WEBVTT

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<00:00:03.360>Thank <00:00:03.639>you. <00:00:03.920>Um, <00:00:04.199>it's <00:00:04.479>really <00:00:04.760>awkward

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<00:00:05.670>Thank <00:00:05.671>you. <00:00:05.673>Um, <00:00:05.675>it's <00:00:05.677>really <00:00:05.678>awkward

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<00:00:05.680>Thank <00:00:05.814>you. <00:00:05.950>Um, <00:00:06.085>it's <00:00:06.220>really <00:00:06.355>awkward <00:00:06.490>presenting <00:00:06.625>with <00:00:06.760>people <00:00:06.895>wearing

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<00:00:07.030>presenting <00:00:07.033>with <00:00:07.036>people <00:00:07.039>wearing

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<00:00:07.040>presenting <00:00:07.183>with <00:00:07.326>people <00:00:07.469>wearing <00:00:07.612>headphones. <00:00:07.755>I've <00:00:07.898>never <00:00:08.041>done <00:00:08.184>that <00:00:08.327>before,

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<00:00:08.470>headphones. <00:00:08.471>I've <00:00:08.473>never <00:00:08.475>done <00:00:08.477>that <00:00:08.479>before,

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<00:00:08.480>headphones. <00:00:08.596>I've <00:00:08.713>never <00:00:08.830>done <00:00:08.946>that <00:00:09.063>before, <00:00:09.180>but <00:00:09.296>let's <00:00:09.413>see <00:00:09.530>how <00:00:09.646>that <00:00:09.763>goes. <00:00:09.880>Uh,

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<00:00:11.910>but <00:00:11.911>let's <00:00:11.913>see <00:00:11.914>how <00:00:11.916>that <00:00:11.917>goes. <00:00:11.919>Uh,

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<00:00:11.920>but <00:00:12.120>let's <00:00:12.320>see <00:00:12.520>how <00:00:12.720>that <00:00:12.920>goes. <00:00:13.120>Uh, <00:00:13.320>yeah,

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<00:00:16.000>here <00:00:16.700>we <00:00:17.400>go.

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<00:00:17.990>here <00:00:17.994>we <00:00:17.999>go.

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<00:00:18.000>here <00:00:18.127>we <00:00:18.254>go. <00:00:18.381>That's <00:00:18.509>a <00:00:18.636>bit <00:00:18.763>cut <00:00:18.890>off. <00:00:19.018>Um, <00:00:19.145>yeah, <00:00:19.272>so <00:00:19.400>I'm

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<00:00:20.150>That's <00:00:20.151>a <00:00:20.152>bit <00:00:20.153>cut <00:00:20.154>off. <00:00:20.155>Um, <00:00:20.156>yeah, <00:00:20.157>so <00:00:20.159>I'm

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<00:00:20.160>That's <00:00:20.253>a <00:00:20.346>bit <00:00:20.440>cut <00:00:20.533>off. <00:00:20.626>Um, <00:00:20.720>yeah, <00:00:20.813>so <00:00:20.906>I'm <00:00:21.000>the <00:00:21.093>I'm <00:00:21.186>the <00:00:21.280>founder <00:00:21.373>of <00:00:21.466>Stack. <00:00:21.560>We're

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<00:00:22.470>the <00:00:22.471>I'm <00:00:22.473>the <00:00:22.474>founder <00:00:22.476>of <00:00:22.477>Stack. <00:00:22.479>We're

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<00:00:22.480>the <00:00:22.587>I'm <00:00:22.695>the <00:00:22.803>founder <00:00:22.910>of <00:00:23.018>Stack. <00:00:23.126>We're <00:00:23.233>based <00:00:23.341>in <00:00:23.449>the <00:00:23.556>UK. <00:00:23.664>Uh, <00:00:23.772>trying <00:00:23.880>to

