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hello<00:00:18.400><c> everybody</c><00:00:18.580><c> I'm</c><00:00:19.240><c> Alexa</c><00:00:19.630><c> Cara</c><00:00:19.840><c> bro</c><00:00:20.020><c> the</c>

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hello everybody I'm Alexa Cara bro the
 

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hello everybody I'm Alexa Cara bro the
organizer<00:00:21.250><c> of</c><00:00:21.450><c> sf's</c><00:00:22.450><c> Collins</c><00:00:22.779><c> a</c><00:00:22.869><c> spark</c><00:00:23.170><c> and</c>

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organizer of sf's Collins a spark and
 

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organizer of sf's Collins a spark and
he'll<00:00:23.500><c> have</c><00:00:23.529><c> a</c><00:00:23.739><c> guest</c><00:00:24.070><c> knit</c><00:00:24.279><c> up</c><00:00:24.460><c> we</c><00:00:25.360><c> have</c><00:00:25.509><c> san</c>

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he'll have a guest knit up we have san
 

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he'll have a guest knit up we have san
francisco<00:00:26.140><c> bay</c><00:00:26.169><c> area</c><00:00:26.610><c> machine</c><00:00:27.610><c> learning</c>

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francisco bay area machine learning
 

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francisco bay area machine learning
which<00:00:28.810><c> is</c><00:00:28.960><c> our</c><00:00:29.140><c> sister</c><00:00:29.770><c> mahtab</c><00:00:30.899><c> hosted</c><00:00:31.899><c> at</c>

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which is our sister mahtab hosted at
 

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which is our sister mahtab hosted at
nitro<00:00:32.529><c> tonight</c><00:00:32.829><c> and</c><00:00:33.780><c> it's</c><00:00:34.780><c> also</c><00:00:35.020><c> a</c><00:00:35.200><c> joint</c><00:00:35.649><c> meet</c>

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nitro tonight and it's also a joint meet
 

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nitro tonight and it's also a joint meet
up<00:00:36.160><c> with</c><00:00:36.280><c> SF</c><00:00:36.550><c> text</c><00:00:37.110><c> and</c><00:00:38.110><c> here</c><00:00:38.410><c> with</c><00:00:38.530><c> us</c><00:00:38.649><c> who</c>

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up with SF text and here with us who
 

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up with SF text and here with us who
have<00:00:38.950><c> chris</c><00:00:39.190><c> moody</c><00:00:39.399><c> who</c><00:00:40.330><c> is</c><00:00:40.450><c> a</c><00:00:40.480><c> data</c><00:00:40.750><c> scientist</c>

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have chris moody who is a data scientist
 

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have chris moody who is a data scientist
at<00:00:41.350><c> stitch</c><00:00:41.560><c> fix</c><00:00:41.800><c> thank</c><00:00:42.610><c> you</c><00:00:42.700><c> very</c><00:00:42.880><c> much</c><00:00:43.030><c> for</c>

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at stitch fix thank you very much for
 

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at stitch fix thank you very much for
having<00:00:43.240><c> me</c><00:00:43.390><c> Alexi</c><00:00:43.840><c> it's</c><00:00:44.080><c> great</c><00:00:44.350><c> to</c><00:00:44.440><c> have</c><00:00:44.560><c> you</c>

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having me Alexi it's great to have you
 

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having me Alexi it's great to have you
and<00:00:44.950><c> I</c><00:00:45.280><c> must</c><00:00:45.520><c> notice</c><00:00:45.880><c> that</c><00:00:46.090><c> Chris</c><00:00:46.390><c> gave</c><00:00:46.720><c> a</c><00:00:46.750><c> talk</c>

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and I must notice that Chris gave a talk
 

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and I must notice that Chris gave a talk
last<00:00:47.380><c> year</c><00:00:47.830><c> text</c><00:00:48.280><c> by</c><00:00:48.370><c> the</c><00:00:48.430><c> bay</c><00:00:48.610><c> which</c><00:00:48.850><c> is</c><00:00:49.030><c> one</c>

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last year text by the bay which is one
 

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last year text by the bay which is one
of<00:00:49.360><c> the</c><00:00:49.480><c> highest</c><00:00:49.690><c> rated</c><00:00:50.020><c> talks</c><00:00:50.200><c> which</c><00:00:50.440><c> talked</c>

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of the highest rated talks which talked
 

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of the highest rated talks which talked
about<00:00:51.100><c> work</c><00:00:51.460><c> back</c><00:00:51.760><c> that's</c><00:00:52.180><c> right</c><00:00:52.360><c> I</c><00:00:52.510><c> and</c><00:00:52.870><c> many</c>

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about work back that's right I and many
 

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about work back that's right I and many
people<00:00:53.200><c> remark</c><00:00:53.890><c> that</c><00:00:54.130><c> they</c><00:00:54.280><c> finally</c>

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people remark that they finally
 

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people remark that they finally
understood<00:00:55.210><c> quarterback</c><00:00:55.720><c> and</c><00:00:56.050><c> it</c><00:00:56.680><c> was</c><00:00:56.860><c> really</c>

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understood quarterback and it was really
 

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understood quarterback and it was really
great<00:00:57.430><c> so</c><00:00:57.730><c> today</c><00:00:58.030><c> we</c><00:00:58.150><c> have</c><00:00:58.300><c> a</c><00:00:58.329><c> new</c><00:00:58.770><c> algorithm</c>

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great so today we have a new algorithm
 

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great so today we have a new algorithm
called<00:01:00.130><c> el</c><00:01:00.370><c> dato</c><00:01:00.640><c> back</c><00:01:00.940><c> and</c><00:01:01.180><c> looking</c><00:01:02.050><c> forward</c>

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called el dato back and looking forward
 

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called el dato back and looking forward
to<00:01:02.560><c> to</c><00:01:02.860><c> that</c><00:01:03.010><c> but</c><00:01:03.220><c> no</c><00:01:03.430><c> before</c><00:01:03.730><c> that</c><00:01:03.790><c> and</c><00:01:04.780><c> what</c>

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to to that but no before that and what
 

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to to that but no before that and what
asked<00:01:05.079><c> increase</c><00:01:06.899><c> stitch</c><00:01:07.899><c> fig</c><00:01:08.079><c> is</c><00:01:08.170><c> very</c>

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asked increase stitch fig is very
 

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asked increase stitch fig is very
interesting<00:01:08.680><c> company</c><00:01:09.009><c> we</c><00:01:09.220><c> have</c><00:01:09.369><c> multiple</c>

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interesting company we have multiple
 

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interesting company we have multiple
talks<00:01:09.909><c> in</c><00:01:10.270><c> data</c><00:01:10.540><c> by</c><00:01:10.720><c> the</c><00:01:10.780><c> bay</c><00:01:10.960><c> in</c><00:01:11.020><c> may</c><00:01:11.200><c> from</c><00:01:11.979><c> it</c>

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talks in data by the bay in may from it
 

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talks in data by the bay in may from it
can<00:01:12.610><c> you</c><00:01:12.700><c> describe</c><00:01:13.229><c> the</c><00:01:14.229><c> problem</c><00:01:14.500><c> and</c><00:01:14.950><c> how</c><00:01:15.520><c> it</c>

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can you describe the problem and how it
 

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can you describe the problem and how it
leads<00:01:15.880><c> to</c><00:01:16.060><c> so</c><00:01:16.210><c> many</c><00:01:16.330><c> interesting</c><00:01:16.570><c> data</c>

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leads to so many interesting data
 

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leads to so many interesting data
science<00:01:17.650><c> questions</c><00:01:18.070><c> yeah</c><00:01:18.640><c> absolutely</c><00:01:18.850><c> i</c><00:01:19.270><c> I</c>

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science questions yeah absolutely i I
 

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science questions yeah absolutely i I
mean<00:01:20.760><c> absolutely</c><00:01:21.760><c> like</c><00:01:21.970><c> stitch</c><00:01:22.210><c> fix</c><00:01:22.479><c> is</c><00:01:22.690><c> an</c>

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mean absolutely like stitch fix is an
 

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mean absolutely like stitch fix is an
unbelievably<00:01:24.010><c> interesting</c><00:01:24.310><c> problem</c><00:01:24.880><c> and</c><00:01:25.360><c> I</c>

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unbelievably interesting problem and I
 

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unbelievably interesting problem and I
think<00:01:25.930><c> on</c><00:01:26.229><c> the</c><00:01:26.320><c> when</c><00:01:26.890><c> you</c><00:01:26.979><c> first</c><00:01:27.220><c> scratch</c><00:01:27.460><c> the</c>

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think on the when you first scratch the
 

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think on the when you first scratch the
surface<00:01:27.760><c> you</c><00:01:28.090><c> don't</c><00:01:28.240><c> really</c><00:01:28.420><c> you</c><00:01:28.990><c> don't</c>

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surface you don't really you don't
 

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surface you don't really you don't
really<00:01:29.260><c> think</c><00:01:29.380><c> it's</c><00:01:29.830><c> super</c><00:01:30.310><c> interesting</c>

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really think it's super interesting
 

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really think it's super interesting
right<00:01:30.940><c> so</c><00:01:31.150><c> for</c><00:01:31.390><c> example</c><00:01:31.450><c> you</c><00:01:31.960><c> know</c><00:01:32.200><c> two</c><00:01:32.590><c> years</c>

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right so for example you know two years
 

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right so for example you know two years
ago<00:01:32.860><c> I</c><00:01:33.010><c> was</c><00:01:33.100><c> doing</c><00:01:33.310><c> a</c><00:01:33.370><c> physics</c><00:01:33.670><c> PhD</c><00:01:33.790><c> doing</c>

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ago I was doing a physics PhD doing
 

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ago I was doing a physics PhD doing
astrophysics<00:01:35.320><c> and</c><00:01:35.440><c> supercomputing</c><00:01:36.130><c> and</c><00:01:36.369><c> if</c>

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astrophysics and supercomputing and if
 

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astrophysics and supercomputing and if
you<00:01:36.909><c> ask</c><00:01:37.030><c> me</c><00:01:37.150><c> now</c><00:01:37.330><c> if</c><00:01:37.659><c> I</c><00:01:37.869><c> would</c><00:01:37.990><c> be</c><00:01:38.200><c> doing</c>

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you ask me now if I would be doing
 

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you ask me now if I would be doing
clothing<00:01:39.580><c> especially</c><00:01:39.729><c> like</c><00:01:40.150><c> women's</c>

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clothing especially like women's
 

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clothing especially like women's
clothing<00:01:40.930><c> and</c><00:01:41.049><c> let's</c><00:01:41.350><c> get</c><00:01:41.530><c> out</c><00:01:41.650><c> of</c><00:01:41.680><c> here</c><00:01:41.799><c> right</c>

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clothing and let's get out of here right
 

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clothing and let's get out of here right
but<00:01:42.840><c> once</c><00:01:43.840><c> you</c><00:01:43.930><c> start</c><00:01:43.990><c> to</c><00:01:44.170><c> dive</c><00:01:44.320><c> in</c><00:01:44.500><c> a</c><00:01:44.560><c> little</c>

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but once you start to dive in a little
 

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but once you start to dive in a little
bit<00:01:44.860><c> on</c><00:01:44.920><c> the</c><00:01:45.040><c> surface</c><00:01:45.340><c> you</c><00:01:45.460><c> start</c><00:01:45.640><c> to</c><00:01:45.729><c> see</c><00:01:45.850><c> all</c>

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bit on the surface you start to see all
 

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bit on the surface you start to see all
kinds<00:01:46.479><c> of</c><00:01:46.570><c> really</c><00:01:46.750><c> interesting</c><00:01:46.990><c> patterns</c><00:01:47.680><c> for</c>

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kinds of really interesting patterns for
 

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kinds of really interesting patterns for
example<00:01:48.280><c> like</c><00:01:48.570><c> fashion</c><00:01:49.570><c> is</c><00:01:49.690><c> like</c><00:01:49.840><c> this</c><00:01:50.020><c> this</c>

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example like fashion is like this this
 

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example like fashion is like this this
this<00:01:50.560><c> incredibly</c><00:01:51.100><c> interesting</c><00:01:51.640><c> conversation</c>

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this incredibly interesting conversation
 

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this incredibly interesting conversation
that<00:01:52.689><c> a</c><00:01:52.869><c> whole</c><00:01:53.670><c> whole</c><00:01:54.670><c> community</c><00:01:55.090><c> of</c><00:01:55.119><c> people</c>

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that a whole whole community of people
 

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that a whole whole community of people
always<00:01:55.540><c> having</c><00:01:55.930><c> with</c><00:01:56.049><c> themselves</c><00:01:56.409><c> and</c><00:01:56.560><c> it</c>

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always having with themselves and it
 

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always having with themselves and it
changes<00:01:57.040><c> over</c><00:01:57.100><c> time</c><00:01:57.340><c> right</c><00:01:57.760><c> so</c><00:01:57.970><c> trends</c><00:01:58.720><c> are</c>

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changes over time right so trends are
 

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changes over time right so trends are
changing<00:01:59.260><c> in</c><00:01:59.470><c> time</c><00:01:59.710><c> and</c><00:02:00.100><c> they're</c><00:02:00.430><c> extremely</c>

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changing in time and they're extremely
 

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changing in time and they're extremely
like<00:02:01.299><c> sort</c><00:02:01.540><c> of</c><00:02:01.570><c> sparse</c><00:02:01.960><c> they're</c><00:02:02.200><c> very</c>

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like sort of sparse they're very
 

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like sort of sparse they're very
high-dimensional<00:02:02.909><c> and</c><00:02:03.909><c> they're</c><00:02:04.030><c> changing</c>

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high-dimensional and they're changing
 

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high-dimensional and they're changing
and<00:02:05.170><c> one</c><00:02:06.130><c> of</c><00:02:06.220><c> the</c><00:02:06.280><c> ways</c><00:02:06.310><c> that</c><00:02:06.610><c> you</c><00:02:06.670><c> can</c>

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and one of the ways that you can
 

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and one of the ways that you can
actually<00:02:06.970><c> try</c><00:02:07.210><c> to</c><00:02:07.240><c> understand</c><00:02:07.869><c> that</c><00:02:08.019><c> right</c><00:02:08.140><c> so</c>

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actually try to understand that right so
 

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actually try to understand that right so
for<00:02:08.439><c> example</c><00:02:08.530><c> you</c><00:02:09.159><c> know</c><00:02:09.939><c> leather</c><00:02:10.209><c> might</c><00:02:10.420><c> have</c>

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for example you know leather might have
 

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for example you know leather might have
been<00:02:10.629><c> in</c><00:02:10.780><c> like</c><00:02:11.080><c> last</c><00:02:11.349><c> year</c><00:02:11.530><c> like</c><00:02:11.709><c> tiny</c><00:02:12.099><c> little</c>

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been in like last year like tiny little
 

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been in like last year like tiny little
other<00:02:12.459><c> straps</c><00:02:12.790><c> but</c><00:02:13.000><c> this</c><00:02:13.390><c> year</c><00:02:13.599><c> it's</c><00:02:13.720><c> like</c>

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other straps but this year it's like
 

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other straps but this year it's like
patchwork<00:02:14.140><c> denim</c><00:02:14.560><c> right</c><00:02:14.920><c> or</c><00:02:15.129><c> maybe</c><00:02:15.220><c> it's</c><00:02:15.430><c> just</c>

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patchwork denim right or maybe it's just
 

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patchwork denim right or maybe it's just
like<00:02:15.639><c> and</c><00:02:15.939><c> maybe</c><00:02:16.209><c> that's</c><00:02:16.450><c> like</c><00:02:16.599><c> a</c><00:02:16.629><c> full</c><00:02:16.930><c> month</c>

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like and maybe that's like a full month
 

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like and maybe that's like a full month
trend<00:02:17.709><c> maybe</c><00:02:17.950><c> it's</c><00:02:18.129><c> like</c><00:02:18.189><c> a</c><00:02:18.249><c> full</c><00:02:18.489><c> weeks</c><00:02:18.700><c> trend</c>

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trend maybe it's like a full weeks trend
 

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trend maybe it's like a full weeks trend
and<00:02:20.109><c> so</c><00:02:20.620><c> if</c><00:02:20.709><c> you</c><00:02:20.769><c> want</c><00:02:20.919><c> to</c><00:02:20.980><c> capture</c>

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and so if you want to capture
 

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and so if you want to capture
one's<00:02:21.720><c> individual</c><00:02:22.440><c> unique</c><00:02:22.860><c> style</c><00:02:23.250><c> some</c><00:02:24.060><c> of</c>

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one's individual unique style some of
 

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one's individual unique style some of
that's<00:02:24.269><c> going</c><00:02:24.450><c> to</c><00:02:24.540><c> be</c><00:02:24.629><c> made</c><00:02:24.810><c> up</c><00:02:24.959><c> by</c><00:02:24.989><c> this</c><00:02:25.170><c> sort</c>

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that's going to be made up by this sort
 

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that's going to be made up by this sort
of<00:02:25.440><c> like</c><00:02:25.590><c> globally</c><00:02:26.069><c> changing</c><00:02:26.489><c> component</c><00:02:27.090><c> some</c>

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of like globally changing component some
 

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of like globally changing component some
of<00:02:27.659><c> its</c><00:02:27.780><c> going</c><00:02:27.870><c> to</c><00:02:27.959><c> be</c><00:02:28.049><c> regional</c><00:02:28.470><c> some</c><00:02:28.620><c> of</c>

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of its going to be regional some of
 

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of its going to be regional some of
that's<00:02:28.739><c> going</c><00:02:28.890><c> to</c><00:02:28.980><c> be</c><00:02:29.040><c> time</c><00:02:29.250><c> so</c><00:02:29.489><c> I</c><00:02:29.519><c> mean</c><00:02:29.640><c> it's</c>

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that's going to be time so I mean it's
 

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that's going to be time so I mean it's
going<00:02:29.909><c> to</c><00:02:29.970><c> be</c><00:02:30.120><c> individual</c><00:02:31.110><c> to</c><00:02:31.200><c> that</c><00:02:31.349><c> client</c>

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going to be individual to that client
 

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going to be individual to that client
right<00:02:32.760><c> and</c><00:02:32.940><c> the</c><00:02:33.299><c> way</c><00:02:33.450><c> that</c><00:02:33.659><c> we</c><00:02:33.810><c> try</c><00:02:34.080><c> to</c>

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right and the way that we try to
 

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right and the way that we try to
understand<00:02:34.799><c> that</c><00:02:34.980><c> fashion</c><00:02:35.340><c> in</c><00:02:35.430><c> those</c><00:02:35.549><c> trends</c>

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understand that fashion in those trends
 

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understand that fashion in those trends
is<00:02:36.000><c> by</c><00:02:36.209><c> it</c><00:02:36.269><c> the</c><00:02:36.450><c> same</c><00:02:36.659><c> way</c><00:02:36.840><c> that</c><00:02:37.140><c> people</c>

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is by it the same way that people
 

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is by it the same way that people
describe<00:02:37.860><c> that</c><00:02:38.069><c> clothing</c><00:02:38.370><c> mm-hmm</c><00:02:39.000><c> so</c><00:02:39.120><c> that's</c>

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describe that clothing mm-hmm so that's
 

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describe that clothing mm-hmm so that's
why<00:02:39.510><c> text</c><00:02:39.989><c> is</c><00:02:40.110><c> such</c><00:02:40.260><c> a</c><00:02:40.290><c> powerful</c><00:02:41.540><c> useful</c><00:02:42.540><c> thing</c>

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why text is such a powerful useful thing
 

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why text is such a powerful useful thing
here<00:02:43.080><c> because</c><00:02:43.739><c> otherwise</c><00:02:43.980><c> it's</c><00:02:44.250><c> extremely</c>

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here because otherwise it's extremely
 

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here because otherwise it's extremely
difficult<00:02:45.000><c> to</c><00:02:45.360><c> find</c><00:02:45.660><c> these</c><00:02:45.810><c> trends</c><00:02:46.260><c> you</c><00:02:46.590><c> have</c>

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difficult to find these trends you have
 

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difficult to find these trends you have
thousand<00:02:47.190><c> tens</c><00:02:47.340><c> of</c><00:02:47.459><c> thousands</c><00:02:47.819><c> of</c><00:02:47.879><c> items</c><00:02:48.030><c> you</c>

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thousand tens of thousands of items you
 

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thousand tens of thousands of items you
have<00:02:48.900><c> like</c><00:02:49.260><c> this</c><00:02:49.500><c> really</c><00:02:49.590><c> sparse</c><00:02:50.099><c> time</c><00:02:50.370><c> series</c>

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have like this really sparse time series
 

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have like this really sparse time series
changing<00:02:51.030><c> all</c><00:02:51.150><c> the</c><00:02:51.180><c> time</c><00:02:51.299><c> and</c><00:02:51.629><c> that's</c><00:02:51.870><c> why</c>

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changing all the time and that's why
 

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changing all the time and that's why
it's<00:02:52.290><c> such</c><00:02:52.379><c> a</c><00:02:52.440><c> thing</c><00:02:52.650><c> such</c><00:02:52.890><c> an</c><00:02:53.040><c> interesting</c>

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it's such a thing such an interesting
 

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it's such a thing such an interesting
problem<00:02:53.790><c> like</c><00:02:54.060><c> how</c><00:02:54.209><c> do</c><00:02:54.269><c> you</c><00:02:54.390><c> solve</c><00:02:54.629><c> it</c><00:02:54.810><c> how</c><00:02:55.019><c> do</c>

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problem like how do you solve it how do
 

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problem like how do you solve it how do
you<00:02:55.200><c> predict</c><00:02:55.560><c> all</c><00:02:55.680><c> those</c><00:02:55.829><c> trends</c><00:02:56.129><c> right</c><00:02:56.280><c> it's</c>

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you predict all those trends right it's
 

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you predict all those trends right it's
basically<00:02:56.940><c> a</c><00:02:57.060><c> stock</c><00:02:57.420><c> market</c><00:02:57.810><c> on</c><00:02:57.900><c> fashion</c>

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basically a stock market on fashion
 

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basically a stock market on fashion
mm-hmm<00:02:58.829><c> and</c><00:02:58.950><c> at</c><00:02:59.400><c> the</c><00:02:59.549><c> same</c><00:02:59.730><c> time</c><00:02:59.790><c> you</c><00:03:00.239><c> don't</c>

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mm-hmm and at the same time you don't
 

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mm-hmm and at the same time you don't
get<00:03:00.569><c> like</c><00:03:00.750><c> these</c><00:03:00.870><c> little</c><00:03:01.079><c> stock</c><00:03:01.319><c> tickers</c><00:03:01.650><c> out</c>

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get like these little stock tickers out
 

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get like these little stock tickers out
you<00:03:02.370><c> get</c><00:03:02.640><c> like</c><00:03:02.879><c> textile</c><00:03:03.480><c> right</c><00:03:03.810><c> mmm</c><00:03:04.290><c> so</c><00:03:04.530><c> and</c>

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you get like textile right mmm so and
 

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you get like textile right mmm so and
you<00:03:04.950><c> don't</c><00:03:04.980><c> get</c><00:03:05.250><c> just</c><00:03:05.579><c> the</c><00:03:05.670><c> text</c><00:03:05.940><c> that</c><00:03:06.060><c> you</c><00:03:06.180><c> get</c>

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you don't get just the text that you get
 

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you don't get just the text that you get
it<00:03:06.480><c> for</c><00:03:06.660><c> individuals</c><00:03:07.290><c> loading</c><00:03:08.280><c> onto</c><00:03:08.430><c> like</c>

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it for individuals loading onto like
 

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it for individuals loading onto like
those<00:03:08.849><c> individual</c><00:03:09.359><c> things</c><00:03:09.599><c> so</c><00:03:09.750><c> anyway</c><00:03:10.019><c> I</c>

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those individual things so anyway I
 

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those individual things so anyway I
could<00:03:11.340><c> go</c><00:03:11.430><c> on</c><00:03:11.459><c> and</c><00:03:11.640><c> on</c><00:03:11.819><c> Oh</c><00:03:12.150><c> interesting</c><00:03:12.450><c> so</c>

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could go on and on Oh interesting so
 

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could go on and on Oh interesting so
your<00:03:13.709><c> life</c><00:03:13.829><c> so</c><00:03:14.010><c> basically</c><00:03:14.370><c> so</c><00:03:15.329><c> the</c><00:03:16.049><c> users</c>

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your life so basically so the users
 

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your life so basically so the users
describe<00:03:17.760><c> the</c><00:03:18.120><c> preferences</c><00:03:19.040><c> in</c><00:03:20.040><c> text</c><00:03:20.430><c> how</c>

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describe the preferences in text how
 

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describe the preferences in text how
large<00:03:21.329><c> of</c><00:03:21.930><c> these</c><00:03:22.140><c> texts</c><00:03:22.859><c> are</c><00:03:23.160><c> the</c><00:03:23.819><c> Twitter</c>

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large of these texts are the Twitter
 

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large of these texts are the Twitter
side<00:03:24.329><c> the</c><00:03:24.599><c> paragraph</c><00:03:25.019><c> sighs</c><00:03:25.230><c> how</c><00:03:25.769><c> long</c><00:03:25.799><c> the</c>

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side the paragraph sighs how long the
 

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side the paragraph sighs how long the
descriptions<00:03:26.760><c> totally</c><00:03:27.720><c> depends</c><00:03:28.139><c> and</c><00:03:28.380><c> so</c><00:03:28.829><c> it</c>

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descriptions totally depends and so it
 

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descriptions totally depends and so it
depends<00:03:30.090><c> on</c><00:03:30.209><c> like</c><00:03:30.359><c> where</c><00:03:30.599><c> where</c><00:03:31.230><c> you're</c>

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depends on like where where you're
 

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depends on like where where you're
talking<00:03:31.799><c> about</c><00:03:31.919><c> so</c><00:03:32.099><c> right</c><00:03:32.430><c> at</c><00:03:32.660><c> you</c><00:03:33.660><c> know</c>

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talking about so right at you know
 

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talking about so right at you know
stitch<00:03:33.989><c> fix</c><00:03:34.169><c> I</c><00:03:34.260><c> should</c><00:03:34.410><c> actually</c><00:03:34.530><c> probably</c>

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stitch fix I should actually probably
 

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stitch fix I should actually probably
explain<00:03:35.220><c> mm-hmm</c><00:03:35.760><c> if</c><00:03:36.090><c> you</c><00:03:36.209><c> go</c><00:03:36.299><c> to</c><00:03:36.329><c> the</c><00:03:36.480><c> website</c>

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explain mm-hmm if you go to the website
 

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explain mm-hmm if you go to the website
you<00:03:36.810><c> see</c><00:03:36.930><c> almost</c><00:03:37.590><c> nothing</c><00:03:37.769><c> mmm</c><00:03:38.400><c> have</c><00:03:38.549><c> you</c><00:03:38.730><c> go</c>

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you see almost nothing mmm have you go
 

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you see almost nothing mmm have you go
you<00:03:39.239><c> register</c><00:03:39.750><c> you</c><00:03:39.959><c> tell</c><00:03:40.109><c> us</c><00:03:40.230><c> a</c><00:03:40.290><c> little</c><00:03:40.380><c> bit</c>

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you register you tell us a little bit
 

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you register you tell us a little bit
about<00:03:40.709><c> yourself</c><00:03:40.769><c> what</c><00:03:41.579><c> your</c><00:03:41.669><c> size</c><00:03:41.940><c> is</c><00:03:42.299><c> what</c>

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about yourself what your size is what
 

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about yourself what your size is what
your<00:03:42.660><c> weight</c><00:03:42.870><c> your</c><00:03:42.900><c> height</c><00:03:43.260><c> and</c><00:03:43.590><c> like</c><00:03:44.250><c> we</c><00:03:44.400><c> ask</c>

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your weight your height and like we ask
 

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your weight your height and like we ask
you<00:03:44.669><c> a</c><00:03:44.730><c> few</c><00:03:44.760><c> questions</c><00:03:44.940><c> about</c><00:03:45.419><c> do</c><00:03:45.810><c> you</c><00:03:45.870><c> like</c>

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you a few questions about do you like
 

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you a few questions about do you like
this<00:03:46.410><c> shirt</c><00:03:46.680><c> or</c><00:03:47.370><c> do</c><00:03:47.430><c> you</c><00:03:47.489><c> like</c><00:03:47.639><c> these</c><00:03:47.760><c> jeans</c><00:03:48.120><c> no</c>

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this shirt or do you like these jeans no
 

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this shirt or do you like these jeans no
yes<00:03:48.840><c> no</c><00:03:49.049><c> mm-hmm</c><00:03:49.790><c> very</c><00:03:50.790><c> minimal</c><00:03:51.150><c> registration</c>

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yes no mm-hmm very minimal registration
 

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yes no mm-hmm very minimal registration
and<00:03:52.019><c> maybe</c><00:03:52.290><c> you</c><00:03:52.410><c> fill</c><00:03:52.620><c> out</c><00:03:52.650><c> like</c><00:03:52.889><c> a</c><00:03:52.919><c> paragraph</c>

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and maybe you fill out like a paragraph
 

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and maybe you fill out like a paragraph
about<00:03:53.549><c> yourself</c><00:03:54.060><c> that</c><00:03:54.120><c> maybe</c><00:03:54.450><c> like</c><00:03:54.959><c> tells</c><00:03:55.230><c> us</c>

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about yourself that maybe like tells us
 

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about yourself that maybe like tells us
something<00:03:55.620><c> like</c><00:03:56.569><c> like</c><00:03:57.569><c> maybe</c><00:03:57.780><c> like</c><00:03:58.049><c> you're</c><00:03:58.230><c> an</c>

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something like like maybe like you're an
 

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something like like maybe like you're an
expecting<00:03:58.709><c> mother</c><00:03:58.739><c> mm-hmm</c><00:03:59.700><c> or</c><00:03:59.819><c> maybe</c><00:04:00.329><c> you</c>

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expecting mother mm-hmm or maybe you
 

