00:03:32.920 --> 00:03:32.930 align:start position:0%
you is have some capability on
 

00:03:32.930 --> 00:03:35.370 align:start position:0%
you is have some capability on
engineering<00:03:33.650><c> itself</c><00:03:34.190><c> it's</c><00:03:34.370><c> really</c><00:03:34.820><c> necessary</c>

00:03:35.370 --> 00:03:35.380 align:start position:0%
engineering itself it's really necessary
 

00:03:35.380 --> 00:03:38.260 align:start position:0%
engineering itself it's really necessary
so<00:03:36.380><c> coming</c><00:03:37.190><c> up</c><00:03:37.280><c> with</c><00:03:37.370><c> inside</c><00:03:37.760><c> coming</c><00:03:38.090><c> up</c><00:03:38.180><c> with</c>

00:03:38.260 --> 00:03:38.270 align:start position:0%
so coming up with inside coming up with
 

00:03:38.270 --> 00:03:41.410 align:start position:0%
so coming up with inside coming up with
motor<00:03:38.510><c> that's</c><00:03:38.750><c> all</c><00:03:38.960><c> great</c><00:03:39.230><c> thing</c><00:03:39.530><c> but</c><00:03:39.710><c> when</c><00:03:40.420><c> we</c>

00:03:41.410 --> 00:03:41.420 align:start position:0%
motor that's all great thing but when we
 

00:03:41.420 --> 00:03:42.730 align:start position:0%
motor that's all great thing but when we
are<00:03:41.480><c> talking</c><00:03:41.600><c> about</c><00:03:41.840><c> industry</c><00:03:42.380><c> not</c><00:03:42.560><c> about</c>

00:03:42.730 --> 00:03:42.740 align:start position:0%
are talking about industry not about
 

00:03:42.740 --> 00:03:44.710 align:start position:0%
are talking about industry not about
academia<00:03:43.250><c> and</c><00:03:43.550><c> data</c><00:03:44.030><c> scientists</c><00:03:44.540><c> are</c><00:03:44.690><c> the</c>

00:03:44.710 --> 00:03:44.720 align:start position:0%
academia and data scientists are the
 

00:03:44.720 --> 00:03:47.080 align:start position:0%
academia and data scientists are the
ones<00:03:45.110><c> in</c><00:03:45.170><c> the</c><00:03:45.290><c> industry</c><00:03:45.710><c> so</c><00:03:45.950><c> you</c><00:03:46.610><c> need</c><00:03:46.790><c> to</c><00:03:47.060><c> be</c>

00:03:47.080 --> 00:03:47.090 align:start position:0%
ones in the industry so you need to be
 

00:03:47.090 --> 00:03:49.090 align:start position:0%
ones in the industry so you need to be
able<00:03:47.330><c> to</c><00:03:47.720><c> ship</c><00:03:48.020><c> things</c><00:03:48.050><c> and</c><00:03:48.650><c> make</c><00:03:48.920><c> it</c>

00:03:49.090 --> 00:03:49.100 align:start position:0%
able to ship things and make it
 

00:03:49.100 --> 00:03:51.070 align:start position:0%
able to ship things and make it
production<00:03:49.610><c> eyes</c><00:03:49.760><c> and</c><00:03:50.120><c> for</c><00:03:50.690><c> you</c><00:03:50.780><c> to</c><00:03:50.870><c> do</c><00:03:50.990><c> the</c>

00:03:51.070 --> 00:03:51.080 align:start position:0%
production eyes and for you to do the
 

00:03:51.080 --> 00:03:52.510 align:start position:0%
production eyes and for you to do the
products<00:03:51.470><c> and</c><00:03:51.500><c> I</c><00:03:51.620><c> do</c><00:03:51.680><c> need</c><00:03:51.890><c> engineering</c><00:03:52.190><c> power</c>

00:03:52.510 --> 00:03:52.520 align:start position:0%
products and I do need engineering power
 

00:03:52.520 --> 00:03:55.570 align:start position:0%
products and I do need engineering power
either<00:03:53.530><c> have</c><00:03:54.530><c> it</c><00:03:54.560><c> yourself</c><00:03:55.130><c> that</c><00:03:55.400><c> would</c><00:03:55.520><c> be</c>

00:03:55.570 --> 00:03:55.580 align:start position:0%
either have it yourself that would be
 

00:03:55.580 --> 00:03:58.810 align:start position:0%
either have it yourself that would be
very<00:03:55.700><c> helpful</c><00:03:55.850><c> if</c><00:03:56.360><c> not</c><00:03:56.780><c> you</c><00:03:57.560><c> can</c><00:03:57.890><c> when</c><00:03:58.640><c> you're</c>

00:03:58.810 --> 00:03:58.820 align:start position:0%
very helpful if not you can when you're
 