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<00:00:24.630>based <00:00:24.631>in <00:00:24.633>the <00:00:24.634>UK. <00:00:24.636>Uh, <00:00:24.637>trying <00:00:24.639>to

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<00:00:24.640>based <00:00:24.756>in <00:00:24.873>the <00:00:24.990>UK. <00:00:25.106>Uh, <00:00:25.223>trying <00:00:25.340>to <00:00:25.456>commoditize <00:00:25.573>compute. <00:00:25.690>Uh, <00:00:25.806>and <00:00:25.923>we'll <00:00:26.040>show

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<00:00:26.630>commoditize <00:00:26.631>compute. <00:00:26.633>Uh, <00:00:26.635>and <00:00:26.637>we'll <00:00:26.639>show

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<00:00:26.640>commoditize <00:00:26.840>compute. <00:00:27.040>Uh, <00:00:27.240>and <00:00:27.440>we'll <00:00:27.640>show <00:00:27.840>you <00:00:28.040>how.

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<00:00:28.630>you <00:00:28.639>how.

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<00:00:28.640>you <00:00:28.780>how. <00:00:28.920>I <00:00:29.060>usually <00:00:29.200>try <00:00:29.340>by <00:00:29.480>starting <00:00:29.620>with <00:00:29.760>a <00:00:29.900>uh <00:00:30.040>a

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<00:00:31.830>I <00:00:31.831>usually <00:00:31.832>try <00:00:31.833>by <00:00:31.834>starting <00:00:31.835>with <00:00:31.836>a <00:00:31.837>uh <00:00:31.839>a

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<00:00:31.840>I <00:00:31.933>usually <00:00:32.026>try <00:00:32.119>by <00:00:32.213>starting <00:00:32.306>with <00:00:32.400>a <00:00:32.493>uh <00:00:32.586>a <00:00:32.680>nice <00:00:32.773>quotation. <00:00:32.866>So <00:00:32.960>let's <00:00:33.053>do <00:00:33.146>this. <00:00:33.240>So

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<00:00:34.709>nice <00:00:34.710>quotation. <00:00:34.712>So <00:00:34.713>let's <00:00:34.715>do <00:00:34.716>this. <00:00:34.718>So

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<00:00:34.719>nice <00:00:34.806>quotation. <00:00:34.894>So <00:00:34.982>let's <00:00:35.070>do <00:00:35.158>this. <00:00:35.246>So <00:00:35.334>everybody <00:00:35.422>in <00:00:35.510>the <00:00:35.598>world <00:00:35.686>is <00:00:35.774>now <00:00:35.862>a

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<00:00:35.990>everybody <00:00:35.991>in <00:00:35.993>the <00:00:35.994>world <00:00:35.996>is <00:00:35.997>now <00:00:35.999>a

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<00:00:36.000>everybody <00:00:36.116>in <00:00:36.233>the <00:00:36.350>world <00:00:36.466>is <00:00:36.583>now <00:00:36.700>a <00:00:36.816>programmer. <00:00:36.933>This <00:00:37.050>is <00:00:37.166>the <00:00:37.283>miracle <00:00:37.400>of

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<00:00:38.150>programmer. <00:00:38.151>This <00:00:38.153>is <00:00:38.155>the <00:00:38.157>miracle <00:00:38.159>of

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<00:00:38.160>programmer. <00:00:38.311>This <00:00:38.461>is <00:00:38.613>the <00:00:38.763>miracle <00:00:38.915>of <00:00:39.066>artificial <00:00:39.217>intelligence. <00:00:39.368>Obviously <00:00:39.519>it's

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<00:00:39.670>artificial <00:00:39.673>intelligence. <00:00:39.676>Obviously <00:00:39.679>it's

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<00:00:39.680>artificial <00:00:39.820>intelligence. <00:00:39.960>Obviously <00:00:40.100>it's <00:00:40.240>coming <00:00:40.380>from <00:00:40.519>uh <00:00:40.660>none <00:00:40.800>other <00:00:40.940>than <00:00:41.080>Jensen.