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expecting mother mm-hmm or maybe you
know<00:04:00.840><c> your</c><00:04:01.109><c> your</c><00:04:01.319><c> your</c><00:04:01.709><c> work</c><00:04:01.889><c> in</c><00:04:02.040><c> medicine</c><00:04:02.430><c> in</c>

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know your your your work in medicine in
 

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know your your your work in medicine in
some<00:04:02.730><c> way</c><00:04:02.880><c> and</c><00:04:02.910><c> you'd</c><00:04:03.120><c> like</c><00:04:03.269><c> clothes</c><00:04:03.660><c> that</c>

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some way and you'd like clothes that
 

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some way and you'd like clothes that
aren't<00:04:04.079><c> just</c><00:04:04.290><c> scrubs</c><00:04:04.680><c> right</c><00:04:04.980><c> all</c><00:04:05.190><c> right</c><00:04:05.340><c> and</c>

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aren't just scrubs right all right and
 

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aren't just scrubs right all right and
so<00:04:06.810><c> that's</c><00:04:06.930><c> like</c><00:04:07.169><c> what</c><00:04:07.319><c> we</c><00:04:07.410><c> have</c><00:04:07.560><c> to</c><00:04:07.680><c> start</c><00:04:07.829><c> off</c>

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so that's like what we have to start off
 

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so that's like what we have to start off
with<00:04:08.220><c> and</c><00:04:08.519><c> that's</c><00:04:08.879><c> what</c><00:04:09.030><c> a</c><00:04:09.060><c> stylist</c><00:04:09.540><c> then</c>

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with and that's what a stylist then
 

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with and that's what a stylist then
looks<00:04:10.049><c> at</c><00:04:10.230><c> tries</c><00:04:10.650><c> to</c><00:04:10.829><c> send</c><00:04:11.069><c> you</c><00:04:11.220><c> like</c><00:04:11.370><c> the</c>

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looks at tries to send you like the
 

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looks at tries to send you like the
right<00:04:11.760><c> bit</c><00:04:12.000><c> of</c><00:04:12.120><c> clothes</c><00:04:12.359><c> and</c><00:04:12.540><c> you</c><00:04:12.599><c> don't</c><00:04:12.750><c> get</c>

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right bit of clothes and you don't get
 

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right bit of clothes and you don't get
to<00:04:12.959><c> see</c><00:04:13.079><c> this</c><00:04:13.200><c> close</c><00:04:13.410><c> before</c><00:04:13.560><c> they</c><00:04:13.799><c> show</c><00:04:13.950><c> up</c>

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to see this close before they show up
 

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to see this close before they show up
and<00:04:14.669><c> so</c><00:04:14.790><c> that's</c><00:04:14.910><c> part</c><00:04:15.150><c> of</c><00:04:15.209><c> that's</c><00:04:15.599><c> part</c><00:04:15.900><c> of</c><00:04:15.930><c> the</c>

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and so that's part of that's part of the
 

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and so that's part of that's part of the
promise<00:04:16.440><c> right</c><00:04:16.680><c> like</c><00:04:16.889><c> that</c><00:04:17.130><c> will</c><00:04:17.340><c> try</c><00:04:18.269><c> to</c><00:04:18.329><c> find</c>

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promise right like that will try to find
 

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promise right like that will try to find
clothes<00:04:18.840><c> perfectly</c><00:04:19.620><c> curated</c><00:04:19.919><c> for</c><00:04:20.220><c> you</c><00:04:20.370><c> mm-hmm</c>

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clothes perfectly curated for you mm-hmm
 

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clothes perfectly curated for you mm-hmm
the<00:04:21.539><c> box</c><00:04:21.750><c> shows</c><00:04:21.930><c> up</c><00:04:22.109><c> you</c><00:04:22.380><c> open</c><00:04:22.740><c> it</c><00:04:22.830><c> you</c><00:04:22.889><c> put</c><00:04:23.190><c> on</c>

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the box shows up you open it you put on
 

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the box shows up you open it you put on
some<00:04:23.340><c> of</c><00:04:23.610><c> these</c><00:04:23.669><c> clothes</c><00:04:24.000><c> and</c><00:04:25.669><c> you</c>

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some of these clothes and you
 

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some of these clothes and you
immediately<00:04:26.849><c> start</c><00:04:27.180><c> to</c><00:04:27.330><c> like</c><00:04:27.510><c> you</c><00:04:27.990><c> know</c><00:04:28.020><c> maybe</c>

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immediately start to like you know maybe
 

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immediately start to like you know maybe
you<00:04:28.590><c> hate</c><00:04:28.740><c> it</c><00:04:28.919><c> maybe</c><00:04:29.190><c> you</c><00:04:29.370><c> love</c><00:04:29.789><c> the</c><00:04:30.000><c> fit</c><00:04:30.240><c> or</c>

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you hate it maybe you love the fit or
 

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you hate it maybe you love the fit or
maybe<00:04:30.570><c> you</c><00:04:30.690><c> love</c><00:04:30.870><c> the</c><00:04:30.990><c> color</c><00:04:31.200><c> but</c><00:04:31.530><c> something</c>

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maybe you love the color but something
 

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maybe you love the color but something
else<00:04:31.950><c> was</c><00:04:32.039><c> wrong</c><00:04:32.159><c> or</c><00:04:32.550><c> maybe</c><00:04:32.700><c> it</c><00:04:32.909><c> maybe</c><00:04:33.360><c> we</c>

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else was wrong or maybe it maybe we
 

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else was wrong or maybe it maybe we
knocked<00:04:33.690><c> out</c><00:04:33.810><c> of</c><00:04:33.930><c> the</c>

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knocked out of the
 

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knocked out of the
heart<00:04:34.260><c> and</c><00:04:34.410><c> got</c><00:04:34.500><c> it</c><00:04:34.590><c> completed</c><00:04:34.890><c> right</c><00:04:35.070><c> by</c><00:04:35.190><c> the</c>

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heart and got it completed right by the
 

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heart and got it completed right by the
way<00:04:35.400><c> you</c><00:04:35.460><c> write</c><00:04:35.760><c> that</c><00:04:35.790><c> reaction</c><00:04:36.270><c> down</c><00:04:36.660><c> right</c>

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way you write that reaction down right
 

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way you write that reaction down right
and<00:04:37.590><c> it's</c><00:04:37.770><c> really</c><00:04:38.070><c> really</c><00:04:38.430><c> hard</c><00:04:38.640><c> to</c><00:04:38.850><c> design</c><00:04:39.000><c> a</c>

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and it's really really hard to design a
 

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and it's really really hard to design a
survey<00:04:39.870><c> that</c><00:04:40.110><c> just</c><00:04:40.920><c> gets</c><00:04:41.100><c> every</c><00:04:41.520><c> single</c>

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survey that just gets every single
 

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survey that just gets every single
possible<00:04:42.150><c> thing</c><00:04:42.420><c> that</c><00:04:42.600><c> you</c><00:04:42.780><c> could</c><00:04:42.930><c> have</c><00:04:43.050><c> like</c>

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possible thing that you could have like
 

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possible thing that you could have like
you<00:04:43.320><c> know</c><00:04:43.380><c> maybe</c><00:04:43.650><c> it's</c><00:04:43.890><c> like</c><00:04:44.070><c> the</c><00:04:44.190><c> polka</c><00:04:44.400><c> dots</c>

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you know maybe it's like the polka dots
 

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you know maybe it's like the polka dots
like<00:04:44.940><c> that</c><00:04:45.150><c> we're</c><00:04:45.270><c> kind</c><00:04:45.450><c> of</c><00:04:45.480><c> strange</c><00:04:45.750><c> and</c><00:04:45.870><c> they</c>

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like that we're kind of strange and they
 

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like that we're kind of strange and they
were<00:04:46.050><c> in</c><00:04:46.260><c> last</c><00:04:46.500><c> year</c><00:04:46.860><c> but</c><00:04:46.980><c> not</c><00:04:47.160><c> in</c><00:04:47.310><c> all</c><00:04:47.520><c> right</c>

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were in last year but not in all right
 

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were in last year but not in all right
or<00:04:48.090><c> maybe</c><00:04:48.570><c> this</c><00:04:48.810><c> particular</c><00:04:49.230><c> kind</c><00:04:49.410><c> of</c><00:04:49.470><c> fabric</c>

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or maybe this particular kind of fabric
 

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or maybe this particular kind of fabric
like<00:04:50.340><c> you're</c><00:04:50.520><c> allergic</c><00:04:50.760><c> to</c><00:04:51.000><c> right</c><00:04:51.780><c> so</c><00:04:52.080><c> those</c>

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like you're allergic to right so those
 

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like you're allergic to right so those
are<00:04:52.320><c> very</c><00:04:52.470><c> specific</c><00:04:52.710><c> concrete</c><00:04:53.330><c> xbox</c><00:04:54.330><c> for</c>

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are very specific concrete xbox for
 

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are very specific concrete xbox for
feedback<00:04:54.900><c> which</c><00:04:55.260><c> can</c><00:04:55.440><c> be</c><00:04:55.620><c> free-flowing</c><00:04:56.520><c> text</c>

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feedback which can be free-flowing text
 

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feedback which can be free-flowing text
sure<00:04:57.360><c> mm-hmm</c><00:04:58.020><c> but</c><00:04:58.500><c> the</c><00:04:58.980><c> big</c><00:04:59.280><c> challenge</c><00:04:59.730><c> here</c>

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sure mm-hmm but the big challenge here
 

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sure mm-hmm but the big challenge here
is<00:04:59.970><c> that</c><00:05:00.540><c> how</c><00:05:01.140><c> you</c><00:05:01.200><c> describe</c><00:05:01.710><c> style</c><00:05:02.100><c> is</c><00:05:02.390><c> you</c>

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is that how you describe style is you
 

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is that how you describe style is you
know<00:05:03.480><c> it's</c><00:05:03.600><c> an</c><00:05:03.690><c> artistic</c><00:05:04.170><c> concept</c><00:05:04.380><c> right</c><00:05:04.830><c> it's</c>

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know it's an artistic concept right it's
 

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know it's an artistic concept right it's
really<00:05:05.790><c> hard</c><00:05:05.940><c> to</c><00:05:06.420><c> build</c><00:05:06.870><c> giant</c><00:05:07.830><c> sets</c><00:05:08.220><c> of</c>

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really hard to build giant sets of
 

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really hard to build giant sets of
attributes<00:05:08.490><c> over</c><00:05:09.090><c> this</c><00:05:09.180><c> but</c><00:05:09.420><c> the</c><00:05:09.540><c> text</c><00:05:09.870><c> get</c>

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attributes over this but the text get
 

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attributes over this but the text get
you<00:05:10.200><c> that</c><00:05:10.380><c> mm-hmm</c><00:05:11.160><c> and</c><00:05:11.670><c> so</c><00:05:11.820><c> that's</c><00:05:11.970><c> why</c><00:05:12.300><c> we're</c>

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you that mm-hmm and so that's why we're
 

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you that mm-hmm and so that's why we're
so<00:05:12.900><c> incredibly</c><00:05:13.560><c> interested</c><00:05:14.010><c> in</c><00:05:14.130><c> all</c><00:05:14.280><c> of</c><00:05:14.400><c> us</c>

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so incredibly interested in all of us
 

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so incredibly interested in all of us
because<00:05:15.000><c> we</c><00:05:15.240><c> can</c><00:05:15.390><c> actually</c><00:05:15.750><c> think</c><00:05:15.990><c> we</c><00:05:16.170><c> can</c>

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because we can actually think we can
 

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because we can actually think we can
build<00:05:16.440><c> a</c><00:05:16.710><c> style</c><00:05:17.160><c> space</c><00:05:17.460><c> we</c><00:05:17.970><c> can</c><00:05:18.120><c> think</c><00:05:18.390><c> that</c><00:05:18.600><c> we</c>

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build a style space we can think that we
 

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build a style space we can think that we
can<00:05:18.870><c> think</c><00:05:19.170><c> that</c><00:05:19.650><c> these</c><00:05:19.920><c> clothing</c><00:05:20.640><c> items</c><00:05:20.970><c> are</c>

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can think that these clothing items are
 

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can think that these clothing items are
very<00:05:21.240><c> similar</c><00:05:21.540><c> that</c><00:05:22.170><c> these</c><00:05:22.290><c> clients</c><00:05:22.800><c> are</c><00:05:23.040><c> very</c>

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very similar that these clients are very
 

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very similar that these clients are very
similar<00:05:23.430><c> because</c><00:05:23.670><c> they</c><00:05:24.090><c> describe</c><00:05:24.780><c> things</c><00:05:25.140><c> in</c>

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similar because they describe things in
 

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similar because they describe things in
the<00:05:25.440><c> same</c><00:05:25.590><c> way</c><00:05:25.860><c> and</c><00:05:26.460><c> turns</c><00:05:26.730><c> out</c><00:05:26.850><c> to</c><00:05:26.910><c> be</c><00:05:26.970><c> a</c><00:05:27.030><c> very</c>

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the same way and turns out to be a very
 

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the same way and turns out to be a very
powerful<00:05:27.420><c> idea</c><00:05:28.080><c> mmm</c><00:05:28.950><c> so</c><00:05:29.370><c> you</c><00:05:29.430><c> see</c><00:05:29.940><c> that</c><00:05:29.970><c> the</c>

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powerful idea mmm so you see that the
 

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powerful idea mmm so you see that the
kind<00:05:30.390><c> of</c><00:05:30.480><c> bears</c><00:05:31.050><c> all</c><00:05:31.260><c> that</c><00:05:31.710><c> people</c><00:05:31.950><c> can</c><00:05:32.610><c> be</c>

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kind of bears all that people can be
 

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kind of bears all that people can be
Gloucester's<00:05:33.180><c> the</c><00:05:33.840><c> styles</c><00:05:34.170><c> can</c><00:05:34.290><c> be</c>

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Gloucester's the styles can be
 

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Gloucester's the styles can be
identified<00:05:34.700><c> so</c><00:05:35.700><c> the</c><00:05:35.850><c> fashion</c><00:05:36.090><c> is</c><00:05:36.510><c> then</c><00:05:36.660><c> like</c>

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identified so the fashion is then like
 

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identified so the fashion is then like
the<00:05:36.960><c> collective</c><00:05:37.320><c> trends</c><00:05:37.710><c> in</c><00:05:37.920><c> the</c><00:05:38.460><c> space</c>

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the collective trends in the space
 

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the collective trends in the space
interesting<00:05:40.110><c> so</c><00:05:40.380><c> you</c><00:05:40.440><c> probably</c><00:05:40.710><c> are</c><00:05:40.950><c> like</c><00:05:41.100><c> one</c>

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interesting so you probably are like one
 

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interesting so you probably are like one
of<00:05:41.700><c> the</c><00:05:41.880><c> few</c><00:05:42.030><c> people</c><00:05:42.300><c> who</c><00:05:42.330><c> have</c><00:05:42.600><c> an</c><00:05:42.750><c> idea</c><00:05:43.110><c> you</c>

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of the few people who have an idea you
 

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of the few people who have an idea you
can<00:05:43.320><c> probably</c><00:05:43.620><c> see</c><00:05:43.830><c> like</c><00:05:43.980><c> computational</c>

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can probably see like computational
 

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can probably see like computational
define<00:05:44.880><c> fashion</c><00:05:45.720><c> that's</c><00:05:46.440><c> right</c><00:05:46.650><c> and</c><00:05:46.800><c> I</c><00:05:46.830><c> think</c>

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define fashion that's right and I think
 

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define fashion that's right and I think
that's<00:05:47.130><c> a</c><00:05:47.220><c> really</c><00:05:47.250><c> really</c><00:05:47.910><c> really</c><00:05:48.180><c> motivating</c>

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that's a really really really motivating
 

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that's a really really really motivating
thing<00:05:48.870><c> right</c><00:05:49.290><c> like</c><00:05:49.700><c> when</c><00:05:50.700><c> you</c><00:05:50.820><c> look</c><00:05:51.030><c> at</c><00:05:51.210><c> like</c>

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thing right like when you look at like
 

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thing right like when you look at like
the<00:05:51.600><c> trends</c><00:05:52.020><c> and</c><00:05:52.140><c> machine</c><00:05:52.410><c> learning</c><00:05:52.440><c> like</c><00:05:52.920><c> and</c>

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the trends and machine learning like and
 

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the trends and machine learning like and
like<00:05:53.670><c> there's</c><00:05:53.880><c> lots</c><00:05:54.030><c> of</c><00:05:54.150><c> barriers</c><00:05:54.450><c> that</c><00:05:54.600><c> have</c>

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like there's lots of barriers that have
 

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like there's lots of barriers that have
fallen<00:05:54.960><c> the</c><00:05:55.200><c> last</c><00:05:55.410><c> few</c><00:05:55.620><c> years</c><00:05:55.650><c> right</c><00:05:56.010><c> like</c>

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fallen the last few years right like
 

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fallen the last few years right like
alpha<00:05:56.760><c> go</c><00:05:56.910><c> one</c><00:05:57.210><c> like</c><00:05:57.420><c> a</c><00:05:57.450><c> few</c><00:05:57.780><c> few</c><00:05:58.200><c> months</c><00:05:58.470><c> ago</c>

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alpha go one like a few few months ago
 

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alpha go one like a few few months ago
mm-hmm<00:05:59.240><c> word</c><00:06:00.240><c> davec</c><00:06:00.540><c> when</c><00:06:00.690><c> it</c><00:06:00.810><c> first</c><00:06:00.990><c> came</c><00:06:01.140><c> out</c>

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mm-hmm word davec when it first came out
 

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mm-hmm word davec when it first came out
you<00:06:01.440><c> started</c><00:06:01.770><c> to</c><00:06:01.860><c> really</c><00:06:02.010><c> feel</c><00:06:02.310><c> like</c><00:06:02.340><c> you</c>

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you started to really feel like you
 

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you started to really feel like you
could<00:06:02.700><c> understand</c><00:06:03.150><c> words</c><00:06:03.530><c> with</c><00:06:04.530><c> all</c><00:06:04.680><c> this</c>

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could understand words with all this
 

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could understand words with all this
with<00:06:05.190><c> a</c><00:06:05.220><c> lot</c><00:06:05.430><c> of</c><00:06:05.460><c> like</c><00:06:05.670><c> deep</c><00:06:05.820><c> learning</c><00:06:05.940><c> on</c>

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with a lot of like deep learning on
 

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with a lot of like deep learning on
images<00:06:06.570><c> you</c><00:06:06.690><c> start</c><00:06:06.930><c> to</c><00:06:06.990><c> understand</c><00:06:07.380><c> that</c>

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images you start to understand that
 

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images you start to understand that
think<00:06:07.770><c> that</c><00:06:07.950><c> computers</c><00:06:08.520><c> can</c><00:06:08.610><c> actually</c>

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think that computers can actually
 

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think that computers can actually
understand<00:06:09.240><c> images</c><00:06:09.570><c> I</c><00:06:09.660><c> think</c><00:06:09.900><c> that</c><00:06:10.020><c> we</c><00:06:10.170><c> are</c>

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understand images I think that we are
 

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understand images I think that we are
very<00:06:11.040><c> close</c><00:06:11.250><c> to</c><00:06:11.550><c> understanding</c><00:06:12.150><c> fashion</c>

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very close to understanding fashion
 

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very close to understanding fashion
right<00:06:12.960><c> and</c><00:06:13.080><c> fashions</c><00:06:13.470><c> a</c><00:06:13.560><c> very</c><00:06:13.800><c> art</c><00:06:14.670><c> but</c><00:06:15.240><c> it's</c>

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right and fashions a very art but it's
 

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right and fashions a very art but it's
also<00:06:15.830><c> personalize</c><00:06:16.830><c> mm-hmm</c><00:06:17.340><c> and</c><00:06:18.210><c> I</c><00:06:18.630><c> think</c>

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also personalize mm-hmm and I think
 

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also personalize mm-hmm and I think
we're<00:06:19.140><c> just</c><00:06:19.470><c> at</c><00:06:19.620><c> the</c><00:06:19.710><c> edge</c><00:06:19.950><c> of</c><00:06:20.190><c> trying</c><00:06:20.550><c> to</c>

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we're just at the edge of trying to
 

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we're just at the edge of trying to
describe<00:06:21.000><c> those</c><00:06:21.300><c> things</c><00:06:21.600><c> quantitatively</c>

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describe those things quantitatively
 

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describe those things quantitatively
interesting<00:06:23.820><c> do</c><00:06:24.090><c> you</c><00:06:24.360><c> see</c><00:06:24.600><c> kind</c><00:06:25.110><c> of</c><00:06:25.230><c> do</c><00:06:25.410><c> try</c><00:06:25.650><c> to</c>

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interesting do you see kind of do try to
 

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interesting do you see kind of do try to
define<00:06:26.310><c> a</c><00:06:26.670><c> distinguished</c><00:06:27.660><c> fashion</c><00:06:27.990><c> by</c>

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define a distinguished fashion by
 

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define a distinguished fashion by
geographical<00:06:29.460><c> area</c><00:06:29.850><c> by</c><00:06:30.030><c> country</c><00:06:30.680><c> like</c><00:06:31.680><c> do</c><00:06:31.890><c> you</c>

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geographical area by country like do you
 

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geographical area by country like do you
see<00:06:32.130><c> kind</c><00:06:32.340><c> of</c><00:06:32.430><c> it</c><00:06:32.640><c> gah</c><00:06:32.940><c> Stewart</c><00:06:33.330><c> in</c><00:06:33.960><c> that</c><00:06:34.140><c> space</c>

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see kind of it gah Stewart in that space
 

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see kind of it gah Stewart in that space
I<00:06:34.620><c> think</c><00:06:34.980><c> that's</c><00:06:35.130><c> a</c><00:06:35.220><c> really</c><00:06:35.250><c> interesting</c>

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I think that's a really interesting
 

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I think that's a really interesting
question<00:06:35.910><c> right</c><00:06:36.390><c> like</c><00:06:36.600><c> how</c><00:06:36.780><c> much</c><00:06:36.990><c> of</c><00:06:37.290><c> your</c>

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question right like how much of your
 

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question right like how much of your
personal<00:06:38.250><c> taste</c><00:06:38.430><c> is</c><00:06:38.790><c> say</c><00:06:39.390><c> influenced</c><00:06:39.780><c> by</c><00:06:39.870><c> your</c>

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personal taste is say influenced by your
 

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personal taste is say influenced by your
friends<00:06:40.320><c> right</c><00:06:40.500><c> how</c><00:06:41.040><c> much</c><00:06:41.250><c> of</c><00:06:41.280><c> it</c><00:06:41.580><c> is</c>

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friends right how much of it is
 

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friends right how much of it is
influenced<00:06:42.540><c> by</c><00:06:42.600><c> your</c><00:06:43.200><c> occupation</c><00:06:43.860><c> how</c><00:06:44.070><c> much</c>

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influenced by your occupation how much
 

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influenced by your occupation how much
region<00:06:45.270><c> how</c><00:06:45.870><c> much</c><00:06:46.080><c> of</c><00:06:46.229><c> it</c><00:06:46.379><c> is</c><00:06:46.620><c> unique</c><00:06:47.219><c> to</c><00:06:47.280><c> you</c>

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region how much of it is unique to you
 

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region how much of it is unique to you
right<00:06:47.849><c> like</c><00:06:48.180><c> how</c><00:06:48.569><c> much</c><00:06:48.689><c> of</c><00:06:48.870><c> it</c><00:06:48.960><c> is</c><00:06:48.990><c> a</c><00:06:49.080><c> reaction</c>

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right like how much of it is a reaction
 

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right like how much of it is a reaction
to<00:06:49.919><c> who</c><00:06:50.610><c> you</c><00:06:50.789><c> were</c><00:06:50.819><c> a</c><00:06:51.060><c> year</c><00:06:51.330><c> ago</c><00:06:51.389><c> right</c><00:06:51.840><c> now</c><00:06:51.930><c> for</c>

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to who you were a year ago right now for
 

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to who you were a year ago right now for
example<00:06:52.229><c> I</c><00:06:52.620><c> go</c><00:06:52.770><c> back</c><00:06:52.889><c> and</c><00:06:53.069><c> look</c><00:06:53.159><c> at</c><00:06:53.280><c> my</c><00:06:53.370><c> closet</c>

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example I go back and look at my closet
 

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example I go back and look at my closet
I<00:06:53.909><c> look</c><00:06:54.090><c> at</c><00:06:54.210><c> the</c><00:06:54.300><c> clothes</c><00:06:54.539><c> that</c><00:06:54.689><c> I</c><00:06:54.719><c> had</c><00:06:54.960><c> like</c>

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I look at the clothes that I had like
 

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I look at the clothes that I had like
two<00:06:55.319><c> years</c><00:06:55.500><c> ago</c><00:06:55.620><c> I'm</c><00:06:55.830><c> like</c><00:06:55.979><c> I'm</c><00:06:56.099><c> not</c><00:06:56.219><c> wearing</c>

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two years ago I'm like I'm not wearing
 

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two years ago I'm like I'm not wearing
that<00:06:56.520><c> anymore</c><00:06:56.819><c> right</c><00:06:57.479><c> I'm</c><00:06:57.810><c> perfectly</c><00:06:58.289><c> fine</c>

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that anymore right I'm perfectly fine
 

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that anymore right I'm perfectly fine
clothing<00:06:58.830><c> but</c><00:06:59.669><c> it's</c><00:06:59.939><c> it's</c><00:07:00.659><c> out</c><00:07:00.900><c> of</c><00:07:00.930><c> fashion</c>

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clothing but it's it's out of fashion
 

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clothing but it's it's out of fashion
right<00:07:01.740><c> alright</c><00:07:02.340><c> so</c><00:07:02.550><c> and</c><00:07:02.789><c> so</c><00:07:03.210><c> you</c><00:07:03.539><c> know</c><00:07:03.569><c> you</c>

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right alright so and so you know you
 

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right alright so and so you know you
coupling<00:07:04.530><c> to</c><00:07:04.650><c> yourself</c><00:07:05.009><c> is</c><00:07:05.189><c> also</c><00:07:05.550><c> like</c><00:07:05.669><c> an</c>

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coupling to yourself is also like an
 

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coupling to yourself is also like an
interesting<00:07:06.539><c> sort</c><00:07:06.960><c> of</c><00:07:07.080><c> like</c><00:07:07.259><c> reaction</c><00:07:07.770><c> I</c><00:07:07.860><c> can</c>

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interesting sort of like reaction I can
 

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interesting sort of like reaction I can
happen<00:07:08.370><c> right</c><00:07:08.520><c> so</c><00:07:09.210><c> now</c><00:07:09.599><c> what</c><00:07:09.870><c> how</c><00:07:10.650><c> do</c><00:07:10.710><c> you</c><00:07:11.330><c> you</c>

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happen right so now what how do you you
 

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happen right so now what how do you you
can<00:07:12.509><c> write</c><00:07:12.689><c> that</c><00:07:12.870><c> down</c><00:07:13.020><c> as</c><00:07:13.139><c> an</c><00:07:13.259><c> equation</c><00:07:13.530><c> how</c>

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can write that down as an equation how
 

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can write that down as an equation how
do<00:07:14.099><c> you</c><00:07:14.159><c> find</c><00:07:14.430><c> the</c><00:07:14.520><c> coefficients</c><00:07:15.150><c> there</c><00:07:15.300><c> how</c>

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do you find the coefficients there how
 

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do you find the coefficients there how
do<00:07:15.539><c> you</c><00:07:15.629><c> find</c><00:07:15.840><c> the</c><00:07:15.960><c> local</c><00:07:16.289><c> features</c><00:07:16.650><c> how</c><00:07:17.099><c> do</c>

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do you find the local features how do
 

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do you find the local features how do
you<00:07:17.279><c> find</c><00:07:17.490><c> what's</c><00:07:17.669><c> important</c><00:07:18.120><c> I</c><00:07:18.270><c> think</c><00:07:18.840><c> that's</c>

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you find what's important I think that's
 

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you find what's important I think that's
like<00:07:19.620><c> what</c><00:07:19.889><c> our</c><00:07:20.069><c> algorithms</c><00:07:20.759><c> team</c><00:07:20.969><c> at</c><00:07:21.120><c> stitch</c>

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like what our algorithms team at stitch
 

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like what our algorithms team at stitch
fix's<00:07:21.599><c> trying</c><00:07:21.900><c> to</c><00:07:21.990><c> do</c><00:07:22.110><c> in</c><00:07:22.229><c> a</c><00:07:22.289><c> large</c><00:07:22.500><c> part</c>

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fix's trying to do in a large part
 

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fix's trying to do in a large part
trying<00:07:23.279><c> to</c><00:07:23.340><c> describe</c><00:07:23.580><c> our</c><00:07:23.849><c> clients</c><00:07:24.240><c> try</c><00:07:24.689><c> to</c>

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trying to describe our clients try to
 

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trying to describe our clients try to
describe<00:07:25.020><c> our</c><00:07:25.259><c> merchandise</c><00:07:25.710><c> and</c><00:07:25.919><c> tryna</c><00:07:26.129><c> style</c>

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describe our merchandise and tryna style
 

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describe our merchandise and tryna style
or<00:07:26.909><c> trying</c><00:07:27.210><c> to</c><00:07:27.270><c> figure</c><00:07:27.479><c> out</c><00:07:27.539><c> what</c><00:07:27.750><c> the</c><00:07:27.840><c> whole</c>

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or trying to figure out what the whole
 

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or trying to figure out what the whole
styling<00:07:28.409><c> experience</c><00:07:28.800><c> is</c><00:07:28.919><c> like</c><00:07:29.069><c> mm-hmm</c><00:07:29.729><c> so</c><00:07:30.330><c> I</c>

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styling experience is like mm-hmm so I
 

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styling experience is like mm-hmm so I
understand<00:07:31.379><c> the</c><00:07:31.409><c> guys</c><00:07:31.650><c> are</c><00:07:31.979><c> involving</c><00:07:32.669><c> human</c>