00:03:58.820 --> 00:04:00.430 align:start position:0%
very helpful if not you can when you're
being<00:03:59.030><c> interviewed</c><00:03:59.360><c> for</c><00:03:59.390><c> the</c><00:03:59.750><c> data</c><00:03:59.990><c> scientist</c>

00:04:00.430 --> 00:04:00.440 align:start position:0%
being interviewed for the data scientist
 

00:04:00.440 --> 00:04:02.200 align:start position:0%
being interviewed for the data scientist
the<00:04:01.010><c> company</c><00:04:01.310><c> which</c><00:04:01.430><c> data</c><00:04:01.610><c> scientists</c><00:04:02.060><c> take</c><00:04:02.150><c> a</c>

00:04:02.200 --> 00:04:02.210 align:start position:0%
the company which data scientists take a
 

00:04:02.210 --> 00:04:04.600 align:start position:0%
the company which data scientists take a
look<00:04:02.540><c> at</c><00:04:02.660><c> what</c><00:04:02.690><c> the</c><00:04:02.990><c> culture</c><00:04:03.230><c> is</c><00:04:03.410><c> like</c><00:04:03.560><c> how</c><00:04:04.550><c> the</c>

00:04:04.600 --> 00:04:04.610 align:start position:0%
look at what the culture is like how the
 

00:04:04.610 --> 00:04:06.700 align:start position:0%
look at what the culture is like how the
team<00:04:04.910><c> is</c><00:04:04.940><c> more</c><00:04:05.270><c> mated</c><00:04:05.600><c> formulated</c><00:04:06.380><c> in</c><00:04:06.470><c> a</c><00:04:06.560><c> way</c>

00:04:06.700 --> 00:04:06.710 align:start position:0%
team is more mated formulated in a way
 

00:04:06.710 --> 00:04:09.160 align:start position:0%
team is more mated formulated in a way
that<00:04:06.950><c> if</c><00:04:07.220><c> that</c><00:04:07.640><c> team</c><00:04:07.970><c> itself</c><00:04:08.390><c> has</c><00:04:08.660><c> some</c><00:04:08.960><c> other</c>

00:04:09.160 --> 00:04:09.170 align:start position:0%
that if that team itself has some other
 

00:04:09.170 --> 00:04:10.600 align:start position:0%
that if that team itself has some other
engineers<00:04:09.680><c> who</c><00:04:09.770><c> can</c><00:04:09.920><c> build</c><00:04:10.040><c> the</c><00:04:10.220><c> things</c><00:04:10.490><c> you</c>

00:04:10.600 --> 00:04:10.610 align:start position:0%
engineers who can build the things you
 

00:04:10.610 --> 00:04:13.920 align:start position:0%
engineers who can build the things you
ship<00:04:11.300><c> you</c><00:04:11.810><c> want</c><00:04:12.080><c> to</c><00:04:12.350><c> that'd</c><00:04:12.500><c> be</c><00:04:12.650><c> great</c><00:04:12.860><c> so</c>

00:04:13.920 --> 00:04:13.930 align:start position:0%
ship you want to that'd be great so
 

00:04:13.930 --> 00:04:16.810 align:start position:0%
ship you want to that'd be great so
bottom<00:04:14.930><c> line</c><00:04:15.110><c> is</c><00:04:15.410><c> in</c><00:04:15.650><c> any</c><00:04:15.950><c> way</c><00:04:16.070><c> you</c><00:04:16.340><c> need</c><00:04:16.760><c> to</c>

00:04:16.810 --> 00:04:16.820 align:start position:0%
bottom line is in any way you need to
 

00:04:16.820 --> 00:04:19.390 align:start position:0%
bottom line is in any way you need to
have<00:04:17.090><c> some</c><00:04:17.450><c> engineering</c><00:04:18.109><c> capacity</c><00:04:18.770><c> that</c><00:04:19.130><c> you</c>

00:04:19.390 --> 00:04:19.400 align:start position:0%
have some engineering capacity that you
 

00:04:19.400 --> 00:04:24.240 align:start position:0%
have some engineering capacity that you
can<00:04:19.780><c> put</c><00:04:20.780><c> your</c><00:04:20.930><c> hands</c><00:04:21.140><c> on</c><00:04:21.490><c> that's</c><00:04:22.490><c> the</c><00:04:22.700><c> answer</c>

00:04:24.240 --> 00:04:24.250 align:start position:0%
can put your hands on that's the answer
 

00:04:24.250 --> 00:04:29.020 align:start position:0%
can put your hands on that's the answer
you

00:04:29.020 --> 00:04:29.030 align:start position:0%
 
 

00:04:29.030 --> 00:04:32.650 align:start position:0%
 
[Music]