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<00:00:41.910>coming <00:00:41.911>from <00:00:41.913>uh <00:00:41.914>none <00:00:41.916>other <00:00:41.917>than <00:00:41.919>Jensen.

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<00:00:41.920>coming <00:00:42.027>from <00:00:42.135>uh <00:00:42.243>none <00:00:42.350>other <00:00:42.458>than <00:00:42.566>Jensen. <00:00:42.673>But <00:00:42.781>let's <00:00:42.889>think <00:00:42.996>about <00:00:43.104>this. <00:00:43.212>We <00:00:43.320>are

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<00:00:44.950>But <00:00:44.951>let's <00:00:44.953>think <00:00:44.954>about <00:00:44.956>this. <00:00:44.957>We <00:00:44.959>are

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<00:00:44.960>But <00:00:45.067>let's <00:00:45.175>think <00:00:45.283>about <00:00:45.390>this. <00:00:45.498>We <00:00:45.606>are <00:00:45.713>living <00:00:45.821>in <00:00:45.929>a <00:00:46.036>world <00:00:46.144>where <00:00:46.252>everybody's <00:00:46.360>wipe

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<00:00:47.270>living <00:00:47.271>in <00:00:47.273>a <00:00:47.274>world <00:00:47.276>where <00:00:47.277>everybody's <00:00:47.279>wipe

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<00:00:47.280>living <00:00:47.387>in <00:00:47.495>a <00:00:47.603>world <00:00:47.710>where <00:00:47.818>everybody's <00:00:47.926>wipe <00:00:48.033>coding <00:00:48.141>and <00:00:48.249>trying <00:00:48.356>to <00:00:48.464>build <00:00:48.572>things. <00:00:48.680>But

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<00:00:50.150>coding <00:00:50.151>and <00:00:50.153>trying <00:00:50.154>to <00:00:50.156>build <00:00:50.157>things. <00:00:50.159>But

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<00:00:50.160>coding <00:00:50.276>and <00:00:50.393>trying <00:00:50.510>to <00:00:50.626>build <00:00:50.743>things. <00:00:50.860>But <00:00:50.976>when <00:00:51.093>you <00:00:51.209>really <00:00:51.326>focus, <00:00:51.443>I <00:00:51.559>think

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<00:00:53.670>when <00:00:53.671>you <00:00:53.673>really <00:00:53.675>focus, <00:00:53.677>I <00:00:53.679>think

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<00:00:53.680>when <00:00:53.787>you <00:00:53.895>really <00:00:54.003>focus, <00:00:54.110>I <00:00:54.218>think <00:00:54.326>personally <00:00:54.433>AI <00:00:54.541>should <00:00:54.649>be <00:00:54.756>in <00:00:54.864>the <00:00:54.972>hands <00:00:55.080>of

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<00:00:56.470>personally <00:00:56.471>AI <00:00:56.472>should <00:00:56.473>be <00:00:56.475>in <00:00:56.476>the <00:00:56.477>hands <00:00:56.479>of

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<00:00:56.480>personally <00:00:56.587>AI <00:00:56.695>should <00:00:56.803>be <00:00:56.910>in <00:00:57.018>the <00:00:57.126>hands <00:00:57.233>of <00:00:57.341>people <00:00:57.449>who <00:00:57.556>are <00:00:57.664>really <00:00:57.772>making <00:00:57.879>the

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<00:00:58.069>people <00:00:58.070>who <00:00:58.072>are <00:00:58.074>really <00:00:58.076>making <00:00:58.078>the

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<00:00:58.079>people <00:00:58.195>who <00:00:58.312>are <00:00:58.429>really <00:00:58.545>making <00:00:58.662>the <00:00:58.779>difference. <00:00:58.895>AI <00:00:59.012>is <00:00:59.129>not <00:00:59.245>just <00:00:59.362>about <00:00:59.479>LLMs.