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understand the guys are involving human
 

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understand the guys are involving human
in<00:07:33.449><c> the</c><00:07:33.629><c> loop</c><00:07:33.659><c> oh</c><00:07:34.020><c> yeah</c><00:07:34.500><c> right</c><00:07:34.680><c> so</c><00:07:34.949><c> how</c><00:07:35.129><c> he</c>

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in the loop oh yeah right so how he
 

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in the loop oh yeah right so how he
could<00:07:35.729><c> talk</c><00:07:35.909><c> a</c><00:07:35.939><c> little</c><00:07:36.120><c> bit</c><00:07:36.300><c> about</c><00:07:36.479><c> that</c>

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could talk a little bit about that
 

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could talk a little bit about that
because<00:07:36.960><c> it's</c><00:07:37.199><c> kind</c><00:07:37.289><c> of</c><00:07:37.379><c> combination</c><00:07:37.650><c> of</c>

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because it's kind of combination of
 

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because it's kind of combination of
humans<00:07:38.370><c> and</c><00:07:38.550><c> machines</c><00:07:38.669><c> yeah</c><00:07:39.180><c> that's</c><00:07:39.479><c> a</c><00:07:39.569><c> huge</c>

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humans and machines yeah that's a huge
 

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humans and machines yeah that's a huge
part<00:07:39.960><c> of</c><00:07:40.050><c> our</c><00:07:40.139><c> business</c><00:07:40.289><c> and</c><00:07:40.889><c> I</c><00:07:40.979><c> think</c><00:07:41.219><c> for</c><00:07:41.729><c> us</c>

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part of our business and I think for us
 

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part of our business and I think for us
anyway<00:07:42.360><c> it's</c><00:07:42.659><c> an</c><00:07:42.779><c> enormous</c><00:07:43.229><c> competitive</c>

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anyway it's an enormous competitive
 

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anyway it's an enormous competitive
advantage<00:07:45.110><c> you</c><00:07:46.110><c> know</c><00:07:46.139><c> not</c><00:07:46.409><c> met</c><00:07:46.650><c> the</c><00:07:46.800><c> many</c><00:07:46.979><c> I</c>

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advantage you know not met the many I
 

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advantage you know not met the many I
think<00:07:49.680><c> it's</c><00:07:49.800><c> easy</c><00:07:50.039><c> to</c><00:07:50.190><c> become</c><00:07:50.430><c> obsessed</c><00:07:50.879><c> with</c>

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think it's easy to become obsessed with
 

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think it's easy to become obsessed with
writing<00:07:51.690><c> the</c><00:07:52.169><c> most</c><00:07:52.349><c> awesome</c><00:07:52.740><c> machine</c>

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writing the most awesome machine
 

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writing the most awesome machine
learning<00:07:53.310><c> the</c><00:07:53.550><c> most</c><00:07:53.729><c> awesome</c><00:07:54.089><c> deep</c><00:07:54.270><c> learning</c>

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learning the most awesome deep learning
 

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learning the most awesome deep learning
algorithm<00:07:55.020><c> ever</c><00:07:56.120><c> but</c><00:07:57.120><c> I</c><00:07:57.150><c> think</c><00:07:57.270><c> fundamentally</c>

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algorithm ever but I think fundamentally
 

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algorithm ever but I think fundamentally
where<00:07:58.979><c> we're</c><00:07:59.550><c> going</c><00:07:59.729><c> to</c><00:07:59.789><c> be</c><00:07:59.940><c> for</c><00:08:00.150><c> at</c><00:08:00.210><c> least</c><00:08:00.300><c> the</c>

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where we're going to be for at least the
 

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where we're going to be for at least the
next<00:08:00.719><c> like</c><00:08:00.870><c> 20</c><00:08:01.319><c> years</c><00:08:01.560><c> is</c><00:08:01.860><c> seeing</c><00:08:02.819><c> new</c><00:08:03.089><c> forms</c>

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next like 20 years is seeing new forms
 

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next like 20 years is seeing new forms
of<00:08:03.659><c> like</c><00:08:03.839><c> humans</c><00:08:04.620><c> interacting</c><00:08:05.219><c> with</c><00:08:05.370><c> machines</c>

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of like humans interacting with machines
 

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of like humans interacting with machines
and<00:08:07.740><c> so</c><00:08:08.250><c> that's</c><00:08:08.490><c> where</c><00:08:08.699><c> our</c><00:08:08.729><c> H</c><00:08:09.000><c> come</c><00:08:09.270><c> to</c><00:08:09.389><c> our</c>

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and so that's where our H come to our
 

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and so that's where our H come to our
human<00:08:09.719><c> computation</c><00:08:10.080><c> team</c><00:08:10.529><c> comes</c><00:08:10.830><c> in</c><00:08:10.949><c> handy</c>

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human computation team comes in handy
 

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human computation team comes in handy
right<00:08:11.490><c> so</c><00:08:11.759><c> we</c><00:08:12.360><c> have</c><00:08:12.629><c> a</c><00:08:12.870><c> we</c><00:08:13.289><c> have</c><00:08:13.409><c> several</c>

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right so we have a we have several
 

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right so we have a we have several
thousands<00:08:14.430><c> of</c><00:08:14.580><c> like</c><00:08:14.759><c> a</c><00:08:14.960><c> fashion</c><00:08:15.960><c> experts</c><00:08:16.409><c> our</c>

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thousands of like a fashion experts our
 

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thousands of like a fashion experts our
stylists<00:08:17.069><c> and</c><00:08:17.509><c> that</c><00:08:18.509><c> is</c><00:08:18.659><c> a</c><00:08:18.689><c> computing</c>

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stylists and that is a computing
 

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stylists and that is a computing
resource<00:08:19.680><c> right</c><00:08:19.979><c> that</c><00:08:20.669><c> is</c><00:08:21.050><c> that</c><00:08:22.050><c> is</c><00:08:22.199><c> that</c><00:08:22.439><c> is</c><00:08:22.979><c> a</c>

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resource right that is that is that is a
 

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resource right that is that is that is a
pool<00:08:23.339><c> of</c><00:08:23.639><c> experts</c><00:08:24.240><c> that</c><00:08:24.360><c> we</c><00:08:24.509><c> can</c><00:08:24.689><c> ask</c><00:08:24.870><c> and</c>

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pool of experts that we can ask and
 

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pool of experts that we can ask and
answer<00:08:25.199><c> questions</c><00:08:25.379><c> from</c><00:08:25.830><c> like</c><00:08:26.099><c> what</c><00:08:26.339><c> does</c>

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answer questions from like what does
 

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answer questions from like what does
this<00:08:26.759><c> style</c><00:08:27.029><c> mean</c><00:08:27.300><c> to</c><00:08:27.479><c> you</c><00:08:27.629><c> yeah</c><00:08:28.139><c> thanks</c><00:08:28.650><c> to</c>

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this style mean to you yeah thanks to
 

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this style mean to you yeah thanks to
this<00:08:28.889><c> tile</c><00:08:29.159><c> can</c><00:08:29.430><c> you</c><00:08:29.550><c> try</c><00:08:29.789><c> to</c><00:08:29.819><c> try</c><00:08:30.599><c> to</c>

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this tile can you try to try to
 

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this tile can you try to try to
interpret<00:08:31.529><c> this</c><00:08:31.740><c> style</c><00:08:32.039><c> in</c><00:08:32.159><c> the</c><00:08:32.339><c> way</c><00:08:32.519><c> that</c><00:08:32.760><c> our</c>

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interpret this style in the way that our
 

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interpret this style in the way that our
computers<00:08:33.360><c> can</c><00:08:33.479><c> do</c><00:08:33.630><c> something</c><00:08:33.930><c> with</c><00:08:34.140><c> that</c>

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computers can do something with that
 

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computers can do something with that
data<00:08:34.680><c> mm-hmm</c><00:08:35.219><c> and</c><00:08:35.370><c> that</c><00:08:35.490><c> is</c><00:08:35.610><c> incredibly</c>

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data mm-hmm and that is incredibly
 

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data mm-hmm and that is incredibly
powerful<00:08:36.990><c> right</c><00:08:37.199><c> and</c><00:08:37.380><c> so</c><00:08:37.769><c> suddenly</c><00:08:38.159><c> you</c><00:08:38.310><c> know</c>

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powerful right and so suddenly you know
 

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powerful right and so suddenly you know
even<00:08:39.209><c> like</c><00:08:39.479><c> at</c><00:08:39.599><c> a</c><00:08:39.630><c> very</c><00:08:39.779><c> low</c><00:08:39.930><c> level</c><00:08:39.959><c> we</c><00:08:40.440><c> get</c>

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even like at a very low level we get
 

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even like at a very low level we get
things<00:08:40.919><c> like</c><00:08:41.719><c> you</c><00:08:42.719><c> know</c><00:08:42.810><c> at</c><00:08:43.079><c> the</c><00:08:43.199><c> very</c><00:08:43.229><c> least</c>

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things like you know at the very least
 

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things like you know at the very least
we<00:08:43.680><c> get</c><00:08:43.829><c> like</c><00:08:43.979><c> labels</c><00:08:44.459><c> for</c><00:08:44.640><c> our</c><00:08:44.760><c> data</c><00:08:44.940><c> sets</c>

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we get like labels for our data sets
 

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we get like labels for our data sets
right<00:08:45.449><c> and</c><00:08:45.779><c> it's</c><00:08:45.930><c> certainly</c><00:08:46.170><c> start</c><00:08:46.589><c> with</c><00:08:46.709><c> that</c>

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right and it's certainly start with that
 

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right and it's certainly start with that
but<00:08:47.399><c> i</c><00:08:47.430><c> think</c><00:08:47.640><c> there's</c><00:08:47.760><c> also</c><00:08:47.910><c> really</c>

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but i think there's also really
 

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but i think there's also really
interesting<00:08:48.600><c> parts</c><00:08:48.899><c> like</c><00:08:49.170><c> what</c><00:08:49.680><c> is</c><00:08:49.829><c> a</c><00:08:49.860><c> machine</c>

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interesting parts like what is a machine
 

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interesting parts like what is a machine
really<00:08:50.490><c> good</c><00:08:50.790><c> at</c><00:08:50.970><c> and</c><00:08:51.209><c> what</c><00:08:51.240><c> is</c><00:08:51.720><c> a</c><00:08:51.750><c> human</c>

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really good at and what is a human
 

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really good at and what is a human
really<00:08:52.410><c> good</c><00:08:52.589><c> at</c><00:08:53.630><c> 41</c><00:08:54.630><c> the</c><00:08:54.839><c> human</c><00:08:55.110><c> is</c><00:08:55.199><c> extremely</c>

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really good at 41 the human is extremely
 

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really good at 41 the human is extremely
good<00:08:55.920><c> at</c><00:08:55.949><c> forming</c><00:08:56.399><c> relationships</c><00:08:56.520><c> with</c>

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good at forming relationships with
 

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good at forming relationships with
our<00:08:57.530><c> clients</c><00:08:57.860><c> are</c><00:08:57.950><c> stylus</c><00:08:58.280><c> extremely</c><00:08:58.820><c> good</c><00:08:58.970><c> at</c>

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our clients are stylus extremely good at
 

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our clients are stylus extremely good at
forming<00:08:59.390><c> relationships</c><00:08:59.860><c> understanding</c><00:09:00.860><c> our</c>

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forming relationships understanding our
 

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forming relationships understanding our
clients<00:09:01.580><c> of</c><00:09:01.670><c> capturing</c><00:09:02.570><c> trends</c><00:09:03.110><c> of</c><00:09:03.260><c> capturing</c>

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clients of capturing trends of capturing
 

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clients of capturing trends of capturing
all<00:09:03.890><c> kinds</c><00:09:04.220><c> of</c><00:09:04.280><c> different</c><00:09:04.370><c> context</c><00:09:04.940><c> of</c>

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all kinds of different context of
 

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all kinds of different context of
reading<00:09:05.720><c> the</c><00:09:05.810><c> text</c><00:09:06.170><c> for</c><00:09:06.350><c> example</c><00:09:06.440><c> of</c><00:09:07.160><c> looking</c>

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reading the text for example of looking
 

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reading the text for example of looking
at<00:09:07.550><c> their</c><00:09:07.670><c> Pinterest</c><00:09:08.030><c> boards</c><00:09:08.450><c> and</c><00:09:08.570><c> try</c><00:09:08.600><c> to</c>

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at their Pinterest boards and try to
 

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at their Pinterest boards and try to
figure<00:09:08.930><c> out</c><00:09:09.020><c> a</c><00:09:09.110><c> cohesive</c><00:09:09.500><c> form</c><00:09:09.950><c> of</c><00:09:10.040><c> their</c>

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figure out a cohesive form of their
 

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figure out a cohesive form of their
style<00:09:10.400><c> what's</c><00:09:11.150><c> the</c><00:09:11.270><c> computer</c><00:09:11.630><c> really</c><00:09:11.780><c> good</c><00:09:12.020><c> at</c>

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style what's the computer really good at
 

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style what's the computer really good at
okay<00:09:12.950><c> it's</c><00:09:13.070><c> really</c><00:09:13.280><c> good</c><00:09:13.400><c> at</c><00:09:13.490><c> wrote</c>

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okay it's really good at wrote
 

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okay it's really good at wrote
calculations<00:09:14.450><c> so</c><00:09:15.020><c> like</c><00:09:15.290><c> a</c><00:09:15.440><c> lot</c><00:09:15.680><c> of</c><00:09:15.800><c> things</c>

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calculations so like a lot of things
 

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calculations so like a lot of things
like<00:09:16.280><c> this</c><00:09:16.910><c> particular</c><00:09:17.660><c> item</c><00:09:17.900><c> is</c><00:09:18.020><c> extremely</c>

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like this particular item is extremely
 

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like this particular item is extremely
popular<00:09:18.860><c> like</c><00:09:19.280><c> we</c><00:09:19.430><c> should</c><00:09:19.610><c> you</c><00:09:19.820><c> know</c><00:09:19.940><c> probably</c>

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popular like we should you know probably
 

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popular like we should you know probably
put<00:09:20.390><c> that</c><00:09:20.510><c> up</c><00:09:20.630><c> there</c><00:09:20.660><c> mm-hmm</c><00:09:21.410><c> we</c><00:09:21.590><c> should</c><00:09:21.770><c> it's</c>

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put that up there mm-hmm we should it's
 

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put that up there mm-hmm we should it's
probably<00:09:22.370><c> really</c><00:09:22.670><c> good</c><00:09:22.820><c> at</c><00:09:22.970><c> figuring</c><00:09:23.300><c> out</c><00:09:23.360><c> to</c>

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probably really good at figuring out to
 

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probably really good at figuring out to
start<00:09:23.810><c> the</c><00:09:23.930><c> sizes</c><00:09:24.470><c> of</c><00:09:24.500><c> different</c><00:09:24.950><c> things</c><00:09:25.160><c> lots</c>

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start the sizes of different things lots
 

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start the sizes of different things lots
of<00:09:26.060><c> things</c><00:09:26.120><c> that</c><00:09:26.450><c> can</c><00:09:26.600><c> be</c><00:09:26.660><c> like</c><00:09:26.870><c> numerically</c>

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of things that can be like numerically
 

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of things that can be like numerically
quantified<00:09:27.890><c> like</c><00:09:28.340><c> don't</c><00:09:28.550><c> make</c><00:09:28.790><c> don't</c><00:09:29.540><c> make</c><00:09:29.630><c> a</c>

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quantified like don't make don't make a
 

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quantified like don't make don't make a
stylus<00:09:30.020><c> do</c><00:09:30.140><c> an</c><00:09:30.260><c> inner</c><00:09:30.440><c> product</c><00:09:30.710><c> don't</c><00:09:30.980><c> make</c>

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stylus do an inner product don't make
 

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stylus do an inner product don't make
her<00:09:31.190><c> do</c><00:09:31.340><c> a</c><00:09:31.370><c> dot</c><00:09:31.640><c> product</c><00:09:31.880><c> in</c><00:09:32.060><c> her</c><00:09:32.150><c> head</c><00:09:32.330><c> between</c>

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her do a dot product in her head between
 

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her do a dot product in her head between
client<00:09:33.980><c> features</c><00:09:34.310><c> and</c><00:09:34.550><c> item</c><00:09:34.820><c> features</c><00:09:35.210><c> right</c>

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client features and item features right
 

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client features and item features right
right<00:09:35.990><c> but</c><00:09:36.830><c> do</c><00:09:37.070><c> give</c><00:09:37.310><c> the</c><00:09:37.460><c> information</c><00:09:37.700><c> that</c><00:09:38.030><c> a</c>

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right but do give the information that a
 

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right but do give the information that a
stylist<00:09:38.630><c> can</c><00:09:38.810><c> then</c><00:09:38.960><c> use</c><00:09:39.140><c> so</c><00:09:39.440><c> mm-hmm</c><00:09:39.980><c> text</c><00:09:40.760><c> i</c>

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stylist can then use so mm-hmm text i
 

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stylist can then use so mm-hmm text i
think<00:09:40.970><c> is</c><00:09:41.060><c> actually</c><00:09:41.180><c> a</c><00:09:41.360><c> very</c><00:09:41.450><c> big</c><00:09:41.690><c> example</c>

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think is actually a very big example
 

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think is actually a very big example
text<00:09:42.500><c> is</c><00:09:42.710><c> somewhere</c><00:09:43.040><c> where</c><00:09:43.340><c> a</c><00:09:44.170><c> computer</c><00:09:45.170><c> can</c>

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text is somewhere where a computer can
 

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text is somewhere where a computer can
kind<00:09:45.800><c> of</c><00:09:45.980><c> understand</c><00:09:46.460><c> a</c><00:09:46.580><c> little</c><00:09:46.730><c> bit</c><00:09:46.940><c> about</c>

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kind of understand a little bit about
 

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kind of understand a little bit about
what's<00:09:47.360><c> going</c><00:09:47.510><c> on</c><00:09:47.720><c> so</c><00:09:47.930><c> like</c><00:09:48.110><c> you</c><00:09:48.230><c> can</c><00:09:48.380><c> kind</c><00:09:48.620><c> of</c>

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what's going on so like you can kind of
 

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what's going on so like you can kind of
do<00:09:48.830><c> searching</c><00:09:49.280><c> like</c><00:09:49.460><c> searching</c><00:09:49.700><c> is</c><00:09:49.910><c> ok</c><00:09:51.190><c> but</c>

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do searching like searching is ok but
 

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do searching like searching is ok but
understanding<00:09:53.030><c> the</c><00:09:53.300><c> nuance</c><00:09:53.690><c> whenever</c><00:09:54.170><c> she</c>

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understanding the nuance whenever she
 

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understanding the nuance whenever she
says<00:09:54.680><c> that</c><00:09:55.630><c> you</c><00:09:56.630><c> know</c><00:09:56.780><c> i</c><00:09:56.990><c> want</c><00:09:57.350><c> exactly</c><00:09:57.650><c> the</c>

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says that you know i want exactly the
 

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says that you know i want exactly the
same<00:09:58.100><c> thing</c><00:09:58.400><c> all</c><00:09:58.640><c> right</c><00:09:58.760><c> you</c><00:09:58.880><c> know</c><00:09:58.910><c> i</c><00:09:59.000><c> love</c>

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same thing all right you know i love
 

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same thing all right you know i love
this<00:09:59.840><c> everything</c><00:10:00.290><c> about</c><00:10:00.680><c> it</c><00:10:00.740><c> but</c><00:10:01.160><c> uh</c><00:10:01.270><c> you</c><00:10:02.270><c> know</c>

00:10:02.290 --> 00:10:02.300 align:start position:0%
this everything about it but uh you know
 

00:10:02.300 --> 00:10:04.150 align:start position:0%
this everything about it but uh you know
i<00:10:02.390><c> didn't</c><00:10:02.630><c> buy</c><00:10:02.720><c> it</c><00:10:02.780><c> because</c><00:10:02.960><c> it's</c><00:10:03.290><c> half</c><00:10:03.920><c> a</c><00:10:04.010><c> size</c>

00:10:04.150 --> 00:10:04.160 align:start position:0%
i didn't buy it because it's half a size
 

00:10:04.160 --> 00:10:06.190 align:start position:0%
i didn't buy it because it's half a size
too<00:10:04.310><c> small</c><00:10:04.340><c> mm-hmm</c><00:10:05.150><c> computers</c><00:10:05.870><c> is</c><00:10:05.990><c> going</c><00:10:06.140><c> to</c>

00:10:06.190 --> 00:10:06.200 align:start position:0%
too small mm-hmm computers is going to
 

00:10:06.200 --> 00:10:07.990 align:start position:0%
too small mm-hmm computers is going to
just<00:10:06.740><c> see</c><00:10:06.920><c> that</c><00:10:07.070><c> she</c><00:10:07.310><c> didn't</c><00:10:07.610><c> return</c><00:10:07.790><c> that</c>

00:10:07.990 --> 00:10:08.000 align:start position:0%
just see that she didn't return that
 

00:10:08.000 --> 00:10:10.180 align:start position:0%
just see that she didn't return that
item<00:10:08.480><c> it's</c><00:10:09.260><c> going</c><00:10:09.410><c> to</c><00:10:09.440><c> be</c><00:10:09.560><c> a</c><00:10:09.590><c> little</c><00:10:09.800><c> bit</c><00:10:09.920><c> hard</c>

00:10:10.180 --> 00:10:10.190 align:start position:0%
item it's going to be a little bit hard
 

00:10:10.190 --> 00:10:12.160 align:start position:0%
item it's going to be a little bit hard
to<00:10:10.280><c> parse</c><00:10:10.730><c> out</c><00:10:10.940><c> exactly</c><00:10:11.510><c> the</c><00:10:11.690><c> right</c><00:10:11.840><c> kind</c><00:10:12.080><c> of</c>

00:10:12.160 --> 00:10:12.170 align:start position:0%
to parse out exactly the right kind of
 

00:10:12.170 --> 00:10:13.810 align:start position:0%
to parse out exactly the right kind of
action<00:10:12.440><c> they</c><00:10:12.530><c> should</c><00:10:12.710><c> take</c><00:10:12.860><c> their</c><00:10:13.100><c> that's</c>

00:10:13.810 --> 00:10:13.820 align:start position:0%
action they should take their that's
 

00:10:13.820 --> 00:10:15.250 align:start position:0%
action they should take their that's
exactly<00:10:14.000><c> a</c><00:10:14.360><c> kind</c><00:10:14.600><c> of</c><00:10:14.690><c> thing</c><00:10:14.840><c> that</c><00:10:14.870><c> you</c><00:10:15.080><c> can</c>

00:10:15.250 --> 00:10:15.260 align:start position:0%
exactly a kind of thing that you can
 

00:10:15.260 --> 00:10:17.170 align:start position:0%
exactly a kind of thing that you can
then<00:10:15.440><c> maybe</c><00:10:15.860><c> surface</c><00:10:16.370><c> and</c><00:10:16.580><c> bubble</c><00:10:16.850><c> up</c><00:10:17.000><c> to</c><00:10:17.030><c> a</c>

00:10:17.170 --> 00:10:17.180 align:start position:0%
then maybe surface and bubble up to a
 

00:10:17.180 --> 00:10:19.060 align:start position:0%
then maybe surface and bubble up to a
stylus<00:10:17.630><c> in</c><00:10:17.750><c> a</c><00:10:17.810><c> particular</c><00:10:18.260><c> way</c><00:10:18.290><c> and</c><00:10:18.680><c> then</c><00:10:18.980><c> a</c>

00:10:19.060 --> 00:10:19.070 align:start position:0%
stylus in a particular way and then a
 

00:10:19.070 --> 00:10:21.610 align:start position:0%
stylus in a particular way and then a
stylus<00:10:19.430><c> cannon</c><00:10:19.790><c> like</c><00:10:19.940><c> action</c><00:10:20.330><c> off</c><00:10:20.510><c> of</c><00:10:20.690><c> it</c><00:10:20.840><c> so</c>

00:10:21.610 --> 00:10:21.620 align:start position:0%
stylus cannon like action off of it so
 

00:10:21.620 --> 00:10:23.380 align:start position:0%
stylus cannon like action off of it so
it's<00:10:22.070><c> this</c><00:10:22.310><c> interaction</c><00:10:22.760><c> i</c><00:10:23.000><c> think</c><00:10:23.240><c> between</c>

00:10:23.380 --> 00:10:23.390 align:start position:0%
it's this interaction i think between
 

00:10:23.390 --> 00:10:25.180 align:start position:0%
it's this interaction i think between
humans<00:10:23.870><c> and</c><00:10:23.990><c> machines</c><00:10:24.140><c> it's</c><00:10:24.530><c> like</c><00:10:24.650><c> super</c>

00:10:25.180 --> 00:10:25.190 align:start position:0%
humans and machines it's like super
 

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humans and machines it's like super
super<00:10:25.550><c> interesting</c><00:10:26.240><c> and</c><00:10:26.450><c> it's</c><00:10:28.390><c> and</c><00:10:29.390><c> it's</c><00:10:29.510><c> at</c>

00:10:29.620 --> 00:10:29.630 align:start position:0%
super interesting and it's and it's at
 

00:10:29.630 --> 00:10:30.910 align:start position:0%
super interesting and it's and it's at
the<00:10:29.720><c> heart</c><00:10:29.750><c> of</c><00:10:30.110><c> what</c><00:10:30.260><c> our</c><00:10:30.290><c> human</c><00:10:30.650><c> computation</c>

00:10:30.910 --> 00:10:30.920 align:start position:0%
the heart of what our human computation
 

00:10:30.920 --> 00:10:33.370 align:start position:0%
the heart of what our human computation
team<00:10:31.370><c> is</c><00:10:31.490><c> trying</c><00:10:31.670><c> to</c><00:10:31.820><c> do</c><00:10:31.970><c> so</c><00:10:32.540><c> I</c><00:10:32.570><c> guys</c><00:10:32.840><c> try</c><00:10:33.230><c> and</c>

00:10:33.370 --> 00:10:33.380 align:start position:0%
team is trying to do so I guys try and
 

00:10:33.380 --> 00:10:35.380 align:start position:0%
team is trying to do so I guys try and
basically<00:10:33.860><c> to</c><00:10:34.040><c> see</c><00:10:34.730><c> where</c><00:10:34.940><c> this</c><00:10:35.060><c> device</c>

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basically to see where this device
 

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basically to see where this device
should<00:10:35.570><c> be</c><00:10:35.750><c> what</c><00:10:36.320><c> kind</c><00:10:36.440><c> of</c><00:10:36.530><c> actions</c><00:10:36.980><c> you</c>

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should be what kind of actions you
 

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should be what kind of actions you
should<00:10:37.880><c> propagate</c><00:10:38.120><c> the</c><00:10:38.540><c> stylist</c><00:10:38.990><c> you</c><00:10:39.110><c> can</c><00:10:39.200><c> see</c>

00:10:39.430 --> 00:10:39.440 align:start position:0%
should propagate the stylist you can see
 

00:10:39.440 --> 00:10:40.990 align:start position:0%
should propagate the stylist you can see
what<00:10:39.560><c> they're</c><00:10:39.740><c> going</c><00:10:39.860><c> to</c><00:10:39.920><c> do</c><00:10:40.040><c> yes</c><00:10:40.370><c> interest</c>

00:10:40.990 --> 00:10:41.000 align:start position:0%
what they're going to do yes interest
 

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what they're going to do yes interest
absolute<00:10:41.360><c> and</c><00:10:41.540><c> that's</c><00:10:41.990><c> a</c><00:10:42.080><c> really</c><00:10:42.290><c> really</c>

00:10:42.610 --> 00:10:42.620 align:start position:0%
absolute and that's a really really
 

00:10:42.620 --> 00:10:44.770 align:start position:0%
absolute and that's a really really
interesting<00:10:42.770><c> boundary</c><00:10:43.640><c> really</c><00:10:44.360><c> interesting</c>

00:10:44.770 --> 00:10:44.780 align:start position:0%
interesting boundary really interesting
 

00:10:44.780 --> 00:10:46.660 align:start position:0%
interesting boundary really interesting
because<00:10:44.930><c> you're</c><00:10:45.830><c> seeing</c><00:10:46.070><c> it</c><00:10:46.220><c> change</c><00:10:46.490><c> like</c>

00:10:46.660 --> 00:10:46.670 align:start position:0%
because you're seeing it change like
 

00:10:46.670 --> 00:10:48.700 align:start position:0%
because you're seeing it change like
every<00:10:47.180><c> year</c><00:10:47.450><c> every</c><00:10:47.660><c> year</c><00:10:47.839><c> like</c><00:10:48.140><c> new</c>

00:10:48.700 --> 00:10:48.710 align:start position:0%
every year every year like new
 

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every year every year like new
algorithms<00:10:49.160><c> come</c><00:10:49.310><c> out</c><00:10:49.550><c> and</c><00:10:49.930><c> and</c><00:10:50.930><c> there's</c><00:10:51.140><c> a</c>

00:10:51.190 --> 00:10:51.200 align:start position:0%
algorithms come out and and there's a
 

00:10:51.200 --> 00:10:52.630 align:start position:0%
algorithms come out and and there's a
new<00:10:51.350><c> way</c><00:10:51.560><c> where</c><00:10:51.860><c> you</c><00:10:51.950><c> can</c><00:10:52.100><c> interact</c><00:10:52.220><c> with</c>

00:10:52.630 --> 00:10:52.640 align:start position:0%
new way where you can interact with
 

00:10:52.640 --> 00:10:54.160 align:start position:0%
new way where you can interact with
stylus<00:10:53.030><c> like</c><00:10:53.240><c> you</c><00:10:53.330><c> can</c><00:10:53.510><c> make</c><00:10:53.630><c> stylus</c><00:10:53.990><c> more</c>

00:10:54.160 --> 00:10:54.170 align:start position:0%
stylus like you can make stylus more
 

00:10:54.170 --> 00:10:56.590 align:start position:0%
stylus like you can make stylus more
efficient<00:10:54.620><c> like</c><00:10:54.830><c> you</c><00:10:54.980><c> you</c><00:10:55.610><c> can</c><00:10:55.970><c> use</c><00:10:56.089><c> tools</c><00:10:56.360><c> and</c>

00:10:56.590 --> 00:10:56.600 align:start position:0%
efficient like you you can use tools and
 

00:10:56.600 --> 00:11:01.180 align:start position:0%
efficient like you you can use tools and
new<00:10:56.720><c> ways</c><00:10:56.750><c> and</c><00:10:58.480><c> I</c><00:10:59.480><c> and</c><00:11:00.470><c> I</c><00:11:00.589><c> think</c><00:11:00.800><c> it's</c><00:11:00.920><c> largely</c>

00:11:01.180 --> 00:11:01.190 align:start position:0%
new ways and I and I think it's largely
 

00:11:01.190 --> 00:11:02.950 align:start position:0%
new ways and I and I think it's largely
driven<00:11:01.430><c> by</c><00:11:01.580><c> things</c><00:11:01.910><c> like</c><00:11:02.060><c> computers</c><00:11:02.810><c> can</c>

00:11:02.950 --> 00:11:02.960 align:start position:0%
driven by things like computers can
 

00:11:02.960 --> 00:11:04.360 align:start position:0%
driven by things like computers can
start<00:11:03.170><c> to</c><00:11:03.260><c> understand</c><00:11:03.650><c> images</c><00:11:04.010><c> so</c><00:11:04.160><c> maybe</c>

00:11:04.360 --> 00:11:04.370 align:start position:0%
start to understand images so maybe
 

00:11:04.370 --> 00:11:05.950 align:start position:0%
start to understand images so maybe
maybe<00:11:04.940><c> she</c><00:11:05.120><c> doesn't</c><00:11:05.270><c> have</c><00:11:05.540><c> to</c><00:11:05.690><c> look</c><00:11:05.810><c> at</c><00:11:05.930><c> the</c>

00:11:05.950 --> 00:11:05.960 align:start position:0%
maybe she doesn't have to look at the
 

00:11:05.960 --> 00:11:07.360 align:start position:0%
maybe she doesn't have to look at the
whole<00:11:06.170><c> maybe</c><00:11:06.470><c> the</c><00:11:06.560><c> client</c><00:11:06.860><c> or</c><00:11:06.920><c> the</c><00:11:06.980><c> stylet</c>

00:11:07.360 --> 00:11:07.370 align:start position:0%
whole maybe the client or the stylet
 

00:11:07.370 --> 00:11:08.060 align:start position:0%
whole maybe the client or the stylet
doesn't<00:11:07.610><c> have</c><00:11:07.700><c> to</c><00:11:07.760><c> look</c><00:11:07.910><c> at</c>

00:11:08.060 --> 00:11:08.070 align:start position:0%
doesn't have to look at
 

00:11:08.070 --> 00:11:09.230 align:start position:0%
doesn't have to look at
like<00:11:08.160><c> the</c><00:11:08.280><c> whole</c><00:11:08.400><c> Pinterest</c><00:11:08.820><c> board</c><00:11:09.030><c> there's</c><00:11:09.180><c> a</c>

00:11:09.230 --> 00:11:09.240 align:start position:0%
like the whole Pinterest board there's a
 

00:11:09.240 --> 00:11:10.640 align:start position:0%
like the whole Pinterest board there's a
hundreds<00:11:09.510><c> and</c><00:11:09.600><c> hundreds</c><00:11:09.870><c> of</c><00:11:09.900><c> pins</c><00:11:10.110><c> try</c><00:11:10.380><c> figure</c>

00:11:10.640 --> 00:11:10.650 align:start position:0%
hundreds and hundreds of pins try figure
 

00:11:10.650 --> 00:11:12.800 align:start position:0%
hundreds and hundreds of pins try figure
that<00:11:10.830><c> out</c><00:11:10.860><c> maybe</c><00:11:11.520><c> the</c><00:11:11.760><c> stylist</c><00:11:12.360><c> doesn't</c><00:11:12.660><c> have</c>

00:11:12.800 --> 00:11:12.810 align:start position:0%
that out maybe the stylist doesn't have
 

00:11:12.810 --> 00:11:14.660 align:start position:0%
that out maybe the stylist doesn't have
to<00:11:12.960><c> look</c><00:11:13.110><c> at</c><00:11:13.290><c> like</c><00:11:13.440><c> every</c><00:11:14.070><c> single</c><00:11:14.430><c> comment</c>

00:11:14.660 --> 00:11:14.670 align:start position:0%
to look at like every single comment
 

00:11:14.670 --> 00:11:16.820 align:start position:0%
to look at like every single comment
that<00:11:15.030><c> is</c><00:11:15.450><c> that</c><00:11:15.750><c> a</c><00:11:15.780><c> client</c><00:11:16.140><c> has</c><00:11:16.350><c> written</c><00:11:16.530><c> maybe</c>

00:11:16.820 --> 00:11:16.830 align:start position:0%
that is that a client has written maybe
 

00:11:16.830 --> 00:11:18.290 align:start position:0%
that is that a client has written maybe
we<00:11:16.980><c> can</c><00:11:17.130><c> show</c><00:11:17.280><c> just</c><00:11:17.310><c> the</c><00:11:17.580><c> most</c><00:11:17.760><c> relevant</c><00:11:18.180><c> ones</c>

00:11:18.290 --> 00:11:18.300 align:start position:0%
we can show just the most relevant ones
 

00:11:18.300 --> 00:11:20.870 align:start position:0%
we can show just the most relevant ones
still<00:11:18.900><c> let</c><00:11:19.080><c> the</c><00:11:19.200><c> stylish</c><00:11:19.500><c> read</c><00:11:19.770><c> them</c><00:11:20.010><c> a</c><00:11:20.130><c> notion</c>

00:11:20.870 --> 00:11:20.880 align:start position:0%
still let the stylish read them a notion
 

00:11:20.880 --> 00:11:23.300 align:start position:0%
still let the stylish read them a notion
of<00:11:20.910><c> what's</c><00:11:21.120><c> going</c><00:11:21.300><c> on</c><00:11:21.570><c> and</c><00:11:22.200><c> action</c><00:11:23.070><c> off</c><00:11:23.160><c> of</c>

00:11:23.300 --> 00:11:23.310 align:start position:0%
of what's going on and action off of
 

00:11:23.310 --> 00:11:26.600 align:start position:0%
of what's going on and action off of
that<00:11:24.530><c> but</c><00:11:25.530><c> showing</c><00:11:25.740><c> just</c><00:11:25.980><c> only</c><00:11:26.100><c> little</c><00:11:26.430><c> bits</c>

00:11:26.600 --> 00:11:26.610 align:start position:0%
that but showing just only little bits
 

00:11:26.610 --> 00:11:28.310 align:start position:0%
that but showing just only little bits
that<00:11:26.850><c> the</c><00:11:27.030><c> computer</c><00:11:27.420><c> has</c><00:11:27.450><c> deemed</c><00:11:27.720><c> relevant</c><00:11:27.900><c> in</c>

00:11:28.310 --> 00:11:28.320 align:start position:0%
that the computer has deemed relevant in
 

00:11:28.320 --> 00:11:30.770 align:start position:0%
that the computer has deemed relevant in
some<00:11:28.530><c> way</c><00:11:28.680><c> and</c><00:11:28.920><c> so</c><00:11:29.490><c> that</c><00:11:29.520><c> combination</c><00:11:30.150><c> of</c>

00:11:30.770 --> 00:11:30.780 align:start position:0%
some way and so that combination of
 

00:11:30.780 --> 00:11:32.360 align:start position:0%
some way and so that combination of
human<00:11:31.230><c> and</c><00:11:31.290><c> machine</c><00:11:31.470><c> is</c><00:11:31.770><c> only</c><00:11:31.980><c> going</c><00:11:32.220><c> to</c><00:11:32.280><c> get</c>

00:11:32.360 --> 00:11:32.370 align:start position:0%
human and machine is only going to get
 

00:11:32.370 --> 00:11:34.160 align:start position:0%
human and machine is only going to get
closer<00:11:32.640><c> and</c><00:11:32.760><c> closer</c><00:11:33.000><c> and</c><00:11:33.150><c> closer</c><00:11:33.420><c> I</c><00:11:33.750><c> think</c>

00:11:34.160 --> 00:11:34.170 align:start position:0%
closer and closer and closer I think
 

00:11:34.170 --> 00:11:37.640 align:start position:0%
closer and closer and closer I think
with<00:11:34.350><c> time</c><00:11:34.580><c> and</c><00:11:35.930><c> now</c><00:11:36.930><c> what</c><00:11:37.110><c> I</c><00:11:37.140><c> what</c><00:11:37.440><c> I</c><00:11:37.470><c> think</c>

00:11:37.640 --> 00:11:37.650 align:start position:0%
with time and now what I what I think
 

00:11:37.650 --> 00:11:39.230 align:start position:0%
with time and now what I what I think
would<00:11:37.710><c> be</c><00:11:37.830><c> really</c><00:11:37.860><c> interesting</c><00:11:38.520><c> is</c><00:11:38.700><c> if</c><00:11:38.940><c> other</c>

00:11:39.230 --> 00:11:39.240 align:start position:0%
would be really interesting is if other
 

00:11:39.240 --> 00:11:41.990 align:start position:0%
would be really interesting is if other
companies<00:11:39.690><c> started</c><00:11:40.310><c> started</c><00:11:41.310><c> having</c><00:11:41.700><c> sort</c><00:11:41.940><c> of</c>

00:11:41.990 --> 00:11:42.000 align:start position:0%
companies started started having sort of
 

00:11:42.000 --> 00:11:44.780 align:start position:0%
companies started started having sort of
like<00:11:42.240><c> human</c><00:11:43.050><c> computation</c><00:11:43.830><c> teams</c><00:11:44.340><c> inside</c><00:11:44.670><c> of</c>

00:11:44.780 --> 00:11:44.790 align:start position:0%
like human computation teams inside of
 

00:11:44.790 --> 00:11:46.850 align:start position:0%
like human computation teams inside of
their<00:11:44.910><c> own</c><00:11:45.560><c> instead</c><00:11:46.560><c> of</c><00:11:46.650><c> their</c><00:11:46.740><c> own</c>

00:11:46.850 --> 00:11:46.860 align:start position:0%
their own instead of their own
 

00:11:46.860 --> 00:11:48.410 align:start position:0%
their own instead of their own
infrastructures<00:11:47.490><c> it</c><00:11:47.790><c> looks</c><00:11:48.030><c> like</c><00:11:48.210><c> it's</c>

00:11:48.410 --> 00:11:48.420 align:start position:0%
infrastructures it looks like it's
 

00:11:48.420 --> 00:11:51.170 align:start position:0%
infrastructures it looks like it's
becoming<00:11:48.870><c> human</c><00:11:49.620><c> in</c><00:11:49.770><c> the</c><00:11:49.890><c> loop</c><00:11:50.030><c> either</c><00:11:51.030><c> the</c>

00:11:51.170 --> 00:11:51.180 align:start position:0%
becoming human in the loop either the
 

00:11:51.180 --> 00:11:53.030 align:start position:0%
becoming human in the loop either the
last<00:11:51.360><c> year</c><00:11:51.750><c> we</c><00:11:51.930><c> had</c><00:11:51.960><c> a</c><00:11:52.170><c> few</c><00:11:52.440><c> companies</c><00:11:52.740><c> with</c><00:11:52.950><c> a</c>

00:11:53.030 --> 00:11:53.040 align:start position:0%
last year we had a few companies with a
 

00:11:53.040 --> 00:11:55.100 align:start position:0%
last year we had a few companies with a
data<00:11:53.190><c> lingo</c><00:11:53.520><c> had</c><00:11:53.760><c> stitch</c><00:11:54.180><c> fix</c><00:11:54.450><c> and</c><00:11:54.660><c> since</c><00:11:54.870><c> then</c>

00:11:55.100 --> 00:11:55.110 align:start position:0%
data lingo had stitch fix and since then
 

00:11:55.110 --> 00:11:57.740 align:start position:0%
data lingo had stitch fix and since then
i<00:11:55.260><c> think</c><00:11:55.830><c> i've</c><00:11:55.890><c> seen</c><00:11:55.920><c> more</c><00:11:56.430><c> kind</c><00:11:57.330><c> of</c><00:11:57.420><c> companies</c>

00:11:57.740 --> 00:11:57.750 align:start position:0%
i think i've seen more kind of companies
 

00:11:57.750 --> 00:11:59.780 align:start position:0%
i think i've seen more kind of companies
appear<00:11:58.140><c> right</c><00:11:58.620><c> i</c><00:11:58.650><c> think</c><00:11:58.920><c> the</c><00:11:59.010><c> term</c><00:11:59.190><c> kind</c><00:11:59.730><c> of</c>

00:11:59.780 --> 00:11:59.790 align:start position:0%
appear right i think the term kind of
 

00:11:59.790 --> 00:12:01.970 align:start position:0%
appear right i think the term kind of
become<00:12:00.090><c> more</c><00:12:00.300><c> widespread</c><00:12:00.570><c> human</c><00:12:00.960><c> loop</c><00:12:01.380><c> so</c><00:12:01.950><c> i</c>

00:12:01.970 --> 00:12:01.980 align:start position:0%
become more widespread human loop so i
 

00:12:01.980 --> 00:12:03.230 align:start position:0%
become more widespread human loop so i
think<00:12:02.100><c> it's</c><00:12:02.310><c> really</c><00:12:02.610><c> interesting</c><00:12:02.670><c> and</c><00:12:03.150><c> you</c>

00:12:03.230 --> 00:12:03.240 align:start position:0%
think it's really interesting and you
 

00:12:03.240 --> 00:12:05.540 align:start position:0%
think it's really interesting and you
guys<00:12:03.420><c> obviously</c><00:12:03.570><c> kind</c><00:12:03.990><c> of</c><00:12:04.080><c> have</c><00:12:04.380><c> a</c><00:12:05.010><c> lot</c><00:12:05.520><c> of</c>

00:12:05.540 --> 00:12:05.550 align:start position:0%
guys obviously kind of have a lot of
 

00:12:05.550 --> 00:12:07.520 align:start position:0%
guys obviously kind of have a lot of
work<00:12:05.820><c> so</c><00:12:06.330><c> here's</c><00:12:06.570><c> it's</c><00:12:06.990><c> just</c><00:12:07.170><c> occurred</c><00:12:07.380><c> to</c><00:12:07.410><c> me</c>

00:12:07.520 --> 00:12:07.530 align:start position:0%
work so here's it's just occurred to me
 

00:12:07.530 --> 00:12:09.770 align:start position:0%
work so here's it's just occurred to me
when<00:12:08.190><c> I</c><00:12:08.250><c> describe</c><00:12:08.610><c> this</c><00:12:08.760><c> I</c><00:12:09.060><c> have</c><00:12:09.690><c> an</c>

00:12:09.770 --> 00:12:09.780 align:start position:0%
when I describe this I have an
 

00:12:09.780 --> 00:12:11.030 align:start position:0%
when I describe this I have an
interesting<00:12:09.930><c> challenge</c><00:12:10.230><c> for</c><00:12:10.440><c> guys</c><00:12:10.710><c> all</c><00:12:10.950><c> right</c>

00:12:11.030 --> 00:12:11.040 align:start position:0%
interesting challenge for guys all right
 

00:12:11.040 --> 00:12:13.340 align:start position:0%
interesting challenge for guys all right
or<00:12:11.220><c> kind</c><00:12:11.490><c> of</c><00:12:11.520><c> an</c><00:12:11.640><c> experiment</c><00:12:12.150><c> right</c><00:12:12.720><c> so</c><00:12:13.050><c> as</c><00:12:13.260><c> you</c>

00:12:13.340 --> 00:12:13.350 align:start position:0%
or kind of an experiment right so as you
 

00:12:13.350 --> 00:12:14.990 align:start position:0%
or kind of an experiment right so as you
know<00:12:13.410><c> data</c><00:12:14.160><c> by</c><00:12:14.310><c> the</c><00:12:14.370><c> vac</c><00:12:14.490><c> on</c><00:12:14.580><c> responses</c>

00:12:14.990 --> 00:12:15.000 align:start position:0%
know data by the vac on responses
 

00:12:15.000 --> 00:12:17.240 align:start position:0%
know data by the vac on responses
galvanized<00:12:15.420><c> yeah</c><00:12:15.810><c> we</c><00:12:16.110><c> use</c><00:12:16.290><c> also</c><00:12:16.740><c> a</c><00:12:16.770><c> cork</c><00:12:17.160><c> in</c>

00:12:17.240 --> 00:12:17.250 align:start position:0%
galvanized yeah we use also a cork in
 

00:12:17.250 --> 00:12:20.360 align:start position:0%
galvanized yeah we use also a cork in
space<00:12:17.520><c> home</c><00:12:18.420><c> for</c><00:12:18.630><c> many</c><00:12:18.780><c> startups</c><00:12:19.260><c> and</c><00:12:19.620><c> obvious</c>

00:12:20.360 --> 00:12:20.370 align:start position:0%
space home for many startups and obvious
 

00:12:20.370 --> 00:12:22.130 align:start position:0%
space home for many startups and obvious
lot<00:12:20.490><c> of</c><00:12:20.640><c> startups</c><00:12:21.000><c> around</c><00:12:21.450><c> by</c><00:12:21.570><c> young</c><00:12:21.780><c> founders</c>

00:12:22.130 --> 00:12:22.140 align:start position:0%
lot of startups around by young founders
 

00:12:22.140 --> 00:12:23.390 align:start position:0%
lot of startups around by young founders
so<00:12:22.350><c> every</c><00:12:22.560><c> time</c><00:12:22.590><c> I</c><00:12:22.800><c> can't</c><00:12:22.980><c> there</c><00:12:23.100><c> I</c><00:12:23.130><c> kind</c><00:12:23.310><c> of</c>

00:12:23.390 --> 00:12:23.400 align:start position:0%
so every time I can't there I kind of
 

00:12:23.400 --> 00:12:26.060 align:start position:0%
so every time I can't there I kind of
sense<00:12:23.700><c> that</c><00:12:23.850><c> there</c><00:12:24.540><c> is</c><00:12:24.630><c> an</c><00:12:24.750><c> image</c><00:12:25.110><c> right</c><00:12:26.040><c> there</c>

00:12:26.060 --> 00:12:26.070 align:start position:0%
sense that there is an image right there
 

00:12:26.070 --> 00:12:27.890 align:start position:0%
sense that there is an image right there
is<00:12:26.310><c> a</c><00:12:26.340><c> fashion</c><00:12:26.640><c> for</c><00:12:27.120><c> the</c><00:12:27.210><c> start</c><00:12:27.450><c> of</c><00:12:27.570><c> founder</c>

00:12:27.890 --> 00:12:27.900 align:start position:0%
is a fashion for the start of founder
 

00:12:27.900 --> 00:12:30.020 align:start position:0%
is a fashion for the start of founder
San<00:12:28.080><c> Francisco</c><00:12:28.680><c> right</c><00:12:29.280><c> like</c><00:12:29.550><c> there</c><00:12:29.730><c> are</c><00:12:29.790><c> lots</c>

00:12:30.020 --> 00:12:30.030 align:start position:0%
San Francisco right like there are lots
 

00:12:30.030 --> 00:12:31.790 align:start position:0%
San Francisco right like there are lots
certain<00:12:30.330><c> kind</c><00:12:30.540><c> of</c><00:12:30.600><c> jeans</c><00:12:30.900><c> are</c><00:12:31.320><c> kind</c><00:12:31.470><c> of</c><00:12:31.500><c> shoes</c>

00:12:31.790 --> 00:12:31.800 align:start position:0%
certain kind of jeans are kind of shoes
 

00:12:31.800 --> 00:12:34.040 align:start position:0%
certain kind of jeans are kind of shoes
so<00:12:32.040><c> kind</c><00:12:32.220><c> of</c><00:12:32.280><c> bags</c><00:12:32.550><c> and</c><00:12:33.000><c> jackets</c><00:12:33.960><c> and</c>

00:12:34.040 --> 00:12:34.050 align:start position:0%
so kind of bags and jackets and
 

00:12:34.050 --> 00:12:36.380 align:start position:0%
so kind of bags and jackets and
obviously<00:12:34.620><c> you</c><00:12:35.220><c> have</c><00:12:35.460><c> to</c><00:12:35.610><c> fit</c><00:12:35.820><c> that</c><00:12:36.000><c> image</c>

00:12:36.380 --> 00:12:36.390 align:start position:0%
obviously you have to fit that image
 

00:12:36.390 --> 00:12:38.360 align:start position:0%
obviously you have to fit that image
let's<00:12:36.690><c> say</c><00:12:36.810><c> to</c><00:12:36.870><c> pitch</c><00:12:37.080><c> the</c><00:12:37.260><c> VC</c><00:12:37.650><c> right</c><00:12:38.160><c> doc</c>

00:12:38.360 --> 00:12:38.370 align:start position:0%
let's say to pitch the VC right doc
 

00:12:38.370 --> 00:12:40.640 align:start position:0%
let's say to pitch the VC right doc
signaling<00:12:38.940><c> in</c><00:12:39.090><c> a</c><00:12:39.180><c> certain</c><00:12:39.360><c> way</c><00:12:39.480><c> the</c><00:12:40.200><c> URIs</c><00:12:40.470><c> are</c>

00:12:40.640 --> 00:12:40.650 align:start position:0%
signaling in a certain way the URIs are
 

00:12:40.650 --> 00:12:43.730 align:start position:0%
signaling in a certain way the URIs are
the<00:12:40.800><c> founder</c><00:12:41.250><c> right</c><00:12:42.090><c> so</c><00:12:42.510><c> I'm</c><00:12:42.720><c> curious</c><00:12:42.990><c> right</c>

00:12:43.730 --> 00:12:43.740 align:start position:0%
the founder right so I'm curious right
 

00:12:43.740 --> 00:12:46.310 align:start position:0%
the founder right so I'm curious right
and<00:12:44.100><c> so</c><00:12:44.460><c> do</c><00:12:44.670><c> you</c><00:12:44.730><c> guys</c><00:12:44.850><c> skater</c><00:12:45.300><c> two</c><00:12:45.510><c> men</c><00:12:45.690><c> let's</c>

00:12:46.310 --> 00:12:46.320 align:start position:0%
and so do you guys skater two men let's
 

00:12:46.320 --> 00:12:47.540 align:start position:0%
and so do you guys skater two men let's
say<00:12:46.380><c> I</c><00:12:46.440><c> want</c><00:12:46.620><c> to</c><00:12:46.650><c> I</c><00:12:46.740><c> want</c><00:12:46.890><c> to</c><00:12:47.070><c> dick</c><00:12:47.220><c> out</c><00:12:47.340><c> myself</c>

00:12:47.540 --> 00:12:47.550 align:start position:0%
say I want to I want to dick out myself
 

00:12:47.550 --> 00:12:50.630 align:start position:0%
say I want to I want to dick out myself
as<00:12:47.790><c> a</c><00:12:47.820><c> solo</c><00:12:48.060><c> founder</c><00:12:48.920><c> let's</c><00:12:49.920><c> say</c><00:12:50.040><c> I</c><00:12:50.070><c> can</c><00:12:50.340><c> make</c><00:12:50.610><c> a</c>

00:12:50.630 --> 00:12:50.640 align:start position:0%
as a solo founder let's say I can make a
 

00:12:50.640 --> 00:12:52.280 align:start position:0%
as a solo founder let's say I can make a
lot<00:12:50.850><c> of</c><00:12:50.880><c> pictures</c><00:12:51.360><c> like</c><00:12:51.600><c> few</c><00:12:51.750><c> pictures</c><00:12:52.080><c> you</c>

00:12:52.280 --> 00:12:52.290 align:start position:0%
lot of pictures like few pictures you
 

00:12:52.290 --> 00:12:53.570 align:start position:0%
lot of pictures like few pictures you
know<00:12:52.350><c> have</c><00:12:52.560><c> a</c><00:12:52.620><c> lot</c><00:12:52.740><c> of</c><00:12:52.770><c> funeral</c><00:12:53.220><c> pictures</c><00:12:53.340><c> from</c>

00:12:53.570 --> 00:12:53.580 align:start position:0%
know have a lot of funeral pictures from
 

00:12:53.580 --> 00:12:55.220 align:start position:0%
know have a lot of funeral pictures from
a<00:12:53.700><c> conferences</c><00:12:54.150><c> where</c><00:12:54.420><c> we</c><00:12:54.690><c> have</c><00:12:54.840><c> a</c><00:12:54.930><c> bunch</c><00:12:55.140><c> of</c>

00:12:55.220 --> 00:12:55.230 align:start position:0%
a conferences where we have a bunch of
 

00:12:55.230 --> 00:12:57.830 align:start position:0%
a conferences where we have a bunch of
kind<00:12:55.440><c> of</c><00:12:55.500><c> you</c><00:12:56.010><c> know</c><00:12:56.300><c> galvanized</c><00:12:57.300><c> folks</c><00:12:57.510><c> and</c>

00:12:57.830 --> 00:12:57.840 align:start position:0%
kind of you know galvanized folks and
 

00:12:57.840 --> 00:13:00.080 align:start position:0%
kind of you know galvanized folks and
genuinely<00:12:58.470><c> sorry</c><00:12:58.680><c> follows</c><00:12:59.130><c> right</c><00:12:59.370><c> so</c><00:12:59.580><c> let's</c>

00:13:00.080 --> 00:13:00.090 align:start position:0%
genuinely sorry follows right so let's
 

00:13:00.090 --> 00:13:02.840 align:start position:0%
genuinely sorry follows right so let's
say<00:13:00.240><c> you</c><00:13:00.720><c> know</c><00:13:01.050><c> how</c><00:13:01.590><c> would</c><00:13:01.740><c> I</c><00:13:01.800><c> go</c><00:13:01.950><c> about</c><00:13:01.980><c> you</c>

00:13:02.840 --> 00:13:02.850 align:start position:0%
say you know how would I go about you
 

00:13:02.850 --> 00:13:04.010 align:start position:0%
say you know how would I go about you
know<00:13:02.880><c> and</c><00:13:03.120><c> like</c><00:13:03.210><c> I</c><00:13:03.300><c> just</c><00:13:03.540><c> arrived</c><00:13:03.840><c> from</c>

00:13:04.010 --> 00:13:04.020 align:start position:0%
know and like I just arrived from
 

00:13:04.020 --> 00:13:05.330 align:start position:0%
know and like I just arrived from
foreign<00:13:04.380><c> country</c><00:13:04.770><c> like</c><00:13:04.980><c> the</c><00:13:05.100><c> Russians</c>

00:13:05.330 --> 00:13:05.340 align:start position:0%
foreign country like the Russians
 

00:13:05.340 --> 00:13:07.430 align:start position:0%
foreign country like the Russians
completely<00:13:05.730><c> different</c><00:13:06.060><c> I</c><00:13:06.210><c> kind</c><00:13:06.510><c> of</c><00:13:06.570><c> sense</c><00:13:06.840><c> you</c>

00:13:07.430 --> 00:13:07.440 align:start position:0%
completely different I kind of sense you
 

00:13:07.440 --> 00:13:09.200 align:start position:0%
completely different I kind of sense you
know<00:13:07.590><c> like</c><00:13:08.100><c> in</c><00:13:08.280><c> order</c><00:13:08.370><c> to</c><00:13:08.640><c> make</c><00:13:08.760><c> it</c><00:13:08.910><c> here</c><00:13:09.090><c> and</c>

00:13:09.200 --> 00:13:09.210 align:start position:0%
know like in order to make it here and
 

00:13:09.210 --> 00:13:11.090 align:start position:0%
know like in order to make it here and
recipes<00:13:09.750><c> on</c><00:13:09.960><c> the</c><00:13:10.080><c> founder</c><00:13:10.410><c> but</c><00:13:10.800><c> I</c><00:13:10.890><c> cannot</c>

00:13:11.090 --> 00:13:11.100 align:start position:0%
recipes on the founder but I cannot
 

00:13:11.100 --> 00:13:12.560 align:start position:0%
recipes on the founder but I cannot
really<00:13:11.370><c> put</c><00:13:11.550><c> my</c><00:13:11.670><c> finger</c><00:13:11.700><c> in</c><00:13:12.000><c> like</c><00:13:12.150><c> any</c>

00:13:12.560 --> 00:13:12.570 align:start position:0%
really put my finger in like any
 

00:13:12.570 --> 00:13:15.230 align:start position:0%
really put my finger in like any
basically<00:13:13.020><c> personal</c><00:13:13.560><c> tailor</c><00:13:14.460><c> in</c><00:13:14.940><c> the</c><00:13:15.090><c> whole</c>

00:13:15.230 --> 00:13:15.240 align:start position:0%
basically personal tailor in the whole
 

00:13:15.240 --> 00:13:16.850 align:start position:0%
basically personal tailor in the whole
times<00:13:15.510><c> right</c><00:13:15.900><c> but</c><00:13:16.110><c> like</c><00:13:16.320><c> obviously</c><00:13:16.650><c> I</c><00:13:16.740><c> don't</c>

00:13:16.850 --> 00:13:16.860 align:start position:0%
times right but like obviously I don't
 

00:13:16.860 --> 00:13:19.180 align:start position:0%
times right but like obviously I don't
have<00:13:17.040><c> one</c><00:13:17.190><c> so</c><00:13:17.460><c> I'm</c><00:13:17.580><c> going</c><00:13:17.760><c> to</c><00:13:17.850><c> stitch</c><00:13:18.210><c> fix</c><00:13:18.480><c> yep</c>

00:13:19.180 --> 00:13:19.190 align:start position:0%
have one so I'm going to stitch fix yep
 