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<00:01:01.430>difference. <00:01:01.431>AI <00:01:01.433>is <00:01:01.434>not <00:01:01.436>just <00:01:01.437>about <00:01:01.439>LLMs.

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<00:01:01.440>difference. <00:01:01.547>AI <00:01:01.655>is <00:01:01.763>not <00:01:01.870>just <00:01:01.978>about <00:01:02.086>LLMs. <00:01:02.193>It's <00:01:02.301>about <00:01:02.409>finding <00:01:02.516>the <00:01:02.624>cure <00:01:02.732>of <00:01:02.839>cancer,

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<00:01:04.149>It's <00:01:04.150>about <00:01:04.152>finding <00:01:04.153>the <00:01:04.155>cure <00:01:04.156>of <00:01:04.158>cancer,

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<00:01:04.159>It's <00:01:04.275>about <00:01:04.392>finding <00:01:04.509>the <00:01:04.625>cure <00:01:04.742>of <00:01:04.859>cancer, <00:01:04.975>Parkinson, <00:01:05.092>sepsis, <00:01:05.209>all <00:01:05.325>these <00:01:05.442>things. <00:01:05.559>I

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<00:01:07.270>Parkinson, <00:01:07.271>sepsis, <00:01:07.273>all <00:01:07.275>these <00:01:07.277>things. <00:01:07.279>I

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<00:01:07.280>Parkinson, <00:01:07.396>sepsis, <00:01:07.513>all <00:01:07.630>these <00:01:07.746>things. <00:01:07.863>I <00:01:07.980>think <00:01:08.096>AI <00:01:08.213>should <00:01:08.330>be <00:01:08.446>utilized <00:01:08.563>by <00:01:08.680>the

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<00:01:09.590>think <00:01:09.591>AI <00:01:09.593>should <00:01:09.594>be <00:01:09.596>utilized <00:01:09.597>by <00:01:09.598>the

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<00:01:09.600>think <00:01:09.716>AI <00:01:09.833>should <00:01:09.949>be <00:01:10.066>utilized <00:01:10.183>by <00:01:10.300>the <00:01:10.416>researchers <00:01:10.533>in <00:01:10.649>a <00:01:10.766>very <00:01:10.883>easy <00:01:11.000>way.

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<00:01:13.510>researchers <00:01:13.511>in <00:01:13.513>a <00:01:13.515>very <00:01:13.517>easy <00:01:13.518>way.

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<00:01:13.520>researchers <00:01:13.636>in <00:01:13.753>a <00:01:13.869>very <00:01:13.986>easy <00:01:14.103>way. <00:01:14.220>So <00:01:14.336>we <00:01:14.453>went <00:01:14.570>about <00:01:14.686>re <00:01:14.803>interviewing <00:01:14.920>um

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<00:01:17.109>So <00:01:17.110>we <00:01:17.112>went <00:01:17.113>about <00:01:17.115>re <00:01:17.116>interviewing <00:01:17.118>um

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<00:01:17.119>So <00:01:17.246>we <00:01:17.373>went <00:01:17.500>about <00:01:17.628>re <00:01:17.755>interviewing <00:01:17.882>um <00:01:18.009>people <00:01:18.137>from <00:01:18.264>amazing <00:01:18.391>research <00:01:18.519>institutes

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<00:01:20.630>people <00:01:20.632>from <00:01:20.634>amazing <00:01:20.636>research <00:01:20.639>institutes

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<00:01:20.640>people <00:01:20.795>from <00:01:20.951>amazing <00:01:21.106>research <00:01:21.262>institutes <00:01:21.417>and <00:01:21.573>these <00:01:21.728>were <00:01:21.884>our <00:01:22.040>findings.

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<00:01:23.270>and <00:01:23.272>these <00:01:23.274>were <00:01:23.276>our <00:01:23.279>findings.