00:13:19.190 --> 00:13:21.350 align:start position:0%
have one so I'm going to stitch fix yep
cover<00:13:20.190><c> the</c><00:13:20.340><c> go</c><00:13:20.460><c> bother</c>

00:13:21.350 --> 00:13:21.360 align:start position:0%
cover the go bother
 

00:13:21.360 --> 00:13:23.000 align:start position:0%
cover the go bother
I<00:13:21.420><c> feel</c><00:13:22.050><c> like</c><00:13:22.140><c> you've</c><00:13:22.290><c> just</c><00:13:22.320><c> given</c><00:13:22.589><c> my</c><00:13:22.860><c> whole</c>

00:13:23.000 --> 00:13:23.010 align:start position:0%
I feel like you've just given my whole
 

00:13:23.010 --> 00:13:27.319 align:start position:0%
I feel like you've just given my whole
pitch<00:13:23.279><c> for</c><00:13:23.700><c> first</c><00:13:24.269><c> dish</c><00:13:24.450><c> fix</c><00:13:24.690><c> men's</c><00:13:26.329><c> we</c>

00:13:27.319 --> 00:13:27.329 align:start position:0%
pitch for first dish fix men's we
 

00:13:27.329 --> 00:13:29.840 align:start position:0%
pitch for first dish fix men's we
launched<00:13:27.570><c> dish</c><00:13:27.810><c> fix</c><00:13:28.050><c> men's</c><00:13:28.260><c> uh</c><00:13:28.620><c> we</c><00:13:29.430><c> think</c><00:13:29.670><c> last</c>

00:13:29.840 --> 00:13:29.850 align:start position:0%
launched dish fix men's uh we think last
 

00:13:29.850 --> 00:13:32.420 align:start position:0%
launched dish fix men's uh we think last
week<00:13:29.940><c> all</c><00:13:30.450><c> right</c><00:13:30.779><c> I</c><00:13:31.019><c> don't</c><00:13:31.320><c> know</c><00:13:31.380><c> that</c><00:13:31.589><c> so</c><00:13:31.890><c> is</c>

00:13:32.420 --> 00:13:32.430 align:start position:0%
week all right I don't know that so is
 

00:13:32.430 --> 00:13:34.280 align:start position:0%
week all right I don't know that so is
correct<00:13:32.760><c> it's</c><00:13:32.850><c> currently</c><00:13:33.149><c> in</c><00:13:33.300><c> beta</c><00:13:33.480><c> say</c><00:13:33.839><c> if</c>

00:13:34.280 --> 00:13:34.290 align:start position:0%
correct it's currently in beta say if
 

00:13:34.290 --> 00:13:35.630 align:start position:0%
correct it's currently in beta say if
you<00:13:34.440><c> want</c><00:13:34.649><c> an</c><00:13:34.769><c> invite</c><00:13:35.010><c> and</c><00:13:35.070><c> it</c><00:13:35.339><c> sounds</c><00:13:35.579><c> like</c>

00:13:35.630 --> 00:13:35.640 align:start position:0%
you want an invite and it sounds like
 

00:13:35.640 --> 00:13:38.150 align:start position:0%
you want an invite and it sounds like
you<00:13:35.790><c> do</c><00:13:35.940><c> yeah</c><00:13:36.300><c> I</c><00:13:37.170><c> I</c><00:13:37.260><c> was</c><00:13:37.709><c> threaten</c><00:13:38.040><c> this</c>

00:13:38.150 --> 00:13:38.160 align:start position:0%
you do yeah I I was threaten this
 

00:13:38.160 --> 00:13:40.720 align:start position:0%
you do yeah I I was threaten this
problem<00:13:38.519><c> Everett</c><00:13:38.790><c> I'll</c><00:13:38.940><c> come</c><00:13:39.240><c> to</c><00:13:39.360><c> going</c><00:13:39.600><c> on</c>

00:13:40.720 --> 00:13:40.730 align:start position:0%
problem Everett I'll come to going on
 

00:13:40.730 --> 00:13:43.040 align:start position:0%
problem Everett I'll come to going on
but<00:13:41.730><c> I</c><00:13:41.760><c> mean</c><00:13:41.970><c> that's</c><00:13:42.149><c> you</c><00:13:42.510><c> know</c><00:13:42.630><c> that's</c><00:13:42.660><c> not</c><00:13:42.899><c> a</c>

00:13:43.040 --> 00:13:43.050 align:start position:0%
but I mean that's you know that's not a
 

00:13:43.050 --> 00:13:44.990 align:start position:0%
but I mean that's you know that's not a
that's<00:13:43.380><c> not</c><00:13:43.649><c> a</c><00:13:43.740><c> unique</c><00:13:44.040><c> problem</c><00:13:44.310><c> right</c><00:13:44.730><c> like</c>

00:13:44.990 --> 00:13:45.000 align:start position:0%
that's not a unique problem right like
 

00:13:45.000 --> 00:13:47.360 align:start position:0%
that's not a unique problem right like
people<00:13:45.450><c> need</c><00:13:45.829><c> particularly</c><00:13:46.829><c> close</c><00:13:47.100><c> for</c>

00:13:47.360 --> 00:13:47.370 align:start position:0%
people need particularly close for
 

00:13:47.370 --> 00:13:49.910 align:start position:0%
people need particularly close for
particular<00:13:47.640><c> occasions</c><00:13:48.329><c> mm-hmm</c><00:13:48.899><c> and</c><00:13:49.500><c> if</c><00:13:49.829><c> you</c>

00:13:49.910 --> 00:13:49.920 align:start position:0%
particular occasions mm-hmm and if you
 

00:13:49.920 --> 00:13:51.079 align:start position:0%
particular occasions mm-hmm and if you
want<00:13:50.070><c> to</c><00:13:50.130><c> be</c><00:13:50.190><c> successful</c><00:13:50.310><c> you'll</c><00:13:50.880><c> do</c><00:13:51.060><c> that</c>

00:13:51.079 --> 00:13:51.089 align:start position:0%
want to be successful you'll do that
 

00:13:51.089 --> 00:13:52.880 align:start position:0%
want to be successful you'll do that
right<00:13:51.510><c> like</c><00:13:51.720><c> especially</c><00:13:52.110><c> in</c><00:13:52.380><c> this</c><00:13:52.440><c> case</c><00:13:52.649><c> right</c>

00:13:52.880 --> 00:13:52.890 align:start position:0%
right like especially in this case right
 

00:13:52.890 --> 00:13:55.759 align:start position:0%
right like especially in this case right
right<00:13:52.980><c> if</c><00:13:53.370><c> you're</c><00:13:53.519><c> pitching</c><00:13:53.730><c> to</c><00:13:54.029><c> some</c><00:13:54.269><c> VCS</c><00:13:54.769><c> you</c>

00:13:55.759 --> 00:13:55.769 align:start position:0%
right if you're pitching to some VCS you
 

00:13:55.769 --> 00:13:57.650 align:start position:0%
right if you're pitching to some VCS you
might<00:13:56.010><c> not</c><00:13:56.190><c> know</c><00:13:56.459><c> it</c><00:13:56.820><c> you</c><00:13:57.029><c> know</c><00:13:57.149><c> like</c><00:13:57.300><c> look</c>

00:13:57.650 --> 00:13:57.660 align:start position:0%
might not know it you know like look
 

00:13:57.660 --> 00:13:59.540 align:start position:0%
might not know it you know like look
matters<00:13:58.050><c> right</c><00:13:58.260><c> right</c><00:13:58.589><c> like</c><00:13:58.740><c> it's</c><00:13:58.950><c> extremely</c>

00:13:59.540 --> 00:13:59.550 align:start position:0%
matters right right like it's extremely
 

00:13:59.550 --> 00:14:01.519 align:start position:0%
matters right right like it's extremely
important<00:13:59.940><c> so</c><00:14:00.180><c> have</c><00:14:00.600><c> a</c><00:14:00.630><c> stylist</c><00:14:01.140><c> figure</c><00:14:01.380><c> that</c>

00:14:01.519 --> 00:14:01.529 align:start position:0%
important so have a stylist figure that
 

00:14:01.529 --> 00:14:03.680 align:start position:0%
important so have a stylist figure that
out<00:14:01.560><c> for</c><00:14:01.950><c> you</c><00:14:02.130><c> right</c><00:14:02.579><c> it's</c><00:14:03.000><c> like</c><00:14:03.180><c> a</c><00:14:03.209><c> nice</c><00:14:03.450><c> thing</c>

00:14:03.680 --> 00:14:03.690 align:start position:0%
out for you right it's like a nice thing
 

00:14:03.690 --> 00:14:05.780 align:start position:0%
out for you right it's like a nice thing
to<00:14:03.720><c> have</c><00:14:03.899><c> yeah</c><00:14:04.200><c> that's</c><00:14:04.829><c> right</c><00:14:04.920><c> it</c><00:14:05.310><c> was</c><00:14:05.610><c> this</c>

00:14:05.780 --> 00:14:05.790 align:start position:0%
to have yeah that's right it was this
 

00:14:05.790 --> 00:14:08.210 align:start position:0%
to have yeah that's right it was this
joke<00:14:06.060><c> in</c><00:14:06.779><c> the</c><00:14:07.050><c> 90s</c><00:14:07.440><c> that</c><00:14:07.649><c> you</c><00:14:07.860><c> know</c><00:14:07.980><c> in</c><00:14:08.130><c> New</c>

00:14:08.210 --> 00:14:08.220 align:start position:0%
joke in the 90s that you know in New
 

00:14:08.220 --> 00:14:10.040 align:start position:0%
joke in the 90s that you know in New
York<00:14:08.519><c> that</c><00:14:08.820><c> if</c><00:14:09.000><c> you</c><00:14:09.180><c> want</c><00:14:09.329><c> to</c><00:14:09.450><c> hire</c><00:14:09.720><c> a</c><00:14:09.750><c> really</c>

00:14:10.040 --> 00:14:10.050 align:start position:0%
York that if you want to hire a really
 

00:14:10.050 --> 00:14:11.990 align:start position:0%
York that if you want to hire a really
good<00:14:10.170><c> quant</c><00:14:10.440><c> you</c><00:14:10.950><c> go</c><00:14:11.070><c> to</c><00:14:11.130><c> JFK</c><00:14:11.579><c> Airport</c><00:14:11.910><c> you</c>

00:14:11.990 --> 00:14:12.000 align:start position:0%
good quant you go to JFK Airport you
 

00:14:12.000 --> 00:14:13.759 align:start position:0%
good quant you go to JFK Airport you
find<00:14:12.360><c> a</c><00:14:12.420><c> guy</c><00:14:12.540><c> in</c><00:14:12.600><c> a</c><00:14:12.690><c> really</c><00:14:12.899><c> baggy</c><00:14:13.110><c> suit</c><00:14:13.470><c> in</c>

00:14:13.759 --> 00:14:13.769 align:start position:0%
find a guy in a really baggy suit in
 

00:14:13.769 --> 00:14:15.380 align:start position:0%
find a guy in a really baggy suit in
like<00:14:13.980><c> refreshing</c><00:14:14.220><c> glasses</c><00:14:14.730><c> he's</c><00:14:15.209><c> probably</c>

00:14:15.380 --> 00:14:15.390 align:start position:0%
like refreshing glasses he's probably
 

00:14:15.390 --> 00:14:18.590 align:start position:0%
like refreshing glasses he's probably
Russian<00:14:15.870><c> mathematician</c><00:14:16.880><c> visits</c><00:14:17.880><c> you</c><00:14:18.390><c> just</c>

00:14:18.590 --> 00:14:18.600 align:start position:0%
Russian mathematician visits you just
 

00:14:18.600 --> 00:14:20.480 align:start position:0%
Russian mathematician visits you just
fire<00:14:18.779><c> them</c><00:14:19.019><c> and</c><00:14:19.470><c> like</c><00:14:19.829><c> they'll</c><00:14:19.980><c> be</c><00:14:20.160><c> the</c><00:14:20.310><c> best</c>

00:14:20.480 --> 00:14:20.490 align:start position:0%
fire them and like they'll be the best
 

00:14:20.490 --> 00:14:24.139 align:start position:0%
fire them and like they'll be the best
one<00:14:20.730><c> right</c><00:14:21.470><c> right</c><00:14:22.470><c> so</c><00:14:22.829><c> because</c><00:14:23.610><c> you</c><00:14:23.700><c> know</c><00:14:23.820><c> in</c>

00:14:24.139 --> 00:14:24.149 align:start position:0%
one right right so because you know in
 

00:14:24.149 --> 00:14:25.579 align:start position:0%
one right right so because you know in
Russia<00:14:24.360><c> mathematicians</c><00:14:25.079><c> business</c><00:14:25.380><c> didn't</c>

00:14:25.579 --> 00:14:25.589 align:start position:0%
Russia mathematicians business didn't
 

00:14:25.589 --> 00:14:28.519 align:start position:0%
Russia mathematicians business didn't
really<00:14:25.740><c> care</c><00:14:25.890><c> about</c><00:14:26.010><c> goals</c><00:14:26.399><c> and</c><00:14:26.850><c> in</c><00:14:27.269><c> the</c><00:14:27.540><c> 80s</c>

00:14:28.519 --> 00:14:28.529 align:start position:0%
really care about goals and in the 80s
 

00:14:28.529 --> 00:14:29.960 align:start position:0%
really care about goals and in the 80s
and<00:14:28.680><c> 90s</c><00:14:28.709><c> did</c><00:14:29.100><c> have</c><00:14:29.279><c> a</c><00:14:29.310><c> way</c><00:14:29.490><c> to</c><00:14:29.550><c> care</c><00:14:29.760><c> about</c><00:14:29.850><c> it</c>

00:14:29.960 --> 00:14:29.970 align:start position:0%
and 90s did have a way to care about it
 

00:14:29.970 --> 00:14:31.460 align:start position:0%
and 90s did have a way to care about it
that<00:14:30.180><c> sounds</c><00:14:30.420><c> like</c><00:14:30.540><c> every</c><00:14:30.810><c> mathematician</c>

00:14:31.460 --> 00:14:31.470 align:start position:0%
that sounds like every mathematician
 

00:14:31.470 --> 00:14:34.280 align:start position:0%
that sounds like every mathematician
I've<00:14:31.680><c> heard</c><00:14:31.890><c> of</c><00:14:32.010><c> yeah</c><00:14:32.220><c> so</c><00:14:32.940><c> so</c><00:14:33.329><c> wildly</c><00:14:33.930><c> stereo</c>

00:14:34.280 --> 00:14:34.290 align:start position:0%
I've heard of yeah so so wildly stereo
 

00:14:34.290 --> 00:14:36.259 align:start position:0%
I've heard of yeah so so wildly stereo
yeah<00:14:34.500><c> so</c><00:14:34.680><c> you</c><00:14:34.740><c> glitter</c><00:14:35.610><c> look</c><00:14:35.730><c> at</c><00:14:35.850><c> Sarah</c><00:14:36.000><c> time</c>

00:14:36.259 --> 00:14:36.269 align:start position:0%
yeah so you glitter look at Sarah time
 

00:14:36.269 --> 00:14:38.090 align:start position:0%
yeah so you glitter look at Sarah time
right<00:14:36.480><c> and</c><00:14:36.660><c> another</c><00:14:36.990><c> Joe</c><00:14:37.260><c> comes</c><00:14:37.470><c> to</c><00:14:37.589><c> mind</c><00:14:37.800><c> some</c>

00:14:38.090 --> 00:14:38.100 align:start position:0%
right and another Joe comes to mind some
 

00:14:38.100 --> 00:14:41.870 align:start position:0%
right and another Joe comes to mind some
somebody<00:14:39.060><c> uh</c><00:14:39.800><c> somebody</c><00:14:40.800><c> made</c><00:14:41.040><c> a</c><00:14:41.070><c> joke</c><00:14:41.190><c> around</c>

00:14:41.870 --> 00:14:41.880 align:start position:0%
somebody uh somebody made a joke around
 

00:14:41.880 --> 00:14:43.850 align:start position:0%
somebody uh somebody made a joke around
Halloween<00:14:42.630><c> like</c><00:14:42.959><c> you</c><00:14:43.170><c> know</c><00:14:43.290><c> it's</c><00:14:43.500><c> kind</c><00:14:43.769><c> of</c>

00:14:43.850 --> 00:14:43.860 align:start position:0%
Halloween like you know it's kind of
 

00:14:43.860 --> 00:14:45.860 align:start position:0%
Halloween like you know it's kind of
it's<00:14:44.399><c> ridiculous</c><00:14:44.459><c> how</c><00:14:44.910><c> adults</c><00:14:45.300><c> are</c><00:14:45.600><c> dressing</c>

00:14:45.860 --> 00:14:45.870 align:start position:0%
it's ridiculous how adults are dressing
 

00:14:45.870 --> 00:14:47.900 align:start position:0%
it's ridiculous how adults are dressing
up<00:14:45.990><c> in</c><00:14:46.199><c> little</c><00:14:46.620><c> suits</c><00:14:46.920><c> and</c><00:14:47.250><c> kind</c><00:14:47.459><c> of</c><00:14:47.519><c> an</c><00:14:47.699><c> and</c>

00:14:47.900 --> 00:14:47.910 align:start position:0%
up in little suits and kind of an and
 

00:14:47.910 --> 00:14:50.060 align:start position:0%
up in little suits and kind of an and
then<00:14:48.360><c> somebody</c><00:14:48.720><c> reply</c><00:14:49.170><c> to</c><00:14:49.230><c> this</c><00:14:49.470><c> well</c><00:14:49.680><c> every</c>

00:14:50.060 --> 00:14:50.070 align:start position:0%
then somebody reply to this well every
 

00:14:50.070 --> 00:14:52.730 align:start position:0%
then somebody reply to this well every
day<00:14:50.339><c> you</c><00:14:50.399><c> you</c><00:14:50.760><c> put</c><00:14:51.269><c> on</c><00:14:51.420><c> a</c><00:14:51.449><c> dress</c><00:14:51.779><c> suit</c><00:14:52.320><c> and</c><00:14:52.589><c> look</c>

00:14:52.730 --> 00:14:52.740 align:start position:0%
day you you put on a dress suit and look
 

00:14:52.740 --> 00:14:54.800 align:start position:0%
day you you put on a dress suit and look
like<00:14:52.890><c> a</c><00:14:52.949><c> big</c><00:14:53.220><c> guy</c><00:14:53.459><c> in</c><00:14:53.760><c> the</c><00:14:54.209><c> big</c><00:14:54.360><c> company</c><00:14:54.779><c> like</c>

00:14:54.800 --> 00:14:54.810 align:start position:0%
like a big guy in the big company like
 

00:14:54.810 --> 00:14:56.540 align:start position:0%
like a big guy in the big company like
how<00:14:55.140><c> is</c><00:14:55.260><c> this</c><00:14:55.440><c> different</c><00:14:55.680><c> right</c><00:14:56.220><c> so</c><00:14:56.430><c> it's</c>

00:14:56.540 --> 00:14:56.550 align:start position:0%
how is this different right so it's
 

00:14:56.550 --> 00:14:58.130 align:start position:0%
how is this different right so it's
kinda<00:14:56.760><c> but</c><00:14:56.910><c> it</c><00:14:57.029><c> was</c><00:14:57.120><c> interesting</c><00:14:57.269><c> obviously</c>

00:14:58.130 --> 00:14:58.140 align:start position:0%
kinda but it was interesting obviously
 

00:14:58.140 --> 00:15:01.340 align:start position:0%
kinda but it was interesting obviously
there<00:14:58.620><c> are</c><00:14:58.649><c> contexts</c><00:14:59.130><c> right</c><00:14:59.910><c> so</c><00:15:00.269><c> and</c><00:15:01.170><c> that's</c>

00:15:01.340 --> 00:15:01.350 align:start position:0%
there are contexts right so and that's
 

00:15:01.350 --> 00:15:03.740 align:start position:0%
there are contexts right so and that's
one<00:15:01.529><c> thing</c><00:15:01.769><c> that</c><00:15:01.829><c> a</c><00:15:02.430><c> stylist</c><00:15:03.089><c> is</c><00:15:03.209><c> extremely</c>

00:15:03.740 --> 00:15:03.750 align:start position:0%
one thing that a stylist is extremely
 

00:15:03.750 --> 00:15:05.540 align:start position:0%
one thing that a stylist is extremely
good<00:15:03.899><c> at</c><00:15:03.930><c> figuring</c><00:15:04.320><c> out</c><00:15:04.529><c> as</c><00:15:04.769><c> compared</c><00:15:05.399><c> to</c><00:15:05.459><c> a</c>

00:15:05.540 --> 00:15:05.550 align:start position:0%
good at figuring out as compared to a
 

00:15:05.550 --> 00:15:08.980 align:start position:0%
good at figuring out as compared to a
machine<00:15:05.850><c> mm-hmm</c><00:15:06.630><c> right</c><00:15:07.579><c> you</c><00:15:08.579><c> know</c><00:15:08.730><c> your</c><00:15:08.910><c> your</c>

00:15:08.980 --> 00:15:08.990 align:start position:0%
machine mm-hmm right you know your your
 

00:15:08.990 --> 00:15:11.509 align:start position:0%
machine mm-hmm right you know your your
your<00:15:09.990><c> case</c><00:15:10.290><c> was</c><00:15:10.470><c> very</c><00:15:10.680><c> particular</c><00:15:10.890><c> right</c><00:15:11.310><c> like</c>

00:15:11.509 --> 00:15:11.519 align:start position:0%
your case was very particular right like
 

00:15:11.519 --> 00:15:13.579 align:start position:0%
your case was very particular right like
you<00:15:12.060><c> didn't</c><00:15:12.300><c> go</c><00:15:12.480><c> to</c><00:15:12.510><c> just</c><00:15:12.930><c> like</c><00:15:13.199><c> you</c><00:15:13.380><c> didn't</c>

00:15:13.579 --> 00:15:13.589 align:start position:0%
you didn't go to just like you didn't
 

00:15:13.589 --> 00:15:15.560 align:start position:0%
you didn't go to just like you didn't
just<00:15:13.620><c> go</c><00:15:14.010><c> to</c><00:15:14.070><c> work</c><00:15:14.310><c> right</c><00:15:14.730><c> like</c><00:15:15.149><c> you</c><00:15:15.329><c> didn't</c>

00:15:15.560 --> 00:15:15.570 align:start position:0%
just go to work right like you didn't
 

00:15:15.570 --> 00:15:17.060 align:start position:0%
just go to work right like you didn't
just<00:15:15.870><c> go</c><00:15:16.019><c> to</c><00:15:16.079><c> interview</c><00:15:16.560><c> you</c><00:15:16.709><c> went</c><00:15:16.890><c> to</c><00:15:16.980><c> go</c>

00:15:17.060 --> 00:15:17.070 align:start position:0%
just go to interview you went to go
 

00:15:17.070 --> 00:15:19.100 align:start position:0%
just go to interview you went to go
interview<00:15:17.370><c> with</c><00:15:17.579><c> a</c><00:15:17.610><c> VC</c><00:15:18.120><c> right</c><00:15:18.420><c> right</c><00:15:18.600><c> and</c><00:15:18.779><c> so</c>

00:15:19.100 --> 00:15:19.110 align:start position:0%
interview with a VC right right and so
 

00:15:19.110 --> 00:15:21.470 align:start position:0%
interview with a VC right right and so
like<00:15:19.290><c> that</c><00:15:19.500><c> means</c><00:15:19.860><c> that</c><00:15:20.100><c> like</c><00:15:20.250><c> whatever</c><00:15:21.240><c> might</c>

00:15:21.470 --> 00:15:21.480 align:start position:0%
like that means that like whatever might
 

00:15:21.480 --> 00:15:23.720 align:start position:0%
like that means that like whatever might
have<00:15:21.600><c> flown</c><00:15:21.839><c> for</c><00:15:22.199><c> an</c><00:15:22.290><c> interview</c><00:15:22.680><c> attire</c><00:15:23.190><c> in</c>

00:15:23.720 --> 00:15:23.730 align:start position:0%
have flown for an interview attire in
 

00:15:23.730 --> 00:15:25.519 align:start position:0%
have flown for an interview attire in
San<00:15:23.970><c> Francisco</c><00:15:24.149><c> is</c><00:15:24.600><c> now</c><00:15:24.630><c> stepped</c><00:15:25.050><c> up</c><00:15:25.199><c> a</c><00:15:25.350><c> notch</c>

00:15:25.519 --> 00:15:25.529 align:start position:0%
San Francisco is now stepped up a notch
 

00:15:25.529 --> 00:15:28.250 align:start position:0%
San Francisco is now stepped up a notch
mm-hmm<00:15:26.190><c> and</c><00:15:26.490><c> so</c><00:15:26.940><c> that's</c><00:15:27.180><c> the</c><00:15:27.390><c> kind</c><00:15:27.630><c> of</c><00:15:27.720><c> context</c>

00:15:28.250 --> 00:15:28.260 align:start position:0%
mm-hmm and so that's the kind of context
 

00:15:28.260 --> 00:15:30.170 align:start position:0%
mm-hmm and so that's the kind of context
that<00:15:28.290><c> a</c><00:15:28.410><c> human</c><00:15:28.920><c> can</c><00:15:29.190><c> read</c><00:15:29.430><c> and</c><00:15:29.699><c> try</c><00:15:29.940><c> and</c><00:15:30.000><c> figure</c>

00:15:30.170 --> 00:15:30.180 align:start position:0%
that a human can read and try and figure
 

00:15:30.180 --> 00:15:32.540 align:start position:0%
that a human can read and try and figure
out<00:15:30.390><c> how</c><00:15:30.750><c> does</c><00:15:31.410><c> the</c><00:15:31.529><c> human</c><00:15:31.800><c> communicate</c><00:15:32.430><c> that</c>

00:15:32.540 --> 00:15:32.550 align:start position:0%
out how does the human communicate that
 

00:15:32.550 --> 00:15:33.170 align:start position:0%
out how does the human communicate that
back<00:15:32.610><c> to</c><00:15:32.970><c> the</c>

00:15:33.170 --> 00:15:33.180 align:start position:0%
back to the
 

00:15:33.180 --> 00:15:34.700 align:start position:0%
back to the
Shane<00:15:33.360><c> right</c><00:15:33.750><c> that's</c><00:15:34.230><c> an</c><00:15:34.530><c> interesting</c>

00:15:34.700 --> 00:15:34.710 align:start position:0%
Shane right that's an interesting
 

00:15:34.710 --> 00:15:36.830 align:start position:0%
Shane right that's an interesting
intersection<00:15:35.250><c> mm-hmm</c><00:15:36.090><c> how</c><00:15:36.420><c> do</c><00:15:36.480><c> you</c><00:15:36.600><c> do</c><00:15:36.810><c> that</c>

00:15:36.830 --> 00:15:36.840 align:start position:0%
intersection mm-hmm how do you do that
 

00:15:36.840 --> 00:15:38.690 align:start position:0%
intersection mm-hmm how do you do that
how<00:15:37.230><c> does</c><00:15:37.380><c> the</c><00:15:37.500><c> machine</c><00:15:37.590><c> except</c><00:15:38.160><c> those</c><00:15:38.250><c> inputs</c>

00:15:38.690 --> 00:15:38.700 align:start position:0%
how does the machine except those inputs
 

00:15:38.700 --> 00:15:40.760 align:start position:0%
how does the machine except those inputs
how<00:15:39.210><c> does</c><00:15:39.420><c> the</c><00:15:39.660><c> machine</c><00:15:39.870><c> talk</c><00:15:40.290><c> back</c><00:15:40.500><c> to</c><00:15:40.680><c> the</c>

00:15:40.760 --> 00:15:40.770 align:start position:0%
how does the machine talk back to the
 

00:15:40.770 --> 00:15:43.010 align:start position:0%
how does the machine talk back to the
stylist<00:15:41.160><c> and</c><00:15:41.940><c> given</c><00:15:42.600><c> like</c><00:15:42.750><c> new</c>

00:15:43.010 --> 00:15:43.020 align:start position:0%
stylist and given like new
 

00:15:43.020 --> 00:15:44.630 align:start position:0%
stylist and given like new
recommendations<00:15:43.890><c> condition</c><00:15:44.340><c> on</c><00:15:44.430><c> whatever</c>

00:15:44.630 --> 00:15:44.640 align:start position:0%
recommendations condition on whatever
 

00:15:44.640 --> 00:15:46.520 align:start position:0%
recommendations condition on whatever
this<00:15:45.000><c> year's</c><00:15:45.210><c> just</c><00:15:45.510><c> told</c><00:15:45.660><c> her</c><00:15:45.810><c> right</c><00:15:46.260><c> so</c>

00:15:46.520 --> 00:15:46.530 align:start position:0%
this year's just told her right so
 

00:15:46.530 --> 00:15:47.690 align:start position:0%
this year's just told her right so
there's<00:15:46.680><c> really</c><00:15:46.860><c> really</c><00:15:47.160><c> interesting</c><00:15:47.340><c> like</c>

00:15:47.690 --> 00:15:47.700 align:start position:0%
there's really really interesting like
 

00:15:47.700 --> 00:15:50.150 align:start position:0%
there's really really interesting like
cross-feed<00:15:48.240><c> a</c><00:15:48.420><c> you</c><00:15:48.570><c> know</c><00:15:48.860><c> like</c><00:15:49.860><c> you</c><00:15:49.980><c> cannot</c>

00:15:50.150 --> 00:15:50.160 align:start position:0%
cross-feed a you know like you cannot
 

00:15:50.160 --> 00:15:51.350 align:start position:0%
cross-feed a you know like you cannot
really<00:15:50.370><c> run</c><00:15:50.610><c> deep</c><00:15:50.760><c> learning</c><00:15:50.880><c> on</c><00:15:51.120><c> this</c><00:15:51.240><c> because</c>

00:15:51.350 --> 00:15:51.360 align:start position:0%
really run deep learning on this because
 

00:15:51.360 --> 00:15:53.270 align:start position:0%
really run deep learning on this because
you<00:15:51.570><c> will</c><00:15:51.720><c> not</c><00:15:51.840><c> have</c><00:15:52.140><c> three</c><00:15:52.770><c> million</c><00:15:53.100><c> people</c>

00:15:53.270 --> 00:15:53.280 align:start position:0%
you will not have three million people
 

00:15:53.280 --> 00:15:55.160 align:start position:0%
you will not have three million people
doing<00:15:53.640><c> vc</c><00:15:53.790><c> interviews</c><00:15:54.210><c> right</c><00:15:54.690><c> like</c><00:15:55.020><c> you'll</c>

00:15:55.160 --> 00:15:55.170 align:start position:0%
doing vc interviews right like you'll
 

00:15:55.170 --> 00:15:57.080 align:start position:0%
doing vc interviews right like you'll
have<00:15:55.230><c> barrel</c><00:15:56.070><c> a</c><00:15:56.160><c> few</c><00:15:56.310><c> cases</c><00:15:56.520><c> I</c><00:15:56.760><c> mean</c><00:15:56.880><c> you</c><00:15:56.970><c> will</c>

00:15:57.080 --> 00:15:57.090 align:start position:0%
have barrel a few cases I mean you will
 

00:15:57.090 --> 00:15:58.580 align:start position:0%
have barrel a few cases I mean you will
have<00:15:57.210><c> an</c><00:15:57.300><c> image</c><00:15:57.540><c> right</c><00:15:57.780><c> like</c><00:15:57.960><c> basically</c><00:15:58.260><c> like</c>

00:15:58.580 --> 00:15:58.590 align:start position:0%
have an image right like basically like
 

00:15:58.590 --> 00:16:00.950 align:start position:0%
have an image right like basically like
we<00:15:58.740><c> know</c><00:15:58.860><c> how</c><00:15:58.980><c> to</c><00:15:59.040><c> stereotype</c><00:15:59.640><c> right</c><00:16:00.510><c> that's</c>

00:16:00.950 --> 00:16:00.960 align:start position:0%
we know how to stereotype right that's
 

00:16:00.960 --> 00:16:02.690 align:start position:0%
we know how to stereotype right that's
what<00:16:01.200><c> but</c><00:16:01.620><c> you</c><00:16:01.830><c> know</c><00:16:01.950><c> how</c><00:16:02.070><c> do</c><00:16:02.130><c> you</c><00:16:02.280><c> explain</c><00:16:02.490><c> to</c>

00:16:02.690 --> 00:16:02.700 align:start position:0%
what but you know how do you explain to
 

00:16:02.700 --> 00:16:04.250 align:start position:0%
what but you know how do you explain to
the<00:16:02.790><c> machine</c><00:16:03.150><c> like</c><00:16:03.360><c> you</c><00:16:03.480><c> will</c><00:16:03.600><c> not</c><00:16:03.750><c> feel</c><00:16:04.080><c> it</c><00:16:04.230><c> a</c>

00:16:04.250 --> 00:16:04.260 align:start position:0%
the machine like you will not feel it a
 

00:16:04.260 --> 00:16:07.520 align:start position:0%
the machine like you will not feel it a
lot<00:16:04.410><c> of</c><00:16:04.560><c> data</c><00:16:04.740><c> yeah</c><00:16:05.280><c> I</c><00:16:05.490><c> think</c><00:16:05.820><c> I</c><00:16:06.380><c> one</c><00:16:07.380><c> of</c><00:16:07.410><c> the</c>

00:16:07.520 --> 00:16:07.530 align:start position:0%
lot of data yeah I think I one of the
 

00:16:07.530 --> 00:16:08.990 align:start position:0%
lot of data yeah I think I one of the
things<00:16:07.650><c> that</c><00:16:07.710><c> beepin</c><00:16:08.040><c> is</c><00:16:08.160><c> really</c><00:16:08.490><c> good</c><00:16:08.670><c> at</c><00:16:08.820><c> is</c>

00:16:08.990 --> 00:16:09.000 align:start position:0%
things that beepin is really good at is
 

00:16:09.000 --> 00:16:12.770 align:start position:0%
things that beepin is really good at is
having<00:16:10.220><c> supervised</c><00:16:11.220><c> classified</c><00:16:11.910><c> data</c><00:16:12.480><c> sense</c>

00:16:12.770 --> 00:16:12.780 align:start position:0%
having supervised classified data sense
 

00:16:12.780 --> 00:16:14.660 align:start position:0%
having supervised classified data sense
right<00:16:12.960><c> and</c><00:16:13.200><c> it's</c><00:16:13.320><c> starting</c><00:16:13.620><c> to</c><00:16:13.860><c> verge</c><00:16:14.400><c> more</c>

00:16:14.660 --> 00:16:14.670 align:start position:0%
right and it's starting to verge more
 

00:16:14.670 --> 00:16:16.760 align:start position:0%
right and it's starting to verge more
tour<00:16:14.910><c> it's</c><00:16:15.150><c> like</c><00:16:15.240><c> unsupervised</c><00:16:15.870><c> work</c><00:16:16.080><c> like</c><00:16:16.260><c> el</c>

00:16:16.760 --> 00:16:16.770 align:start position:0%
tour it's like unsupervised work like el
 

00:16:16.770 --> 00:16:18.470 align:start position:0%
tour it's like unsupervised work like el
dedo<00:16:17.040><c> vac</c><00:16:17.310><c> is</c><00:16:17.460><c> going</c><00:16:17.610><c> to</c><00:16:17.670><c> be</c><00:16:17.940><c> talking</c><00:16:18.090><c> a</c><00:16:18.300><c> lot</c>

00:16:18.470 --> 00:16:18.480 align:start position:0%
dedo vac is going to be talking a lot
 

00:16:18.480 --> 00:16:20.450 align:start position:0%
dedo vac is going to be talking a lot
about<00:16:18.540><c> unsupervised</c><00:16:19.410><c> learning</c><00:16:19.560><c> mm-hmm</c><00:16:20.310><c> and</c>

00:16:20.450 --> 00:16:20.460 align:start position:0%
about unsupervised learning mm-hmm and
 

00:16:20.460 --> 00:16:23.810 align:start position:0%
about unsupervised learning mm-hmm and
we<00:16:21.060><c> might</c><00:16:21.300><c> make</c><00:16:21.630><c> inroads</c><00:16:21.900><c> there</c><00:16:22.440><c> but</c><00:16:23.340><c> for</c><00:16:23.760><c> the</c>

00:16:23.810 --> 00:16:23.820 align:start position:0%
we might make inroads there but for the
 

00:16:23.820 --> 00:16:26.090 align:start position:0%
we might make inroads there but for the
time<00:16:24.000><c> being</c><00:16:24.060><c> I</c><00:16:24.630><c> think</c><00:16:25.080><c> that</c><00:16:25.140><c> the</c><00:16:25.950><c> biggest</c>

00:16:26.090 --> 00:16:26.100 align:start position:0%
time being I think that the biggest
 

00:16:26.100 --> 00:16:28.040 align:start position:0%
time being I think that the biggest
gains<00:16:26.520><c> are</c><00:16:26.700><c> to</c><00:16:26.790><c> be</c><00:16:26.910><c> had</c><00:16:27.060><c> with</c><00:16:27.330><c> how</c><00:16:27.660><c> do</c><00:16:27.720><c> you</c>

00:16:28.040 --> 00:16:28.050 align:start position:0%
gains are to be had with how do you
 

00:16:28.050 --> 00:16:30.320 align:start position:0%
gains are to be had with how do you
optimize<00:16:28.260><c> like</c><00:16:28.920><c> machines</c><00:16:29.280><c> talking</c><00:16:29.760><c> to</c><00:16:29.970><c> humans</c>

00:16:30.320 --> 00:16:30.330 align:start position:0%
optimize like machines talking to humans
 

00:16:30.330 --> 00:16:31.730 align:start position:0%
optimize like machines talking to humans
and<00:16:30.510><c> humans</c><00:16:30.840><c> talking</c><00:16:31.140><c> back</c><00:16:31.260><c> to</c><00:16:31.290><c> machines</c><00:16:31.650><c> and</c>

00:16:31.730 --> 00:16:31.740 align:start position:0%
and humans talking back to machines and
 

00:16:31.740 --> 00:16:33.290 align:start position:0%
and humans talking back to machines and
I<00:16:32.160><c> think</c><00:16:32.370><c> that's</c><00:16:32.490><c> that</c><00:16:32.880><c> requires</c><00:16:33.180><c> a</c><00:16:33.270><c> very</c>

00:16:33.290 --> 00:16:33.300 align:start position:0%
I think that's that requires a very
 

00:16:33.300 --> 00:16:34.910 align:start position:0%
I think that's that requires a very
specific<00:16:33.630><c> set</c><00:16:34.020><c> of</c><00:16:34.080><c> algorithms</c><00:16:34.290><c> you</c><00:16:34.770><c> need</c>

00:16:34.910 --> 00:16:34.920 align:start position:0%
specific set of algorithms you need
 

00:16:34.920 --> 00:16:36.980 align:start position:0%
specific set of algorithms you need
algorithms<00:16:35.430><c> that</c><00:16:35.640><c> don't</c><00:16:36.480><c> give</c><00:16:36.690><c> you</c><00:16:36.720><c> sort</c><00:16:36.930><c> of</c>

00:16:36.980 --> 00:16:36.990 align:start position:0%
algorithms that don't give you sort of
 

00:16:36.990 --> 00:16:38.510 align:start position:0%
algorithms that don't give you sort of
black<00:16:37.170><c> box</c><00:16:37.410><c> results</c><00:16:37.860><c> like</c><00:16:38.010><c> how</c><00:16:38.190><c> deep</c><00:16:38.370><c> learning</c>

00:16:38.510 --> 00:16:38.520 align:start position:0%
black box results like how deep learning
 

00:16:38.520 --> 00:16:40.640 align:start position:0%
black box results like how deep learning
usually<00:16:39.150><c> does</c><00:16:39.360><c> right</c><00:16:39.780><c> which</c><00:16:40.620><c> is</c>

00:16:40.640 --> 00:16:40.650 align:start position:0%
usually does right which is
 

00:16:40.650 --> 00:16:42.020 align:start position:0%
usually does right which is
unexplainable<00:16:41.250><c> which</c><00:16:41.550><c> don't</c><00:16:41.700><c> get</c><00:16:41.760><c> me</c><00:16:41.820><c> wrong</c>

00:16:42.020 --> 00:16:42.030 align:start position:0%
unexplainable which don't get me wrong
 

00:16:42.030 --> 00:16:44.120 align:start position:0%
unexplainable which don't get me wrong
I'm<00:16:42.210><c> actually</c><00:16:42.930><c> really</c><00:16:43.170><c> a</c><00:16:43.290><c> big</c><00:16:43.410><c> fan</c><00:16:43.440><c> but</c><00:16:43.950><c> like</c>

00:16:44.120 --> 00:16:44.130 align:start position:0%
I'm actually really a big fan but like
 

00:16:44.130 --> 00:16:46.100 align:start position:0%
I'm actually really a big fan but like
usually<00:16:44.820><c> you</c><00:16:45.540><c> know</c><00:16:45.630><c> there's</c><00:16:45.810><c> two</c><00:16:45.930><c> different</c>

00:16:46.100 --> 00:16:46.110 align:start position:0%
usually you know there's two different
 

00:16:46.110 --> 00:16:48.260 align:start position:0%
usually you know there's two different
kinds<00:16:46.320><c> of</c><00:16:46.470><c> explain</c><00:16:46.740><c> one</c><00:16:46.770><c> is</c><00:16:47.250><c> like</c><00:16:47.430><c> do</c><00:16:48.120><c> I</c><00:16:48.180><c> know</c>

00:16:48.260 --> 00:16:48.270 align:start position:0%
kinds of explain one is like do I know
 

00:16:48.270 --> 00:16:50.900 align:start position:0%
kinds of explain one is like do I know
what<00:16:48.900><c> the</c><00:16:49.080><c> model</c><00:16:49.290><c> is</c><00:16:49.560><c> doing</c><00:16:50.010><c> and</c><00:16:50.250><c> then</c><00:16:50.700><c> to</c>

00:16:50.900 --> 00:16:50.910 align:start position:0%
what the model is doing and then to
 

00:16:50.910 --> 00:16:52.370 align:start position:0%
what the model is doing and then to
given<00:16:51.450><c> those</c><00:16:51.600><c> results</c><00:16:51.990><c> can</c><00:16:52.170><c> I</c><00:16:52.230><c> actually</c>

00:16:52.370 --> 00:16:52.380 align:start position:0%
given those results can I actually
 

00:16:52.380 --> 00:16:55.670 align:start position:0%
given those results can I actually
understand<00:16:52.950><c> what</c><00:16:53.070><c> those</c><00:16:53.220><c> results</c><00:16:53.640><c> me</c><00:16:53.790><c> so</c><00:16:54.680><c> this</c>

00:16:55.670 --> 00:16:55.680 align:start position:0%
understand what those results me so this
 

00:16:55.680 --> 00:16:57.860 align:start position:0%
understand what those results me so this
things<00:16:55.860><c> are</c><00:16:55.980><c> different</c><00:16:56.160><c> one</c><00:16:56.820><c> I</c><00:16:57.210><c> think</c><00:16:57.750><c> for</c>

00:16:57.860 --> 00:16:57.870 align:start position:0%
things are different one I think for
 

00:16:57.870 --> 00:16:58.880 align:start position:0%
things are different one I think for
deep<00:16:57.990><c> lending</c><00:16:58.230><c> in</c><00:16:58.320><c> which</c><00:16:58.500><c> it</c><00:16:58.590><c> sort</c><00:16:58.680><c> of</c><00:16:58.770><c> feels</c>

00:16:58.880 --> 00:16:58.890 align:start position:0%
deep lending in which it sort of feels
 

00:16:58.890 --> 00:17:00.530 align:start position:0%
deep lending in which it sort of feels
on<00:16:59.130><c> both</c><00:16:59.310><c> of</c><00:16:59.340><c> those</c><00:16:59.520><c> things</c><00:16:59.580><c> like</c><00:17:00.000><c> you</c><00:17:00.390><c> have</c><00:17:00.510><c> a</c>

00:17:00.530 --> 00:17:00.540 align:start position:0%
on both of those things like you have a
 

00:17:00.540 --> 00:17:02.810 align:start position:0%
on both of those things like you have a
bunch<00:17:00.750><c> of</c><00:17:00.870><c> layers</c><00:17:01.050><c> in</c><00:17:01.320><c> between</c><00:17:01.490><c> you</c><00:17:02.490><c> can</c><00:17:02.670><c> kind</c>

00:17:02.810 --> 00:17:02.820 align:start position:0%
bunch of layers in between you can kind
 

00:17:02.820 --> 00:17:04.250 align:start position:0%
bunch of layers in between you can kind
of<00:17:02.970><c> visualize</c><00:17:03.060><c> what</c><00:17:03.480><c> those</c><00:17:03.600><c> layers</c><00:17:03.750><c> are</c><00:17:03.960><c> doing</c>

00:17:04.250 --> 00:17:04.260 align:start position:0%
of visualize what those layers are doing
 

00:17:04.260 --> 00:17:05.870 align:start position:0%
of visualize what those layers are doing
you<00:17:04.620><c> can</c><00:17:04.800><c> kind</c><00:17:04.980><c> of</c><00:17:05.100><c> visualize</c><00:17:05.190><c> them</c><00:17:05.610><c> for</c><00:17:05.790><c> like</c>

00:17:05.870 --> 00:17:05.880 align:start position:0%
you can kind of visualize them for like
 

00:17:05.880 --> 00:17:07.610 align:start position:0%
you can kind of visualize them for like
individual<00:17:06.390><c> images</c><00:17:06.750><c> and</c><00:17:06.930><c> get</c><00:17:07.050><c> a</c><00:17:07.080><c> good</c><00:17:07.320><c> sense</c>

00:17:07.610 --> 00:17:07.620 align:start position:0%
individual images and get a good sense
 

00:17:07.620 --> 00:17:10.700 align:start position:0%
individual images and get a good sense
but<00:17:08.370><c> the</c><00:17:08.490><c> output</c><00:17:08.970><c> is</c><00:17:09.120><c> this</c><00:17:09.480><c> rather</c><00:17:10.440><c> one</c><00:17:10.650><c> of</c>

00:17:10.700 --> 00:17:10.710 align:start position:0%
but the output is this rather one of
 

00:17:10.710 --> 00:17:12.110 align:start position:0%
but the output is this rather one of
those<00:17:10.830><c> intermediate</c><00:17:11.280><c> layers</c><00:17:11.430><c> is</c><00:17:11.700><c> this</c><00:17:11.910><c> sort</c>

00:17:12.110 --> 00:17:12.120 align:start position:0%
those intermediate layers is this sort
 

00:17:12.120 --> 00:17:13.700 align:start position:0%
those intermediate layers is this sort
of<00:17:12.150><c> like</c><00:17:12.210><c> big</c><00:17:12.660><c> giant</c><00:17:12.690><c> four</c><00:17:13.320><c> thousand</c>

00:17:13.700 --> 00:17:13.710 align:start position:0%
of like big giant four thousand
 

00:17:13.710 --> 00:17:15.050 align:start position:0%
of like big giant four thousand
dimensional<00:17:13.800><c> image</c><00:17:14.370><c> vector</c><00:17:14.700><c> and</c><00:17:14.820><c> you</c><00:17:14.880><c> don't</c>

00:17:15.050 --> 00:17:15.060 align:start position:0%
dimensional image vector and you don't
 

00:17:15.060 --> 00:17:16.220 align:start position:0%
dimensional image vector and you don't
you<00:17:15.210><c> don't</c><00:17:15.420><c> really</c><00:17:15.540><c> know</c><00:17:15.720><c> what</c><00:17:15.840><c> that</c><00:17:15.870><c> right</c>

00:17:16.220 --> 00:17:16.230 align:start position:0%
you don't really know what that right
 

00:17:16.230 --> 00:17:17.840 align:start position:0%
you don't really know what that right
you<00:17:16.620><c> look</c><00:17:16.770><c> at</c><00:17:16.920><c> one</c><00:17:17.070><c> of</c><00:17:17.100><c> like</c><00:17:17.250><c> you</c><00:17:17.430><c> look</c><00:17:17.580><c> at</c><00:17:17.730><c> you</c>

00:17:17.840 --> 00:17:17.850 align:start position:0%
you look at one of like you look at you
 

00:17:17.850 --> 00:17:19.040 align:start position:0%
you look at one of like you look at you
all<00:17:17.970><c> you</c><00:17:18.120><c> really</c><00:17:18.240><c> know</c><00:17:18.450><c> is</c><00:17:18.600><c> it's</c><00:17:18.750><c> similar</c><00:17:18.960><c> to</c>

00:17:19.040 --> 00:17:19.050 align:start position:0%
all you really know is it's similar to
 

00:17:19.050 --> 00:17:21.530 align:start position:0%
all you really know is it's similar to
these<00:17:19.170><c> other</c><00:17:19.350><c> things</c><00:17:19.680><c> you're</c><00:17:19.920><c> like</c><00:17:20.040><c> okay</c><00:17:20.540><c> you</c>

00:17:21.530 --> 00:17:21.540 align:start position:0%
these other things you're like okay you
 

00:17:21.540 --> 00:17:22.820 align:start position:0%
these other things you're like okay you
can<00:17:21.690><c> start</c><00:17:21.870><c> to</c><00:17:21.930><c> figure</c><00:17:22.080><c> out</c><00:17:22.230><c> stuff</c><00:17:22.410><c> from</c><00:17:22.620><c> there</c>

00:17:22.820 --> 00:17:22.830 align:start position:0%
can start to figure out stuff from there
 

00:17:22.830 --> 00:17:26.390 align:start position:0%
can start to figure out stuff from there
on<00:17:23.010><c> the</c><00:17:23.760><c> other</c><00:17:23.820><c> hand</c><00:17:23.940><c> sort</c><00:17:24.930><c> of</c><00:17:25.110><c> on</c><00:17:25.710><c> the</c><00:17:26.310><c> other</c>

00:17:26.390 --> 00:17:26.400 align:start position:0%
on the other hand sort of on the other
 

00:17:26.400 --> 00:17:28.760 align:start position:0%
on the other hand sort of on the other
spectrum<00:17:26.850><c> of</c><00:17:27.120><c> like</c><00:17:27.360><c> models</c><00:17:27.990><c> you</c><00:17:28.140><c> can</c><00:17:28.170><c> do</c><00:17:28.500><c> are</c>

00:17:28.760 --> 00:17:28.770 align:start position:0%
spectrum of like models you can do are
 

00:17:28.770 --> 00:17:30.920 align:start position:0%
spectrum of like models you can do are
things<00:17:29.310><c> like</c><00:17:29.580><c> graphical</c><00:17:30.090><c> models</c><00:17:30.420><c> things</c><00:17:30.720><c> like</c>

00:17:30.920 --> 00:17:30.930 align:start position:0%
things like graphical models things like
 

00:17:30.930 --> 00:17:34.940 align:start position:0%
things like graphical models things like
lda<00:17:31.460><c> which</c><00:17:32.540><c> by</c><00:17:33.540><c> their</c><00:17:33.780><c> construction</c><00:17:34.440><c> which</c>

00:17:34.940 --> 00:17:34.950 align:start position:0%
lda which by their construction which
 

00:17:34.950 --> 00:17:37.040 align:start position:0%
lda which by their construction which
are<00:17:35.160><c> from</c><00:17:35.700><c> the</c><00:17:35.850><c> get-go</c><00:17:36.090><c> not</c><00:17:36.510><c> trying</c><00:17:36.750><c> to</c><00:17:36.870><c> be</c><00:17:36.960><c> the</c>

00:17:37.040 --> 00:17:37.050 align:start position:0%
are from the get-go not trying to be the
 

00:17:37.050 --> 00:17:38.720 align:start position:0%
are from the get-go not trying to be the
most<00:17:37.170><c> powerful</c><00:17:37.380><c> algorithm</c><00:17:37.980><c> in</c><00:17:38.070><c> the</c><00:17:38.160><c> world</c><00:17:38.340><c> I'm</c>

00:17:38.720 --> 00:17:38.730 align:start position:0%
most powerful algorithm in the world I'm
 

00:17:38.730 --> 00:17:39.890 align:start position:0%
most powerful algorithm in the world I'm
going<00:17:38.970><c> to</c><00:17:39.060><c> be</c><00:17:39.150><c> the</c><00:17:39.240><c> most</c><00:17:39.330><c> interpretive</c>

00:17:39.890 --> 00:17:39.900 align:start position:0%
going to be the most interpretive
 

00:17:39.900 --> 00:17:41.960 align:start position:0%
going to be the most interpretive
algorithm<00:17:40.320><c> yes</c><00:17:40.530><c> and</c><00:17:40.830><c> the</c><00:17:41.340><c> results</c><00:17:41.700><c> that</c><00:17:41.760><c> it</c>

00:17:41.960 --> 00:17:41.970 align:start position:0%
algorithm yes and the results that it
 

00:17:41.970 --> 00:17:44.690 align:start position:0%
algorithm yes and the results that it
gets<00:17:42.150><c> you</c><00:17:42.390><c> are</c><00:17:42.690><c> extremely</c><00:17:43.380><c> nice</c><00:17:44.100><c> to</c><00:17:44.340><c> read</c><00:17:44.520><c> off</c>

00:17:44.690 --> 00:17:44.700 align:start position:0%
gets you are extremely nice to read off
 

00:17:44.700 --> 00:17:45.289 align:start position:0%
gets you are extremely nice to read off
right

00:17:45.289 --> 00:17:45.299 align:start position:0%
right
 

00:17:45.299 --> 00:17:47.720 align:start position:0%
right
and<00:17:45.929><c> that's</c><00:17:46.230><c> the</c><00:17:46.379><c> kind</c><00:17:46.679><c> of</c><00:17:46.799><c> thing</c><00:17:47.100><c> that</c><00:17:47.309><c> will</c>

00:17:47.720 --> 00:17:47.730 align:start position:0%
and that's the kind of thing that will
 

00:17:47.730 --> 00:17:49.789 align:start position:0%
and that's the kind of thing that will
let<00:17:47.909><c> you</c><00:17:48.029><c> go</c><00:17:48.210><c> back</c><00:17:48.450><c> and</c><00:17:48.480><c> say</c><00:17:48.929><c> here's</c><00:17:49.499><c> the</c><00:17:49.649><c> my</c>

00:17:49.789 --> 00:17:49.799 align:start position:0%
let you go back and say here's the my
 

00:17:49.799 --> 00:17:51.859 align:start position:0%
let you go back and say here's the my
machine<00:17:50.369><c> our</c><00:17:50.519><c> learning</c><00:17:50.970><c> algorithm</c><00:17:51.389><c> here's</c>

00:17:51.859 --> 00:17:51.869 align:start position:0%
machine our learning algorithm here's
 

00:17:51.869 --> 00:17:53.479 align:start position:0%
machine our learning algorithm here's
what<00:17:52.110><c> it</c><00:17:52.200><c> feeds</c><00:17:52.440><c> back</c><00:17:52.619><c> to</c><00:17:52.769><c> the</c><00:17:52.860><c> stylist</c><00:17:53.309><c> right</c>

00:17:53.479 --> 00:17:53.489 align:start position:0%
what it feeds back to the stylist right
 

00:17:53.489 --> 00:17:55.489 align:start position:0%
what it feeds back to the stylist right
I<00:17:53.610><c> can't</c><00:17:53.940><c> give</c><00:17:54.210><c> back</c><00:17:54.509><c> a</c><00:17:54.539><c> word</c><00:17:54.869><c> to</c><00:17:55.019><c> vet</c><00:17:55.169><c> vector</c>

00:17:55.489 --> 00:17:55.499 align:start position:0%
I can't give back a word to vet vector
 

00:17:55.499 --> 00:17:56.960 align:start position:0%
I can't give back a word to vet vector
back<00:17:55.649><c> to</c><00:17:55.799><c> my</c><00:17:55.919><c> stylist</c><00:17:56.340><c> that's</c><00:17:56.519><c> not</c><00:17:56.700><c> going</c><00:17:56.879><c> to</c>

00:17:56.960 --> 00:17:56.970 align:start position:0%
back to my stylist that's not going to
 

00:17:56.970 --> 00:17:59.119 align:start position:0%
back to my stylist that's not going to
fly<00:17:57.059><c> I</c><00:17:57.389><c> can</c><00:17:57.840><c> kind</c><00:17:58.200><c> of</c><00:17:58.259><c> try</c><00:17:58.409><c> to</c><00:17:58.470><c> give</c><00:17:58.649><c> her</c><00:17:58.739><c> an</c><00:17:58.830><c> Lda</c>

00:17:59.119 --> 00:17:59.129 align:start position:0%
fly I can kind of try to give her an Lda
 

00:17:59.129 --> 00:18:01.100 align:start position:0%
fly I can kind of try to give her an Lda
vector<00:17:59.549><c> at</c><00:18:00.090><c> least</c><00:18:00.239><c> that's</c><00:18:00.450><c> only</c><00:18:00.629><c> going</c><00:18:00.840><c> to</c><00:18:00.899><c> be</c>

00:18:01.100 --> 00:18:01.110 align:start position:0%
vector at least that's only going to be
 

00:18:01.110 --> 00:18:03.619 align:start position:0%
vector at least that's only going to be
only<00:18:01.590><c> only</c><00:18:02.090><c> essentially</c><00:18:03.090><c> because</c><00:18:03.299><c> it's</c><00:18:03.450><c> only</c>

00:18:03.619 --> 00:18:03.629 align:start position:0%
only only essentially because it's only
 

00:18:03.629 --> 00:18:05.029 align:start position:0%
only only essentially because it's only
going<00:18:03.720><c> to</c><00:18:03.779><c> be</c><00:18:03.869><c> three</c><00:18:03.899><c> or</c><00:18:04.169><c> four</c><00:18:04.350><c> numbers</c><00:18:04.739><c> that's</c>

00:18:05.029 --> 00:18:05.039 align:start position:0%
going to be three or four numbers that's
 

00:18:05.039 --> 00:18:06.409 align:start position:0%
going to be three or four numbers that's
quite<00:18:05.249><c> a</c><00:18:05.429><c> word</c><00:18:05.580><c> to</c><00:18:05.700><c> backpacker</c><00:18:06.059><c> which</c><00:18:06.269><c> is</c>

00:18:06.409 --> 00:18:06.419 align:start position:0%
quite a word to backpacker which is
 

00:18:06.419 --> 00:18:07.519 align:start position:0%
quite a word to backpacker which is
going<00:18:06.570><c> to</c><00:18:06.629><c> be</c><00:18:06.749><c> a</c><00:18:06.779><c> hundred</c><00:18:07.019><c> dollars</c><00:18:07.379><c> i'll</c>

00:18:07.519 --> 00:18:07.529 align:start position:0%
going to be a hundred dollars i'll
 

00:18:07.529 --> 00:18:08.930 align:start position:0%
going to be a hundred dollars i'll
explain<00:18:08.009><c> a</c><00:18:08.070><c> little</c><00:18:08.249><c> bit</c><00:18:08.399><c> interested</c><00:18:08.850><c> later</c>

00:18:08.930 --> 00:18:08.940 align:start position:0%
explain a little bit interested later
 

00:18:08.940 --> 00:18:11.779 align:start position:0%
explain a little bit interested later
today<00:18:09.179><c> but</c><00:18:09.749><c> like</c><00:18:09.929><c> that</c><00:18:10.559><c> family</c><00:18:11.460><c> of</c><00:18:11.549><c> algorithms</c>

00:18:11.779 --> 00:18:11.789 align:start position:0%
today but like that family of algorithms
 