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<00:01:23.280>and <00:01:23.387>these <00:01:23.495>were <00:01:23.603>our <00:01:23.710>findings. <00:01:23.818>If <00:01:23.926>you <00:01:24.033>are <00:01:24.141>a <00:01:24.249>researcher <00:01:24.356>at <00:01:24.464>one <00:01:24.572>of <00:01:24.680>the

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<00:01:25.830>If <00:01:25.831>you <00:01:25.832>are <00:01:25.833>a <00:01:25.834>researcher <00:01:25.835>at <00:01:25.836>one <00:01:25.837>of <00:01:25.839>the

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<00:01:25.840>If <00:01:25.927>you <00:01:26.015>are <00:01:26.102>a <00:01:26.190>researcher <00:01:26.277>at <00:01:26.365>one <00:01:26.452>of <00:01:26.540>the <00:01:26.627>you <00:01:26.715>know <00:01:26.802>people <00:01:26.890>or <00:01:26.977>companies <00:01:27.065>that <00:01:27.152>have <00:01:27.240>a

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<00:01:27.590>you <00:01:27.591>know <00:01:27.592>people <00:01:27.593>or <00:01:27.595>companies <00:01:27.596>that <00:01:27.597>have <00:01:27.598>a

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<00:01:27.600>you <00:01:27.693>know <00:01:27.786>people <00:01:27.880>or <00:01:27.973>companies <00:01:28.066>that <00:01:28.160>have <00:01:28.253>a <00:01:28.346>lot <00:01:28.440>of <00:01:28.533>uh <00:01:28.626>you <00:01:28.720>know <00:01:28.813>HPC <00:01:28.906>compute <00:01:29.000>you

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<00:01:30.710>lot <00:01:30.711>of <00:01:30.712>uh <00:01:30.713>you <00:01:30.715>know <00:01:30.716>HPC <00:01:30.717>compute <00:01:30.719>you

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<00:01:30.720>lot <00:01:30.807>of <00:01:30.895>uh <00:01:30.982>you <00:01:31.070>know <00:01:31.157>HPC <00:01:31.245>compute <00:01:31.332>you <00:01:31.420>hardly <00:01:31.507>get <00:01:31.595>access <00:01:31.682>to <00:01:31.770>GPUs <00:01:31.857>if <00:01:31.945>you're <00:01:32.032>at <00:01:32.120>a

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<00:01:33.749>hardly <00:01:33.750>get <00:01:33.751>access <00:01:33.752>to <00:01:33.753>GPUs <00:01:33.754>if <00:01:33.755>you're <00:01:33.756>at <00:01:33.758>a

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<00:01:33.759>hardly <00:01:33.859>get <00:01:33.959>access <00:01:34.059>to <00:01:34.159>GPUs <00:01:34.259>if <00:01:34.359>you're <00:01:34.459>at <00:01:34.559>a <00:01:34.659>university <00:01:34.759>you <00:01:34.859>have <00:01:34.959>slurm. <00:01:35.059>Has <00:01:35.159>anybody

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<00:01:37.030>university <00:01:37.031>you <00:01:37.033>have <00:01:37.035>slurm. <00:01:37.037>Has <00:01:37.038>anybody

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<00:01:37.039>university <00:01:37.147>you <00:01:37.255>have <00:01:37.363>slurm. <00:01:37.470>Has <00:01:37.578>anybody <00:01:37.686>anybody <00:01:37.793>use <00:01:37.901>slurm? <00:01:38.009>Yeah. <00:01:38.116>So <00:01:38.224>if <00:01:38.332>you're <00:01:38.440>a

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<00:01:39.030>anybody <00:01:39.031>use <00:01:39.032>slurm? <00:01:39.033>Yeah. <00:01:39.035>So <00:01:39.036>if <00:01:39.037>you're <00:01:39.038>a