00:18:11.789 --> 00:18:14.389 align:start position:0%
today but like that family of algorithms
is<00:18:12.360><c> what</c><00:18:13.019><c> you</c><00:18:13.169><c> need</c><00:18:13.440><c> what</c><00:18:13.769><c> we</c><00:18:13.860><c> need</c><00:18:14.039><c> to</c><00:18:14.129><c> push</c>

00:18:14.389 --> 00:18:14.399 align:start position:0%
is what you need what we need to push
 

00:18:14.399 --> 00:18:16.669 align:start position:0%
is what you need what we need to push
forward<00:18:14.759><c> to</c><00:18:15.179><c> have</c><00:18:15.360><c> better</c><00:18:15.690><c> human</c><00:18:16.230><c> and</c><00:18:16.470><c> machine</c>

00:18:16.669 --> 00:18:16.679 align:start position:0%
forward to have better human and machine
 

00:18:16.679 --> 00:18:19.009 align:start position:0%
forward to have better human and machine
interactions<00:18:17.609><c> mm-hmm</c><00:18:18.359><c> all</c><00:18:18.840><c> those</c>

00:18:19.009 --> 00:18:19.019 align:start position:0%
interactions mm-hmm all those
 

00:18:19.019 --> 00:18:22.159 align:start position:0%
interactions mm-hmm all those
interesting<00:18:19.590><c> I</c><00:18:19.739><c> think</c><00:18:19.830><c> kind</c><00:18:20.369><c> of</c><00:18:20.489><c> the</c><00:18:20.700><c> the</c><00:18:21.169><c> the</c>

00:18:22.159 --> 00:18:22.169 align:start position:0%
interesting I think kind of the the the
 

00:18:22.169 --> 00:18:24.349 align:start position:0%
interesting I think kind of the the the
meetup<00:18:22.440><c> audience</c><00:18:22.889><c> senses</c><00:18:23.429><c> this</c><00:18:23.639><c> because</c><00:18:23.999><c> we</c>

00:18:24.349 --> 00:18:24.359 align:start position:0%
meetup audience senses this because we
 

00:18:24.359 --> 00:18:26.629 align:start position:0%
meetup audience senses this because we
have<00:18:24.539><c> a</c><00:18:24.570><c> record</c><00:18:25.019><c> number</c><00:18:25.049><c> of</c><00:18:25.350><c> enough</c><00:18:25.679><c> today</c><00:18:25.830><c> we</c>

00:18:26.629 --> 00:18:26.639 align:start position:0%
have a record number of enough today we
 

00:18:26.639 --> 00:18:28.700 align:start position:0%
have a record number of enough today we
have<00:18:26.820><c> 300</c><00:18:27.029><c> people</c><00:18:27.570><c> all</c><00:18:27.989><c> right</c><00:18:28.109><c> look</c><00:18:28.289><c> at</c><00:18:28.379><c> all</c>

00:18:28.700 --> 00:18:28.710 align:start position:0%
have 300 people all right look at all
 

00:18:28.710 --> 00:18:30.320 align:start position:0%
have 300 people all right look at all
these<00:18:28.859><c> girls</c><00:18:29.100><c> who</c><00:18:29.309><c> want</c><00:18:29.489><c> to</c><00:18:29.519><c> see</c><00:18:29.700><c> it</c><00:18:29.850><c> so</c>

00:18:30.320 --> 00:18:30.330 align:start position:0%
these girls who want to see it so
 

00:18:30.330 --> 00:18:32.419 align:start position:0%
these girls who want to see it so
obviously<00:18:30.869><c> i</c><00:18:30.989><c> think</c><00:18:31.440><c> board</c><00:18:31.619><c> tyvek</c><00:18:31.950><c> was</c><00:18:32.399><c> a</c>

00:18:32.419 --> 00:18:32.429 align:start position:0%
obviously i think board tyvek was a
 

00:18:32.429 --> 00:18:36.379 align:start position:0%
obviously i think board tyvek was a
really<00:18:32.850><c> huge</c><00:18:33.539><c> hit</c><00:18:34.440><c> with</c><00:18:34.710><c> the</c><00:18:35.190><c> community</c><00:18:35.730><c> right</c>

00:18:36.379 --> 00:18:36.389 align:start position:0%
really huge hit with the community right
 

00:18:36.389 --> 00:18:38.180 align:start position:0%
really huge hit with the community right
and<00:18:36.749><c> and</c><00:18:37.049><c> but</c><00:18:37.200><c> under</c><00:18:37.440><c> a</c><00:18:37.470><c> question</c><00:18:37.769><c> so</c><00:18:37.919><c> i</c><00:18:37.950><c> think</c>

00:18:38.180 --> 00:18:38.190 align:start position:0%
and and but under a question so i think
 

00:18:38.190 --> 00:18:39.769 align:start position:0%
and and but under a question so i think
it's<00:18:38.429><c> like</c><00:18:38.700><c> you're</c><00:18:38.879><c> real</c><00:18:39.090><c> really</c><00:18:39.480><c> are</c><00:18:39.690><c> you</c>

00:18:39.769 --> 00:18:39.779 align:start position:0%
it's like you're real really are you
 

00:18:39.779 --> 00:18:41.029 align:start position:0%
it's like you're real really are you
sure<00:18:39.929><c> it's</c><00:18:40.049><c> not</c><00:18:40.139><c> just</c><00:18:40.200><c> the</c><00:18:40.409><c> machines</c><00:18:40.710><c> getting</c>

00:18:41.029 --> 00:18:41.039 align:start position:0%
sure it's not just the machines getting
 

00:18:41.039 --> 00:18:43.460 align:start position:0%
sure it's not just the machines getting
smarter<00:18:41.429><c> and</c><00:18:41.460><c> overloading</c><00:18:42.090><c> the</c><00:18:42.539><c> meetup</c><00:18:42.899><c> I</c>

00:18:43.460 --> 00:18:43.470 align:start position:0%
smarter and overloading the meetup I
 

00:18:43.470 --> 00:18:45.349 align:start position:0%
smarter and overloading the meetup I
think<00:18:43.710><c> there</c><00:18:43.830><c> are</c><00:18:43.859><c> other</c><00:18:44.190><c> situations</c><00:18:44.669><c> they're</c>

00:18:45.349 --> 00:18:45.359 align:start position:0%
think there are other situations they're
 

00:18:45.359 --> 00:18:46.970 align:start position:0%
think there are other situations they're
gonna<00:18:45.539><c> actually</c><00:18:45.779><c> know</c><00:18:46.080><c> this</c><00:18:46.259><c> time</c><00:18:46.769><c> to</c><00:18:46.889><c> think</c>

00:18:46.970 --> 00:18:46.980 align:start position:0%
gonna actually know this time to think
 

00:18:46.980 --> 00:18:48.649 align:start position:0%
gonna actually know this time to think
about<00:18:47.100><c> it</c><00:18:47.279><c> you</c><00:18:47.639><c> know</c><00:18:47.669><c> it's</c><00:18:47.940><c> actually</c><00:18:48.359><c> is</c>

00:18:48.649 --> 00:18:48.659 align:start position:0%
about it you know it's actually is
 

00:18:48.659 --> 00:18:49.609 align:start position:0%
about it you know it's actually is
interesting<00:18:49.049><c> because</c><00:18:49.109><c> you</c><00:18:49.289><c> know</c><00:18:49.350><c> the</c><00:18:49.470><c> weight</c>

00:18:49.609 --> 00:18:49.619 align:start position:0%
interesting because you know the weight
 

00:18:49.619 --> 00:18:51.619 align:start position:0%
interesting because you know the weight
meetup<00:18:49.980><c> works</c><00:18:50.220><c> right</c><00:18:50.549><c> when</c><00:18:51.090><c> you</c><00:18:51.239><c> start</c><00:18:51.480><c> a</c>

00:18:51.619 --> 00:18:51.629 align:start position:0%
meetup works right when you start a
 

00:18:51.629 --> 00:18:53.210 align:start position:0%
meetup works right when you start a
meetup<00:18:51.899><c> group</c><00:18:52.289><c> right</c><00:18:52.619><c> now</c><00:18:52.649><c> sorry</c><00:18:53.009><c> Sarah</c>

00:18:53.210 --> 00:18:53.220 align:start position:0%
meetup group right now sorry Sarah
 

00:18:53.220 --> 00:18:54.830 align:start position:0%
meetup group right now sorry Sarah
meetup<00:18:53.519><c> groups</c><00:18:53.700><c> you</c><00:18:53.820><c> actually</c><00:18:54.119><c> you</c><00:18:54.480><c> provide</c>

00:18:54.830 --> 00:18:54.840 align:start position:0%
meetup groups you actually you provide
 

00:18:54.840 --> 00:18:56.389 align:start position:0%
meetup groups you actually you provide
this<00:18:54.960><c> very</c><00:18:55.200><c> similar</c><00:18:55.440><c> you</c><00:18:55.529><c> you</c><00:18:55.919><c> know</c><00:18:56.039><c> it</c><00:18:56.159><c> first</c>

00:18:56.389 --> 00:18:56.399 align:start position:0%
this very similar you you know it first
 

00:18:56.399 --> 00:18:59.450 align:start position:0%
this very similar you you know it first
you<00:18:56.609><c> give</c><00:18:56.820><c> it</c><00:18:56.909><c> a</c><00:18:57.590><c> free</c><00:18:58.590><c> text</c><00:18:58.859><c> description</c><00:18:59.279><c> what</c>

00:18:59.450 --> 00:18:59.460 align:start position:0%
you give it a free text description what
 

00:18:59.460 --> 00:19:01.489 align:start position:0%
you give it a free text description what
this<00:18:59.609><c> meetup</c><00:18:59.850><c> is</c><00:18:59.940><c> gonna</c><00:19:00.090><c> be</c><00:19:00.210><c> about</c><00:19:00.359><c> and</c><00:19:00.960><c> then</c>

00:19:01.489 --> 00:19:01.499 align:start position:0%
this meetup is gonna be about and then
 

00:19:01.499 --> 00:19:03.049 align:start position:0%
this meetup is gonna be about and then
it<00:19:01.769><c> matches</c><00:19:02.190><c> that</c><00:19:02.220><c> give</c><00:19:02.460><c> you</c><00:19:02.549><c> some</c><00:19:02.700><c> keyboards</c>

00:19:03.049 --> 00:19:03.059 align:start position:0%
it matches that give you some keyboards
 

00:19:03.059 --> 00:19:05.119 align:start position:0%
it matches that give you some keyboards
back<00:19:03.239><c> and</c><00:19:03.389><c> then</c><00:19:03.690><c> you</c><00:19:03.809><c> have</c><00:19:03.989><c> to</c><00:19:04.049><c> select</c><00:19:04.350><c> right</c>

00:19:05.119 --> 00:19:05.129 align:start position:0%
back and then you have to select right
 

00:19:05.129 --> 00:19:07.009 align:start position:0%
back and then you have to select right
for<00:19:05.249><c> us</c><00:19:05.309><c> you</c><00:19:05.549><c> know</c><00:19:05.609><c> let's</c><00:19:06.359><c> say</c><00:19:06.509><c> I</c><00:19:06.539><c> can</c><00:19:06.779><c> you</c><00:19:06.929><c> know</c>

00:19:07.009 --> 00:19:07.019 align:start position:0%
for us you know let's say I can you know
 

00:19:07.019 --> 00:19:09.470 align:start position:0%
for us you know let's say I can you know
certain<00:19:07.379><c> sparks</c><00:19:08.190><c> I</c><00:19:08.309><c> will</c><00:19:08.429><c> say</c><00:19:08.580><c> this</c><00:19:09.029><c> is</c><00:19:09.179><c> a</c><00:19:09.210><c> bald</c>

00:19:09.470 --> 00:19:09.480 align:start position:0%
certain sparks I will say this is a bald
 

00:19:09.480 --> 00:19:11.509 align:start position:0%
certain sparks I will say this is a bald
and<00:19:09.690><c> I</c><00:19:09.779><c> remember</c><00:19:10.080><c> computing</c><00:19:10.679><c> you</c><00:19:11.190><c> know</c><00:19:11.340><c> this</c>

00:19:11.509 --> 00:19:11.519 align:start position:0%
and I remember computing you know this
 

00:19:11.519 --> 00:19:13.190 align:start position:0%
and I remember computing you know this
is<00:19:11.669><c> about</c><00:19:11.909><c> kind</c><00:19:12.359><c> of</c><00:19:12.450><c> type</c><00:19:12.629><c> of</c><00:19:12.749><c> program</c><00:19:13.080><c> with</c>

00:19:13.190 --> 00:19:13.200 align:start position:0%
is about kind of type of program with
 

00:19:13.200 --> 00:19:15.320 align:start position:0%
is about kind of type of program with
big<00:19:13.470><c> data</c><00:19:13.649><c> and</c><00:19:14.159><c> so</c><00:19:14.549><c> forth</c><00:19:14.730><c> then</c><00:19:15.029><c> it</c><00:19:15.179><c> will</c>

00:19:15.320 --> 00:19:15.330 align:start position:0%
big data and so forth then it will
 

00:19:15.330 --> 00:19:16.759 align:start position:0%
big data and so forth then it will
suddenly<00:19:15.539><c> come</c><00:19:15.720><c> back</c><00:19:16.049><c> and</c><00:19:16.259><c> say</c><00:19:16.440><c> machine</c>

00:19:16.759 --> 00:19:16.769 align:start position:0%
suddenly come back and say machine
 

00:19:16.769 --> 00:19:18.499 align:start position:0%
suddenly come back and say machine
learning<00:19:17.100><c> data</c><00:19:17.309><c> mining</c><00:19:17.609><c> and</c><00:19:17.940><c> then</c><00:19:18.239><c> if</c><00:19:18.419><c> I</c>

00:19:18.499 --> 00:19:18.509 align:start position:0%
learning data mining and then if I
 

00:19:18.509 --> 00:19:20.299 align:start position:0%
learning data mining and then if I
select<00:19:18.690><c> these</c><00:19:18.929><c> keywords</c><00:19:19.109><c> I</c><00:19:19.590><c> think</c><00:19:20.129><c> it</c><00:19:20.190><c> does</c>

00:19:20.299 --> 00:19:20.309 align:start position:0%
select these keywords I think it does
 

00:19:20.309 --> 00:19:23.570 align:start position:0%
select these keywords I think it does
proximity<00:19:21.619><c> affiliate</c><00:19:22.619><c> and</c><00:19:22.769><c> it's</c><00:19:23.039><c> finds</c><00:19:23.369><c> new</c>

00:19:23.570 --> 00:19:23.580 align:start position:0%
proximity affiliate and it's finds new
 

00:19:23.580 --> 00:19:26.779 align:start position:0%
proximity affiliate and it's finds new
keywords<00:19:23.940><c> and</c><00:19:24.149><c> I</c><00:19:24.239><c> think</c><00:19:24.480><c> for</c><00:19:24.629><c> every</c><00:19:25.100><c> user</c><00:19:26.100><c> it</c>

00:19:26.779 --> 00:19:26.789 align:start position:0%
keywords and I think for every user it
 

00:19:26.789 --> 00:19:28.820 align:start position:0%
keywords and I think for every user it
basically<00:19:27.450><c> has</c><00:19:27.840><c> a</c><00:19:27.899><c> similar</c><00:19:28.350><c> system</c><00:19:28.619><c> so</c><00:19:28.799><c> i</c>

00:19:28.820 --> 00:19:28.830 align:start position:0%
basically has a similar system so i
 

00:19:28.830 --> 00:19:30.529 align:start position:0%
basically has a similar system so i
think<00:19:29.009><c> they</c><00:19:29.129><c> have</c><00:19:29.279><c> somewhat</c><00:19:29.850><c> similar</c><00:19:30.119><c> problem</c>

00:19:30.529 --> 00:19:30.539 align:start position:0%
think they have somewhat similar problem
 

00:19:30.539 --> 00:19:31.999 align:start position:0%
think they have somewhat similar problem
the<00:19:30.960><c> problem</c><00:19:31.049><c> is</c><00:19:31.289><c> that</c><00:19:31.409><c> they</c><00:19:31.499><c> don't</c><00:19:31.859><c> have</c><00:19:31.980><c> a</c>

00:19:31.999 --> 00:19:32.009 align:start position:0%
the problem is that they don't have a
 

00:19:32.009 --> 00:19:34.700 align:start position:0%
the problem is that they don't have a
stylist<00:19:32.489><c> so</c><00:19:32.940><c> you</c><00:19:32.999><c> often</c><00:19:33.389><c> get</c><00:19:33.710><c> misclassified</c>

00:19:34.700 --> 00:19:34.710 align:start position:0%
stylist so you often get misclassified
 

00:19:34.710 --> 00:19:37.430 align:start position:0%
stylist so you often get misclassified
but<00:19:34.919><c> i</c><00:19:35.070><c> think</c><00:19:35.309><c> it's</c><00:19:35.460><c> actually</c><00:19:35.999><c> very</c><00:19:36.720><c> good</c><00:19:37.350><c> at</c>

00:19:37.430 --> 00:19:37.440 align:start position:0%
but i think it's actually very good at
 

00:19:37.440 --> 00:19:39.950 align:start position:0%
but i think it's actually very good at
Wrestle<00:19:37.980><c> so</c><00:19:38.159><c> we</c><00:19:38.340><c> actually</c><00:19:38.789><c> I</c><00:19:39.239><c> think</c><00:19:39.359><c> get</c>

00:19:39.950 --> 00:19:39.960 align:start position:0%
Wrestle so we actually I think get
 

00:19:39.960 --> 00:19:44.060 align:start position:0%
Wrestle so we actually I think get
pretty<00:19:40.320><c> kind</c><00:19:40.590><c> of</c><00:19:40.679><c> cohesive</c><00:19:41.549><c> audience</c><00:19:42.419><c> so</c><00:19:43.109><c> I'm</c>

00:19:44.060 --> 00:19:44.070 align:start position:0%
pretty kind of cohesive audience so I'm
 

00:19:44.070 --> 00:19:45.649 align:start position:0%
pretty kind of cohesive audience so I'm
very<00:19:44.129><c> excited</c><00:19:44.369><c> like</c><00:19:44.700><c> they</c><00:19:44.879><c> really</c><00:19:45.359><c> kind</c><00:19:45.570><c> of</c>

00:19:45.649 --> 00:19:45.659 align:start position:0%
very excited like they really kind of
 

00:19:45.659 --> 00:19:47.180 align:start position:0%
very excited like they really kind of
dig<00:19:45.869><c> this</c><00:19:45.989><c> topic</c><00:19:46.379><c> yeah</c><00:19:46.710><c> you</c><00:19:46.769><c> know</c><00:19:46.950><c> what</c><00:19:47.070><c> I'm</c>

00:19:47.180 --> 00:19:47.190 align:start position:0%
dig this topic yeah you know what I'm
 

00:19:47.190 --> 00:19:50.090 align:start position:0%
dig this topic yeah you know what I'm
interested<00:19:47.369><c> in</c><00:19:47.639><c> I</c><00:19:47.999><c> know</c><00:19:48.239><c> you</c><00:19:48.480><c> said</c><00:19:48.779><c> that</c><00:19:49.100><c> it</c>

00:19:50.090 --> 00:19:50.100 align:start position:0%
interested in I know you said that it
 

00:19:50.100 --> 00:19:51.320 align:start position:0%
interested in I know you said that it
would<00:19:50.220><c> be</c><00:19:50.369><c> interesting</c><00:19:50.730><c> right</c><00:19:50.759><c> what</c><00:19:51.149><c> if</c><00:19:51.239><c> you</c>

00:19:51.320 --> 00:19:51.330 align:start position:0%
would be interesting right what if you
 

00:19:51.330 --> 00:19:52.759 align:start position:0%
would be interesting right what if you
did<00:19:51.480><c> have</c><00:19:51.659><c> a</c><00:19:51.690><c> human</c><00:19:51.960><c> in</c><00:19:52.080><c> the</c><00:19:52.169><c> loop</c><00:19:52.200><c> there</c><00:19:52.559><c> for</c>

00:19:52.759 --> 00:19:52.769 align:start position:0%
did have a human in the loop there for
 

00:19:52.769 --> 00:19:53.930 align:start position:0%
did have a human in the loop there for
meetup<00:19:52.980><c> it's</c><00:19:53.159><c> probably</c><00:19:53.399><c> one</c><00:19:53.580><c> of</c><00:19:53.609><c> the</c><00:19:53.700><c> scales</c>

00:19:53.930 --> 00:19:53.940 align:start position:0%
meetup it's probably one of the scales
 

00:19:53.940 --> 00:19:54.899 align:start position:0%
meetup it's probably one of the scales
yeah

00:19:54.899 --> 00:19:54.909 align:start position:0%
yeah
 

00:19:54.909 --> 00:19:56.969 align:start position:0%
yeah
I'm<00:19:55.029><c> done</c><00:19:55.239><c> it</c><00:19:55.359><c> before</c><00:19:55.629><c> but</c><00:19:55.869><c> but</c><00:19:56.710><c> let's</c><00:19:56.919><c> think</c>

00:19:56.969 --> 00:19:56.979 align:start position:0%
I'm done it before but but let's think
 

00:19:56.979 --> 00:19:58.349 align:start position:0%
I'm done it before but but let's think
about<00:19:57.159><c> it</c><00:19:57.340><c> like</c><00:19:57.399><c> other</c><00:19:57.609><c> domains</c><00:19:57.999><c> right</c><00:19:58.210><c> like</c>

00:19:58.349 --> 00:19:58.359 align:start position:0%
about it like other domains right like
 

00:19:58.359 --> 00:20:01.339 align:start position:0%
about it like other domains right like
like<00:19:58.720><c> alpha</c><00:19:59.139><c> go</c><00:19:59.289><c> winning</c><00:19:59.679><c> last</c><00:19:59.830><c> week</c><00:20:00.129><c> mm-hmm</c>

00:20:01.339 --> 00:20:01.349 align:start position:0%
like alpha go winning last week mm-hmm
 

00:20:01.349 --> 00:20:03.839 align:start position:0%
like alpha go winning last week mm-hmm
what<00:20:02.349><c> would</c><00:20:02.470><c> happen</c><00:20:02.739><c> if</c><00:20:02.859><c> you</c><00:20:02.979><c> gave</c><00:20:03.220><c> alpha</c>

00:20:03.839 --> 00:20:03.849 align:start position:0%
what would happen if you gave alpha
 

00:20:03.849 --> 00:20:06.029 align:start position:0%
what would happen if you gave alpha
alpha<00:20:04.299><c> go</c><00:20:04.629><c> recommendations</c><00:20:05.349><c> to</c><00:20:05.619><c> like</c><00:20:05.799><c> that</c>

00:20:06.029 --> 00:20:06.039 align:start position:0%
alpha go recommendations to like that
 

00:20:06.039 --> 00:20:08.659 align:start position:0%
alpha go recommendations to like that
top<00:20:06.279><c> notch</c><00:20:06.549><c> player</c><00:20:06.849><c> yes</c><00:20:07.330><c> Liesl</c><00:20:07.869><c> right</c><00:20:08.229><c> uh-huh</c>

00:20:08.659 --> 00:20:08.669 align:start position:0%
top notch player yes Liesl right uh-huh
 

00:20:08.669 --> 00:20:11.489 align:start position:0%
top notch player yes Liesl right uh-huh
would<00:20:09.669><c> he</c><00:20:09.909><c> perform</c><00:20:10.479><c> a</c><00:20:10.570><c> whole</c><00:20:10.720><c> lot</c><00:20:10.869><c> better</c><00:20:11.049><c> how</c>

00:20:11.489 --> 00:20:11.499 align:start position:0%
would he perform a whole lot better how
 

00:20:11.499 --> 00:20:13.379 align:start position:0%
would he perform a whole lot better how
do<00:20:11.559><c> you</c><00:20:11.649><c> actually</c><00:20:11.859><c> optimize</c><00:20:12.369><c> that</c><00:20:12.580><c> like</c><00:20:12.759><c> what</c>

00:20:13.379 --> 00:20:13.389 align:start position:0%
do you actually optimize that like what
 

00:20:13.389 --> 00:20:14.729 align:start position:0%
do you actually optimize that like what
do<00:20:13.479><c> you</c><00:20:13.539><c> think</c><00:20:13.690><c> would</c><00:20:13.749><c> happen</c><00:20:13.809><c> like</c><00:20:14.320><c> I'm</c>

00:20:14.729 --> 00:20:14.739 align:start position:0%
do you think would happen like I'm
 

00:20:14.739 --> 00:20:16.379 align:start position:0%
do you think would happen like I'm
really<00:20:15.099><c> interested</c><00:20:15.279><c> in</c><00:20:15.519><c> that</c><00:20:15.700><c> right</c><00:20:15.820><c> like</c><00:20:16.119><c> hey</c>

00:20:16.379 --> 00:20:16.389 align:start position:0%
really interested in that right like hey
 

00:20:16.389 --> 00:20:19.919 align:start position:0%
really interested in that right like hey
what<00:20:17.049><c> if</c><00:20:17.169><c> we</c><00:20:17.200><c> had</c><00:20:17.970><c> 10,000</c><00:20:18.970><c> GPU</c><00:20:19.299><c> machines</c><00:20:19.690><c> at</c>

00:20:19.919 --> 00:20:19.929 align:start position:0%
what if we had 10,000 GPU machines at
 

00:20:19.929 --> 00:20:23.369 align:start position:0%
what if we had 10,000 GPU machines at
his<00:20:20.169><c> like</c><00:20:20.619><c> at</c><00:20:20.859><c> his</c><00:20:21.190><c> uh</c><00:20:21.659><c> at</c><00:20:22.659><c> his</c><00:20:22.840><c> command</c><00:20:23.139><c> right</c>

00:20:23.369 --> 00:20:23.379 align:start position:0%
his like at his uh at his command right
 

00:20:23.379 --> 00:20:25.469 align:start position:0%
his like at his uh at his command right
right<00:20:23.559><c> how</c><00:20:23.979><c> like</c><00:20:24.369><c> how</c><00:20:24.580><c> big</c><00:20:24.759><c> would</c><00:20:24.849><c> like</c><00:20:25.299><c> what</c>

00:20:25.469 --> 00:20:25.479 align:start position:0%
right how like how big would like what
 

00:20:25.479 --> 00:20:26.729 align:start position:0%
right how like how big would like what
if<00:20:25.570><c> you</c><00:20:25.629><c> had</c><00:20:25.749><c> the</c><00:20:25.779><c> hundreth</c><00:20:26.169><c> best</c><00:20:26.499><c> player</c>

00:20:26.729 --> 00:20:26.739 align:start position:0%
if you had the hundreth best player
 

00:20:26.739 --> 00:20:29.070 align:start position:0%
if you had the hundreth best player
playing<00:20:27.429><c> against</c><00:20:27.820><c> lee</c><00:20:27.909><c> sedol</c><00:20:28.179><c> and</c><00:20:28.629><c> then</c><00:20:28.749><c> had</c>

00:20:29.070 --> 00:20:29.080 align:start position:0%
playing against lee sedol and then had
 

00:20:29.080 --> 00:20:31.169 align:start position:0%
playing against lee sedol and then had
alpha<00:20:29.590><c> go</c><00:20:29.739><c> on</c><00:20:29.859><c> his</c><00:20:30.009><c> side</c><00:20:30.220><c> interesting</c><00:20:30.909><c> ok</c>

00:20:31.169 --> 00:20:31.179 align:start position:0%
alpha go on his side interesting ok
 

00:20:31.179 --> 00:20:32.969 align:start position:0%
alpha go on his side interesting ok
what's<00:20:31.389><c> like</c><00:20:31.840><c> how</c><00:20:32.019><c> much</c><00:20:32.169><c> machine</c><00:20:32.590><c> and</c><00:20:32.889><c> how</c>

00:20:32.969 --> 00:20:32.979 align:start position:0%
what's like how much machine and how
 

00:20:32.979 --> 00:20:34.859 align:start position:0%
what's like how much machine and how
much<00:20:33.159><c> like</c><00:20:33.460><c> human</c><00:20:33.940><c> can</c><00:20:34.119><c> and</c><00:20:34.359><c> how</c><00:20:34.479><c> well</c><00:20:34.690><c> can</c>

00:20:34.859 --> 00:20:34.869 align:start position:0%
much like human can and how well can
 

00:20:34.869 --> 00:20:36.119 align:start position:0%
much like human can and how well can
they<00:20:34.960><c> work</c><00:20:35.109><c> together</c><00:20:35.259><c> in</c><00:20:35.619><c> like</c><00:20:35.769><c> things</c><00:20:35.979><c> like</c>

00:20:36.119 --> 00:20:36.129 align:start position:0%
they work together in like things like
 

00:20:36.129 --> 00:20:38.070 align:start position:0%
they work together in like things like
games<00:20:36.399><c> right</c><00:20:36.999><c> would</c><00:20:37.149><c> be</c><00:20:37.179><c> super</c><00:20:37.629><c> cool</c><00:20:37.779><c> to</c><00:20:37.929><c> see</c>

00:20:38.070 --> 00:20:38.080 align:start position:0%
games right would be super cool to see
 

00:20:38.080 --> 00:20:40.139 align:start position:0%
games right would be super cool to see
right<00:20:38.409><c> I</c><00:20:38.639><c> want</c><00:20:39.639><c> to</c><00:20:39.700><c> know</c><00:20:39.759><c> where</c><00:20:39.879><c> that</c><00:20:39.909><c> would</c>

00:20:40.139 --> 00:20:40.149 align:start position:0%
right I want to know where that would
 

00:20:40.149 --> 00:20:41.639 align:start position:0%
right I want to know where that would
work<00:20:40.269><c> out</c><00:20:40.419><c> like</c><00:20:40.629><c> interesting</c><00:20:41.499><c> because</c>

00:20:41.639 --> 00:20:41.649 align:start position:0%
work out like interesting because
 

00:20:41.649 --> 00:20:43.080 align:start position:0%
work out like interesting because
because<00:20:42.249><c> it's</c><00:20:42.460><c> maybe</c><00:20:42.820><c> it's</c><00:20:42.970><c> a</c><00:20:42.999><c> different</c>