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<00:01:39.039>anybody <00:01:39.133>use <00:01:39.226>slurm? <00:01:39.320>Yeah. <00:01:39.413>So <00:01:39.506>if <00:01:39.600>you're <00:01:39.693>a <00:01:39.786>slurm <00:01:39.880>user, <00:01:39.973>you <00:01:40.066>have <00:01:40.160>to <00:01:40.253>deal <00:01:40.346>with <00:01:40.440>cues

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<00:01:41.350>slurm <00:01:41.351>user, <00:01:41.352>you <00:01:41.353>have <00:01:41.355>to <00:01:41.356>deal <00:01:41.357>with <00:01:41.359>cues

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<00:01:41.360>slurm <00:01:41.460>user, <00:01:41.560>you <00:01:41.660>have <00:01:41.760>to <00:01:41.860>deal <00:01:41.960>with <00:01:42.060>cues <00:01:42.160>because <00:01:42.260>everybody's <00:01:42.360>trying <00:01:42.460>to <00:01:42.560>get <00:01:42.660>on <00:01:42.760>it.

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<00:01:43.670>because <00:01:43.671>everybody's <00:01:43.673>trying <00:01:43.674>to <00:01:43.676>get <00:01:43.677>on <00:01:43.679>it.

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<00:01:43.680>because <00:01:43.787>everybody's <00:01:43.895>trying <00:01:44.003>to <00:01:44.110>get <00:01:44.218>on <00:01:44.326>it. <00:01:44.433>People <00:01:44.541>start <00:01:44.649>end <00:01:44.756>up <00:01:44.864>training <00:01:44.972>on <00:01:45.080>their

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<00:01:46.229>People <00:01:46.231>start <00:01:46.232>end <00:01:46.234>up <00:01:46.236>training <00:01:46.237>on <00:01:46.239>their

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<00:01:46.240>People <00:01:46.347>start <00:01:46.455>end <00:01:46.563>up <00:01:46.670>training <00:01:46.778>on <00:01:46.886>their <00:01:46.993>laptops. <00:01:47.101>Obviously <00:01:47.209>you <00:01:47.316>got <00:01:47.424>GPUs <00:01:47.532>now <00:01:47.640>and

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<00:01:48.550>laptops. <00:01:48.551>Obviously <00:01:48.553>you <00:01:48.554>got <00:01:48.556>GPUs <00:01:48.557>now <00:01:48.559>and

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<00:01:48.560>laptops. <00:01:48.667>Obviously <00:01:48.775>you <00:01:48.883>got <00:01:48.990>GPUs <00:01:49.098>now <00:01:49.206>and <00:01:49.313>and <00:01:49.421>obviously <00:01:49.529>Mac <00:01:49.636>MacBooks <00:01:49.744>are <00:01:49.852>great. <00:01:49.960>So

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<00:01:51.350>and <00:01:51.351>obviously <00:01:51.353>Mac <00:01:51.354>MacBooks <00:01:51.356>are <00:01:51.357>great. <00:01:51.359>So

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<00:01:51.360>and <00:01:51.476>obviously <00:01:51.593>Mac <00:01:51.710>MacBooks <00:01:51.826>are <00:01:51.943>great. <00:01:52.060>So <00:01:52.176>researchers <00:01:52.293>end <00:01:52.410>up <00:01:52.526>training <00:01:52.643>stuff <00:01:52.760>on

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<00:01:53.990>researchers <00:01:53.991>end <00:01:53.993>up <00:01:53.995>training <00:01:53.997>stuff <00:01:53.999>on

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<00:01:54.000>researchers <00:01:54.116>end <00:01:54.233>up <00:01:54.350>training <00:01:54.466>stuff <00:01:54.583>on <00:01:54.700>their <00:01:54.816>laptops <00:01:54.933>and <00:01:55.050>what <00:01:55.166>ends <00:01:55.283>up <00:01:55.400>happening

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<00:01:56.630>their <00:01:56.631>laptops <00:01:56.633>and <00:01:56.634>what <00:01:56.636>ends <00:01:56.637>up <00:01:56.639>happening

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<00:01:56.640>their <00:01:56.756>laptops <00:01:56.873>and <00:01:56.990>what <00:01:57.106>ends <00:01:57.223>up <00:01:57.340>happening <00:01:57.456>you <00:01:57.573>start <00:01:57.690>sending <00:01:57.806>notebooks <00:01:57.923>via <00:01:58.040>email.

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<00:01:59.030>you <00:01:59.031>start <00:01:59.033>sending <00:01:59.035>notebooks <00:01:59.037>via <00:01:59.038>email.

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<00:01:59.039>you <00:01:59.147>start <00:01:59.255>sending <00:01:59.363>notebooks <00:01:59.470>via <00:01:59.578>email. <00:01:59.686>You <00:01:59.793>use <00:01:59.901>one <00:02:00.009>drive <00:02:00.116>as <00:02:00.224>a <00:02:00.332>way <00:02:00.440>to

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<00:02:01.510>You <00:02:01.511>use <00:02:01.512>one <00:02:01.513>drive <00:02:01.515>as <00:02:01.516>a <00:02:01.517>way <00:02:01.518>to

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<00:02:01.520>You <00:02:01.627>use <00:02:01.735>one <00:02:01.843>drive <00:02:01.950>as <00:02:02.058>a <00:02:02.166>way <00:02:02.273>to <00:02:02.381>collaborate <00:02:02.489>and <00:02:02.596>compliances <00:02:02.704>go <00:02:02.812>out <00:02:02.920>of

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<00:02:04.709>collaborate <00:02:04.710>and <00:02:04.712>compliances <00:02:04.714>go <00:02:04.716>out <00:02:04.717>of

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<00:02:04.719>collaborate <00:02:04.835>and <00:02:04.952>compliances <00:02:05.068>go <00:02:05.185>out <00:02:05.302>of <00:02:05.419>the <00:02:05.535>window. <00:02:05.652>You <00:02:05.768>have <00:02:05.885>data <00:02:06.002>source <00:02:06.119>here,

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<00:02:07.270>the <00:02:07.271>window. <00:02:07.273>You <00:02:07.274>have <00:02:07.276>data <00:02:07.277>source <00:02:07.279>here,

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<00:02:07.280>the <00:02:07.387>window. <00:02:07.495>You <00:02:07.603>have <00:02:07.710>data <00:02:07.818>source <00:02:07.926>here, <00:02:08.033>data <00:02:08.141>source <00:02:08.249>there, <00:02:08.356>trying <00:02:08.464>to <00:02:08.572>have <00:02:08.680>copies

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<00:02:09.270>data <00:02:09.271>source <00:02:09.273>there, <00:02:09.274>trying <00:02:09.276>to <00:02:09.277>have <00:02:09.279>copies

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<00:02:09.280>data <00:02:09.380>source <00:02:09.479>there, <00:02:09.580>trying <00:02:09.680>to <00:02:09.780>have <00:02:09.880>copies <00:02:09.979>of <00:02:10.080>these <00:02:10.180>everywhere. <00:02:10.280>And <00:02:10.380>you <00:02:10.479>in <00:02:10.580>a <00:02:10.680>way

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<00:02:13.589>of <00:02:13.590>these <00:02:13.591>everywhere. <00:02:13.592>And <00:02:13.594>you <00:02:13.595>in <00:02:13.596>a <00:02:13.597>way

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<00:02:13.599>of <00:02:13.698>these <00:02:13.798>everywhere. <00:02:13.899>And <00:02:13.999>you <00:02:14.099>in <00:02:14.198>a <00:02:14.298>way <00:02:14.399>are <00:02:14.499>a <00:02:14.599>bit <00:02:14.698>like <00:02:14.798>screwed <00:02:14.899>up. <00:02:14.999>But