00:20:43.080 --> 00:20:43.090 align:start position:0%
because it's maybe it's a different
 

00:20:43.090 --> 00:20:44.669 align:start position:0%
because it's maybe it's a different
skill<00:20:43.539><c> all</c><00:20:43.929><c> right</c><00:20:44.019><c> because</c><00:20:44.139><c> you</c><00:20:44.320><c> can</c><00:20:44.470><c> be</c><00:20:44.649><c> a</c>

00:20:44.669 --> 00:20:44.679 align:start position:0%
skill all right because you can be a
 

00:20:44.679 --> 00:20:47.039 align:start position:0%
skill all right because you can be a
great<00:20:44.979><c> go</c><00:20:45.309><c> player</c><00:20:45.609><c> but</c><00:20:46.090><c> maybe</c><00:20:46.359><c> you</c><00:20:46.509><c> can</c><00:20:46.690><c> be</c><00:20:47.019><c> a</c>

00:20:47.039 --> 00:20:47.049 align:start position:0%
great go player but maybe you can be a
 

00:20:47.049 --> 00:20:49.409 align:start position:0%
great go player but maybe you can be a
great<00:20:47.379><c> commander</c><00:20:47.919><c> of</c><00:20:48.279><c> go</c><00:20:48.519><c> play</c><00:20:49.029><c> machines</c>

00:20:49.409 --> 00:20:49.419 align:start position:0%
great commander of go play machines
 

00:20:49.419 --> 00:20:51.509 align:start position:0%
great commander of go play machines
right<00:20:50.049><c> now</c><00:20:50.470><c> wouldn't</c><00:20:50.799><c> that</c><00:20:51.070><c> be</c><00:20:51.309><c> interesting</c>

00:20:51.509 --> 00:20:51.519 align:start position:0%
right now wouldn't that be interesting
 

00:20:51.519 --> 00:20:53.580 align:start position:0%
right now wouldn't that be interesting
right<00:20:52.090><c> like</c><00:20:52.690><c> wouldn't</c><00:20:52.960><c> that</c><00:20:53.139><c> be</c><00:20:53.259><c> super</c>

00:20:53.580 --> 00:20:53.590 align:start position:0%
right like wouldn't that be super
 

00:20:53.590 --> 00:20:55.469 align:start position:0%
right like wouldn't that be super
interesting<00:20:54.039><c> like</c><00:20:54.220><c> like</c><00:20:54.700><c> would</c><00:20:55.179><c> it</c><00:20:55.269><c> be</c><00:20:55.330><c> great</c>

00:20:55.469 --> 00:20:55.479 align:start position:0%
interesting like like would it be great
 

00:20:55.479 --> 00:20:57.210 align:start position:0%
interesting like like would it be great
to<00:20:55.539><c> like</c><00:20:55.749><c> kind</c><00:20:56.289><c> of</c><00:20:56.320><c> like</c><00:20:56.379><c> say</c><00:20:56.679><c> to</c><00:20:56.739><c> your</c><00:20:57.009><c> go</c>

00:20:57.210 --> 00:20:57.220 align:start position:0%
to like kind of like say to your go
 

00:20:57.220 --> 00:20:59.310 align:start position:0%
to like kind of like say to your go
algun<00:20:57.609><c> like</c><00:20:57.759><c> look</c><00:20:57.999><c> I</c><00:20:58.149><c> kind</c><00:20:58.389><c> of</c><00:20:58.450><c> want</c><00:20:58.659><c> this</c><00:20:58.749><c> like</c>

00:20:59.310 --> 00:20:59.320 align:start position:0%
algun like look I kind of want this like
 

00:20:59.320 --> 00:21:01.889 align:start position:0%
algun like look I kind of want this like
level<00:20:59.679><c> of</c><00:20:59.769><c> strategy</c><00:21:00.249><c> like</c><00:21:00.429><c> like</c><00:21:01.059><c> give</c><00:21:01.570><c> me</c><00:21:01.690><c> back</c>

00:21:01.889 --> 00:21:01.899 align:start position:0%
level of strategy like like give me back
 

00:21:01.899 --> 00:21:03.180 align:start position:0%
level of strategy like like give me back
some<00:21:02.049><c> percentages</c><00:21:02.559><c> that</c><00:21:02.769><c> that's</c><00:21:02.950><c> going</c><00:21:03.129><c> to</c>

00:21:03.180 --> 00:21:03.190 align:start position:0%
some percentages that that's going to
 

00:21:03.190 --> 00:21:05.339 align:start position:0%
some percentages that that's going to
win<00:21:03.429><c> like</c><00:21:03.759><c> you</c><00:21:04.690><c> know</c><00:21:04.840><c> that's</c><00:21:05.109><c> what's</c>

00:21:05.339 --> 00:21:05.349 align:start position:0%
win like you know that's what's
 

00:21:05.349 --> 00:21:06.359 align:start position:0%
win like you know that's what's
something<00:21:05.619><c> that</c><00:21:05.649><c> the</c><00:21:05.799><c> computer</c><00:21:06.129><c> is</c><00:21:06.159><c> going</c><00:21:06.249><c> to</c>

00:21:06.359 --> 00:21:06.369 align:start position:0%
something that the computer is going to
 

00:21:06.369 --> 00:21:09.599 align:start position:0%
something that the computer is going to
be<00:21:06.429><c> really</c><00:21:06.669><c> good</c><00:21:06.700><c> at</c><00:21:06.970><c> brute</c><00:21:07.389><c> force</c><00:21:07.749><c> like</c><00:21:08.609><c> stre</c>

00:21:09.599 --> 00:21:09.609 align:start position:0%
be really good at brute force like stre
 

00:21:09.609 --> 00:21:11.070 align:start position:0%
be really good at brute force like stre
searching<00:21:10.029><c> across</c><00:21:10.539><c> a</c><00:21:10.629><c> bunch</c><00:21:10.869><c> of</c><00:21:10.960><c> different</c>

00:21:11.070 --> 00:21:11.080 align:start position:0%
searching across a bunch of different
 

00:21:11.080 --> 00:21:13.529 align:start position:0%
searching across a bunch of different
things<00:21:11.470><c> but</c><00:21:12.429><c> maybe</c><00:21:12.669><c> that</c><00:21:12.909><c> the</c><00:21:13.119><c> human</c><00:21:13.419><c> is</c>

00:21:13.529 --> 00:21:13.539 align:start position:0%
things but maybe that the human is
 

00:21:13.539 --> 00:21:15.539 align:start position:0%
things but maybe that the human is
really<00:21:13.809><c> good</c><00:21:14.019><c> at</c><00:21:14.169><c> like</c><00:21:14.320><c> sort</c><00:21:14.950><c> of</c><00:21:15.009><c> like</c><00:21:15.159><c> sensing</c>

00:21:15.539 --> 00:21:15.549 align:start position:0%
really good at like sort of like sensing
 

00:21:15.549 --> 00:21:17.849 align:start position:0%
really good at like sort of like sensing
maybe<00:21:15.759><c> the</c><00:21:15.909><c> long-range</c><00:21:16.419><c> like</c><00:21:16.869><c> strategy</c><00:21:17.379><c> or</c>

00:21:17.849 --> 00:21:17.859 align:start position:0%
maybe the long-range like strategy or
 

00:21:17.859 --> 00:21:19.440 align:start position:0%
maybe the long-range like strategy or
maybe<00:21:18.039><c> some</c><00:21:18.249><c> of</c><00:21:18.340><c> the</c><00:21:18.399><c> short-range</c><00:21:18.849><c> ones</c><00:21:19.239><c> right</c>

00:21:19.440 --> 00:21:19.450 align:start position:0%
maybe some of the short-range ones right
 

00:21:19.450 --> 00:21:21.359 align:start position:0%
maybe some of the short-range ones right
like<00:21:19.960><c> figuring</c><00:21:20.529><c> out</c><00:21:20.649><c> what</c><00:21:20.769><c> the</c><00:21:20.830><c> right</c><00:21:20.950><c> mixture</c>

00:21:21.359 --> 00:21:21.369 align:start position:0%
like figuring out what the right mixture
 

00:21:21.369 --> 00:21:23.519 align:start position:0%
like figuring out what the right mixture
of<00:21:21.639><c> like</c><00:21:21.789><c> the</c><00:21:21.940><c> global</c><00:21:22.359><c> thing</c><00:21:22.570><c> is</c><00:21:22.779><c> that</c><00:21:23.320><c> would</c>

00:21:23.519 --> 00:21:23.529 align:start position:0%
of like the global thing is that would
 

00:21:23.529 --> 00:21:25.979 align:start position:0%
of like the global thing is that would
be<00:21:23.679><c> super</c><00:21:24.009><c> cool</c><00:21:24.340><c> to</c><00:21:24.519><c> see</c><00:21:24.700><c> right</c><00:21:24.999><c> that's</c><00:21:25.749><c> how</c><00:21:25.960><c> I</c>

00:21:25.979 --> 00:21:25.989 align:start position:0%
be super cool to see right that's how I
 

00:21:25.989 --> 00:21:28.229 align:start position:0%
be super cool to see right that's how I
think<00:21:26.320><c> of</c><00:21:26.440><c> like</c><00:21:26.590><c> to</c><00:21:27.489><c> bring</c><00:21:27.669><c> it</c><00:21:27.789><c> back</c><00:21:27.940><c> to</c><00:21:28.059><c> stitch</c>

00:21:28.229 --> 00:21:28.239 align:start position:0%
think of like to bring it back to stitch
 

00:21:28.239 --> 00:21:29.519 align:start position:0%
think of like to bring it back to stitch
fix<00:21:28.450><c> that's</c><00:21:28.629><c> kind</c><00:21:28.840><c> of</c><00:21:28.899><c> what</c><00:21:29.049><c> i</c><00:21:29.080><c> think</c><00:21:29.349><c> of</c><00:21:29.409><c> our</c>

00:21:29.519 --> 00:21:29.529 align:start position:0%
fix that's kind of what i think of our
 

00:21:29.529 --> 00:21:32.460 align:start position:0%
fix that's kind of what i think of our
stylist<00:21:29.979><c> is</c><00:21:30.129><c> doing</c><00:21:30.989><c> curating</c><00:21:31.989><c> the</c><00:21:32.169><c> sort</c><00:21:32.409><c> of</c>

00:21:32.460 --> 00:21:32.470 align:start position:0%
stylist is doing curating the sort of
 

00:21:32.470 --> 00:21:34.950 align:start position:0%
stylist is doing curating the sort of
like<00:21:32.669><c> long-term</c><00:21:33.669><c> client</c><00:21:34.119><c> experience</c><00:21:34.450><c> of</c><00:21:34.779><c> like</c>

00:21:34.950 --> 00:21:34.960 align:start position:0%
like long-term client experience of like
 

00:21:34.960 --> 00:21:37.080 align:start position:0%
like long-term client experience of like
what<00:21:35.649><c> are</c><00:21:35.769><c> like</c><00:21:35.889><c> the</c><00:21:35.919><c> individual</c><00:21:36.460><c> items</c><00:21:36.940><c> like</c>

00:21:37.080 --> 00:21:37.090 align:start position:0%
what are like the individual items like
 

00:21:37.090 --> 00:21:39.029 align:start position:0%
what are like the individual items like
what's<00:21:37.299><c> for</c><00:21:37.479><c> style</c><00:21:37.779><c> learning</c><00:21:38.320><c> about</c><00:21:38.559><c> that</c><00:21:38.769><c> and</c>

00:21:39.029 --> 00:21:39.039 align:start position:0%
what's for style learning about that and
 

00:21:39.039 --> 00:21:40.560 align:start position:0%
what's for style learning about that and
sometimes<00:21:39.369><c> you</c><00:21:39.429><c> don't</c><00:21:39.580><c> send</c><00:21:39.909><c> items</c><00:21:40.149><c> you</c><00:21:40.539><c> don't</c>

00:21:40.560 --> 00:21:40.570 align:start position:0%
sometimes you don't send items you don't
 

00:21:40.570 --> 00:21:41.879 align:start position:0%
sometimes you don't send items you don't
necessarily<00:21:40.809><c> send</c><00:21:41.379><c> items</c><00:21:41.529><c> that</c><00:21:41.769><c> they'll</c>

00:21:41.879 --> 00:21:41.889 align:start position:0%
necessarily send items that they'll
 

00:21:41.889 --> 00:21:43.289 align:start position:0%
necessarily send items that they'll
immediately<00:21:42.220><c> like</c><00:21:42.669><c> her</c><00:21:42.820><c> that</c><00:21:42.940><c> you're</c><00:21:43.059><c> sure</c>

00:21:43.289 --> 00:21:43.299 align:start position:0%
immediately like her that you're sure
 

00:21:43.299 --> 00:21:44.999 align:start position:0%
immediately like her that you're sure
that<00:21:43.479><c> you'll</c><00:21:43.599><c> like</c><00:21:43.749><c> will</c><00:21:44.349><c> send</c><00:21:44.590><c> items</c><00:21:44.739><c> that</c>

00:21:44.999 --> 00:21:45.009 align:start position:0%
that you'll like will send items that
 

00:21:45.009 --> 00:21:46.379 align:start position:0%
that you'll like will send items that
explore<00:21:45.519><c> and</c><00:21:45.729><c> push</c><00:21:45.909><c> them</c><00:21:46.119><c> in</c><00:21:46.269><c> different</c>

00:21:46.379 --> 00:21:46.389 align:start position:0%
explore and push them in different
 

00:21:46.389 --> 00:21:48.180 align:start position:0%
explore and push them in different
directions<00:21:46.629><c> right</c><00:21:47.320><c> and</c><00:21:47.499><c> so</c><00:21:47.769><c> you</c><00:21:47.830><c> might</c><00:21:48.039><c> not</c>

00:21:48.180 --> 00:21:48.190 align:start position:0%
directions right and so you might not
 

00:21:48.190 --> 00:21:50.070 align:start position:0%
directions right and so you might not
like<00:21:48.249><c> it</c><00:21:48.429><c> you</c><00:21:48.669><c> can</c><00:21:48.879><c> send</c><00:21:49.029><c> it</c><00:21:49.179><c> back</c><00:21:49.359><c> but</c><00:21:49.899><c> you're</c>

00:21:50.070 --> 00:21:50.080 align:start position:0%
like it you can send it back but you're
 

00:21:50.080 --> 00:21:51.779 align:start position:0%
like it you can send it back but you're
telling<00:21:50.499><c> the</c><00:21:50.590><c> style</c><00:21:50.830><c> is</c><00:21:50.950><c> something</c><00:21:51.369><c> with</c><00:21:51.549><c> that</c>

00:21:51.779 --> 00:21:51.789 align:start position:0%
telling the style is something with that
 

00:21:51.789 --> 00:21:53.310 align:start position:0%
telling the style is something with that
and<00:21:51.999><c> a</c><00:21:52.179><c> stylist</c><00:21:52.539><c> is</c><00:21:52.690><c> learning</c><00:21:53.109><c> something</c>

00:21:53.310 --> 00:21:53.320 align:start position:0%
and a stylist is learning something
 

00:21:53.320 --> 00:21:55.019 align:start position:0%
and a stylist is learning something
about<00:21:53.499><c> that</c><00:21:53.859><c> right</c><00:21:54.039><c> and</c><00:21:54.249><c> so</c><00:21:54.729><c> there's</c><00:21:54.940><c> an</c>

00:21:55.019 --> 00:21:55.029 align:start position:0%
about that right and so there's an
 

00:21:55.029 --> 00:21:56.759 align:start position:0%
about that right and so there's an
interesting<00:21:55.299><c> like</c><00:21:55.659><c> push</c><00:21:55.929><c> and</c><00:21:56.080><c> pull</c><00:21:56.289><c> here</c><00:21:56.590><c> and</c>

00:21:56.759 --> 00:21:56.769 align:start position:0%
interesting like push and pull here and
 

00:21:56.769 --> 00:21:59.639 align:start position:0%
interesting like push and pull here and
it<00:21:57.309><c> would</c><00:21:57.460><c> be</c><00:21:57.489><c> really</c><00:21:58.269><c> interesting</c><00:21:58.479><c> if</c><00:21:59.109><c> just</c>

00:21:59.639 --> 00:21:59.649 align:start position:0%
it would be really interesting if just
 

00:21:59.649 --> 00:22:02.039 align:start position:0%
it would be really interesting if just
like<00:21:59.859><c> alphago</c><00:22:00.489><c> player</c><00:22:00.909><c> a</c><00:22:01.179><c> stylist</c><00:22:01.840><c> could</c>

00:22:02.039 --> 00:22:02.049 align:start position:0%
like alphago player a stylist could
 

00:22:02.049 --> 00:22:04.259 align:start position:0%
like alphago player a stylist could
explore<00:22:02.590><c> lots</c><00:22:02.889><c> of</c><00:22:03.099><c> paths</c><00:22:03.339><c> going</c><00:22:03.759><c> forward</c><00:22:04.149><c> and</c>

00:22:04.259 --> 00:22:04.269 align:start position:0%
explore lots of paths going forward and
 

00:22:04.269 --> 00:22:05.640 align:start position:0%
explore lots of paths going forward and
see<00:22:04.450><c> which</c><00:22:04.690><c> paths</c><00:22:04.989><c> are</c><00:22:05.229><c> the</c><00:22:05.320><c> most</c>

00:22:05.640 --> 00:22:05.650 align:start position:0%
see which paths are the most
 

00:22:05.650 --> 00:22:07.260 align:start position:0%
see which paths are the most
interesting<00:22:06.040><c> and</c><00:22:06.220><c> then</c><00:22:06.370><c> answer</c><00:22:06.670><c> this</c><00:22:06.970><c> sort</c><00:22:07.180><c> of</c>

00:22:07.260 --> 00:22:07.270 align:start position:0%
interesting and then answer this sort of
 

00:22:07.270 --> 00:22:11.010 align:start position:0%
interesting and then answer this sort of
like<00:22:07.420><c> explore</c><00:22:07.990><c> and</c><00:22:08.950><c> like</c><00:22:09.250><c> and</c><00:22:09.670><c> hate</c><00:22:10.660><c> the</c><00:22:10.870><c> word</c>

00:22:11.010 --> 00:22:11.020 align:start position:0%
like explore and like and hate the word
 

00:22:11.020 --> 00:22:12.510 align:start position:0%
like explore and like and hate the word
explore<00:22:11.350><c> exploit</c><00:22:11.650><c> but</c><00:22:11.920><c> this</c><00:22:12.070><c> is</c><00:22:12.190><c> sort</c><00:22:12.310><c> of</c><00:22:12.400><c> like</c>

00:22:12.510 --> 00:22:12.520 align:start position:0%
explore exploit but this is sort of like
 

00:22:12.520 --> 00:22:14.670 align:start position:0%
explore exploit but this is sort of like
what<00:22:12.820><c> the</c><00:22:12.970><c> field</c><00:22:13.540><c> is</c><00:22:13.660><c> room</c><00:22:13.840><c> it</c><00:22:14.170><c> seems</c><00:22:14.410><c> like</c><00:22:14.560><c> you</c>

00:22:14.670 --> 00:22:14.680 align:start position:0%
what the field is room it seems like you
 

00:22:14.680 --> 00:22:16.140 align:start position:0%
what the field is room it seems like you
need<00:22:14.800><c> to</c><00:22:14.950><c> really</c><00:22:15.100><c> cultivate</c><00:22:15.520><c> your</c><00:22:15.940><c> best</c>

00:22:16.140 --> 00:22:16.150 align:start position:0%
need to really cultivate your best
 

00:22:16.150 --> 00:22:18.690 align:start position:0%
need to really cultivate your best
stylist<00:22:16.510><c> thread</c><00:22:16.840><c> on</c><00:22:17.020><c> see</c><00:22:17.290><c> how</c><00:22:17.500><c> they</c><00:22:17.830><c> do</c><00:22:17.890><c> so</c><00:22:18.670><c> I</c>

00:22:18.690 --> 00:22:18.700 align:start position:0%
stylist thread on see how they do so I
 

00:22:18.700 --> 00:22:20.250 align:start position:0%
stylist thread on see how they do so I
mean<00:22:19.120><c> obviously</c><00:22:19.660><c> I'm</c><00:22:19.750><c> very</c><00:22:19.930><c> intrigued</c><00:22:20.200><c> now</c>

00:22:20.250 --> 00:22:20.260 align:start position:0%
mean obviously I'm very intrigued now
 

00:22:20.260 --> 00:22:21.990 align:start position:0%
mean obviously I'm very intrigued now
I'm<00:22:20.440><c> gonna</c><00:22:20.590><c> sign</c><00:22:20.800><c> up</c><00:22:20.830><c> with</c><00:22:21.070><c> a</c><00:22:21.190><c> tissue</c><00:22:21.820><c> is</c>

00:22:21.990 --> 00:22:22.000 align:start position:0%
I'm gonna sign up with a tissue is
 

00:22:22.000 --> 00:22:23.580 align:start position:0%
I'm gonna sign up with a tissue is
better<00:22:22.240><c> we</c><00:22:22.720><c> should</c><00:22:22.870><c> just</c><00:22:22.900><c> learn</c><00:22:23.170><c> in</c><00:22:23.440><c> this</c>

00:22:23.580 --> 00:22:23.590 align:start position:0%
better we should just learn in this
 

00:22:23.590 --> 00:22:25.320 align:start position:0%
better we should just learn in this
conversation<00:22:23.830><c> every</c><00:22:24.460><c> little</c><00:22:24.760><c> girl</c><00:22:24.910><c> honest</c><00:22:25.240><c> to</c>

00:22:25.320 --> 00:22:25.330 align:start position:0%
conversation every little girl honest to
 

00:22:25.330 --> 00:22:29.490 align:start position:0%
conversation every little girl honest to
god<00:22:25.360><c> right</c><00:22:25.810><c> so</c><00:22:27.120><c> but</c><00:22:28.120><c> I</c><00:22:28.240><c> mean</c><00:22:28.390><c> actually</c><00:22:29.140><c> you</c>

00:22:29.490 --> 00:22:29.500 align:start position:0%
god right so but I mean actually you
 

00:22:29.500 --> 00:22:30.960 align:start position:0%
god right so but I mean actually you
just<00:22:29.530><c> give</c><00:22:29.860><c> it</c><00:22:29.980><c> back</c><00:22:30.130><c> my</c><00:22:30.310><c> hope</c><00:22:30.490><c> of</c><00:22:30.610><c> the</c><00:22:30.700><c> human</c>

00:22:30.960 --> 00:22:30.970 align:start position:0%
just give it back my hope of the human
 

00:22:30.970 --> 00:22:33.630 align:start position:0%
just give it back my hope of the human
race<00:22:31.000><c> because</c><00:22:31.900><c> I</c><00:22:32.140><c> was</c><00:22:32.440><c> very</c><00:22:32.620><c> much</c><00:22:32.830><c> said</c><00:22:33.100><c> right</c>

00:22:33.630 --> 00:22:33.640 align:start position:0%
race because I was very much said right
 

00:22:33.640 --> 00:22:35.130 align:start position:0%
race because I was very much said right
I<00:22:33.850><c> was</c><00:22:34.060><c> always</c><00:22:34.210><c> thinking</c><00:22:34.450><c> that</c><00:22:34.900><c> if</c><00:22:34.960><c> I</c><00:22:35.020><c> do</c>

00:22:35.130 --> 00:22:35.140 align:start position:0%
I was always thinking that if I do
 

00:22:35.140 --> 00:22:36.510 align:start position:0%
I was always thinking that if I do
something<00:22:35.290><c> wrong</c><00:22:35.530><c> right</c><00:22:36.040><c> because</c><00:22:36.220><c> of</c><00:22:36.430><c> a</c>

00:22:36.510 --> 00:22:36.520 align:start position:0%
something wrong right because of a
 

00:22:36.520 --> 00:22:38.010 align:start position:0%
something wrong right because of a
circular<00:22:36.700><c> like</c><00:22:37.120><c> harness</c><00:22:37.480><c> and</c><00:22:37.630><c> gigantic</c>

00:22:38.010 --> 00:22:38.020 align:start position:0%
circular like harness and gigantic
 

00:22:38.020 --> 00:22:40.440 align:start position:0%
circular like harness and gigantic
machines<00:22:38.440><c> to</c><00:22:39.160><c> squash</c><00:22:39.490><c> little</c><00:22:39.790><c> humans</c><00:22:40.150><c> in</c>

00:22:40.440 --> 00:22:40.450 align:start position:0%
machines to squash little humans in
 

00:22:40.450 --> 00:22:42.270 align:start position:0%
machines to squash little humans in
things<00:22:40.750><c> like</c><00:22:40.900><c> go</c><00:22:41.230><c> obviously</c><00:22:41.500><c> like</c><00:22:42.040><c> we're</c>

00:22:42.270 --> 00:22:42.280 align:start position:0%
things like go obviously like we're
 

00:22:42.280 --> 00:22:43.830 align:start position:0%
things like go obviously like we're
still<00:22:42.730><c> much</c><00:22:42.910><c> better</c><00:22:42.940><c> and</c><00:22:43.300><c> many</c><00:22:43.450><c> other</c><00:22:43.600><c> things</c>

00:22:43.830 --> 00:22:43.840 align:start position:0%
still much better and many other things
 

00:22:43.840 --> 00:22:45.900 align:start position:0%
still much better and many other things
but<00:22:44.020><c> it's</c><00:22:44.170><c> kind</c><00:22:44.380><c> of</c><00:22:44.440><c> its</c><00:22:45.220><c> kind</c><00:22:45.340><c> of</c><00:22:45.550><c> gives</c><00:22:45.790><c> me</c>

00:22:45.900 --> 00:22:45.910 align:start position:0%
but it's kind of its kind of gives me
 

00:22:45.910 --> 00:22:47.310 align:start position:0%
but it's kind of its kind of gives me
hope<00:22:46.120><c> that</c><00:22:46.180><c> you</c><00:22:46.630><c> know</c><00:22:46.750><c> as</c><00:22:46.840><c> long</c><00:22:46.870><c> as</c><00:22:47.110><c> we're</c><00:22:47.290><c> in</c>

00:22:47.310 --> 00:22:47.320 align:start position:0%
hope that you know as long as we're in
 

00:22:47.320 --> 00:22:50.160 align:start position:0%
hope that you know as long as we're in
charge<00:22:47.560><c> right</c><00:22:48.490><c> like</c><00:22:48.910><c> now</c><00:22:49.270><c> we</c><00:22:49.330><c> it</c><00:22:49.810><c> will</c><00:22:49.990><c> be</c>

00:22:50.160 --> 00:22:50.170 align:start position:0%
charge right like now we it will be
 

00:22:50.170 --> 00:22:52.740 align:start position:0%
charge right like now we it will be
obviously<00:22:50.710><c> humilated</c><00:22:51.340><c> machine</c><00:22:52.150><c> aided</c><00:22:52.420><c> humans</c>

00:22:52.740 --> 00:22:52.750 align:start position:0%
obviously humilated machine aided humans
 

00:22:52.750 --> 00:22:55.230 align:start position:0%
obviously humilated machine aided humans
right<00:22:52.990><c> like</c><00:22:53.200><c> in</c><00:22:53.320><c> that</c><00:22:53.830><c> that</c><00:22:54.160><c> can</c><00:22:54.430><c> that</c><00:22:55.030><c> will</c>

00:22:55.230 --> 00:22:55.240 align:start position:0%
right like in that that can that will
 

00:22:55.240 --> 00:22:57.210 align:start position:0%
right like in that that can that will
come<00:22:55.390><c> in</c><00:22:55.480><c> many</c><00:22:55.660><c> many</c><00:22:55.840><c> contexts</c><00:22:56.290><c> is</c><00:22:56.440><c> a</c><00:22:56.830><c> lot</c><00:22:57.070><c> to</c>

00:22:57.210 --> 00:22:57.220 align:start position:0%
come in many many contexts is a lot to
 

00:22:57.220 --> 00:22:58.950 align:start position:0%
come in many many contexts is a lot to
be<00:22:57.310><c> said</c><00:22:57.340><c> about</c><00:22:57.580><c> this</c><00:22:57.790><c> interaction</c><00:22:58.330><c> between</c>

00:22:58.950 --> 00:22:58.960 align:start position:0%
be said about this interaction between
 

00:22:58.960 --> 00:23:01.500 align:start position:0%
be said about this interaction between
the<00:22:59.080><c> two</c><00:22:59.230><c> and</c><00:22:59.860><c> i</c><00:22:59.950><c> think</c><00:23:00.220><c> it's</c><00:23:00.510><c> unbelievably</c>

00:23:01.500 --> 00:23:01.510 align:start position:0%
the two and i think it's unbelievably
 

00:23:01.510 --> 00:23:04.530 align:start position:0%
the two and i think it's unbelievably
interesting<00:23:01.950><c> on</c><00:23:02.950><c> that</c><00:23:03.010><c> great</c><00:23:03.400><c> notes</c><00:23:03.610><c> I</c><00:23:03.910><c> think</c>

00:23:04.530 --> 00:23:04.540 align:start position:0%
interesting on that great notes I think
 

00:23:04.540 --> 00:23:05.790 align:start position:0%
interesting on that great notes I think
you're<00:23:04.660><c> a</c><00:23:04.690><c> much</c><00:23:04.900><c> and</c><00:23:05.110><c> we're</c><00:23:05.350><c> looking</c><00:23:05.500><c> forward</c>

00:23:05.790 --> 00:23:05.800 align:start position:0%
you're a much and we're looking forward
 

00:23:05.800 --> 00:23:09.330 align:start position:0%
you're a much and we're looking forward
to<00:23:06.070><c> your</c><00:23:06.160><c> talk</c><00:23:06.340><c> some</c><00:23:06.790><c> thank</c><00:23:07.060><c> you</c><00:23:07.150><c> much</c>