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<00:02:15.430>are <00:02:15.431>a <00:02:15.433>bit <00:02:15.434>like <00:02:15.436>screwed <00:02:15.437>up. <00:02:15.439>But

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<00:02:15.440>are <00:02:15.556>a <00:02:15.673>bit <00:02:15.790>like <00:02:15.906>screwed <00:02:16.023>up. <00:02:16.140>But <00:02:16.256>eventually, <00:02:16.373>one <00:02:16.490>important <00:02:16.606>thing <00:02:16.723>is <00:02:16.840>like

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<00:02:18.550>eventually, <00:02:18.551>one <00:02:18.553>important <00:02:18.555>thing <00:02:18.557>is <00:02:18.559>like

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<00:02:18.560>eventually, <00:02:18.676>one <00:02:18.793>important <00:02:18.910>thing <00:02:19.026>is <00:02:19.143>like <00:02:19.260>when <00:02:19.376>you <00:02:19.493>ask <00:02:19.610>researchers, <00:02:19.726>do <00:02:19.843>you <00:02:19.960>use

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<00:02:20.390>when <00:02:20.391>you <00:02:20.393>ask <00:02:20.394>researchers, <00:02:20.396>do <00:02:20.397>you <00:02:20.399>use

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<00:02:20.400>when <00:02:20.493>you <00:02:20.586>ask <00:02:20.680>researchers, <00:02:20.773>do <00:02:20.866>you <00:02:20.960>use <00:02:21.053>git? <00:02:21.146>They <00:02:21.240>were <00:02:21.333>like, <00:02:21.426>oh <00:02:21.520>uh <00:02:21.613>no, <00:02:21.706>we <00:02:21.800>just

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<00:02:23.750>git? <00:02:23.751>They <00:02:23.752>were <00:02:23.753>like, <00:02:23.754>oh <00:02:23.755>uh <00:02:23.756>no, <00:02:23.757>we <00:02:23.759>just

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<00:02:23.760>git? <00:02:23.853>They <00:02:23.946>were <00:02:24.040>like, <00:02:24.133>oh <00:02:24.226>uh <00:02:24.320>no, <00:02:24.413>we <00:02:24.506>just <00:02:24.600>have <00:02:24.693>everything <00:02:24.786>on <00:02:24.880>our <00:02:24.973>laptops. <00:02:25.066>So <00:02:25.160>I

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<00:02:26.949>have <00:02:26.950>everything <00:02:26.952>on <00:02:26.953>our <00:02:26.955>laptops. <00:02:26.956>So <00:02:26.958>I

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<00:02:26.959>have <00:02:27.075>everything <00:02:27.192>on <00:02:27.309>our <00:02:27.425>laptops. <00:02:27.542>So <00:02:27.659>I <00:02:27.775>think <00:02:27.892>things <00:02:28.009>need <00:02:28.125>to <00:02:28.242>modernize. <00:02:28.359>People

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<00:02:28.630>think <00:02:28.631>things <00:02:28.633>need <00:02:28.635>to <00:02:28.637>modernize. <00:02:28.638>People

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<00:02:28.640>think <00:02:28.795>things <00:02:28.951>need <00:02:29.106>to <00:02:29.262>modernize. <00:02:29.417>People <00:02:29.573>really <00:02:29.728>need <00:02:29.884>to <00:02:30.040>understand

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<00:02:30.790>really <00:02:30.793>need <00:02:30.796>to <00:02:30.799>understand

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<00:02:30.800>really <00:02:30.955>need <00:02:31.111>to <00:02:31.266>understand <00:02:31.422>when <00:02:31.577>you <00:02:31.733>leave <00:02:31.888>university <00:02:32.044>eventually <00:02:32.200>you

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<00:02:33.030>when <00:02:33.031>you <00:02:33.033>leave <00:02:33.035>university <00:02:33.037>eventually <00:02:33.039>you

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<00:02:33.040>when <00:02:33.156>you <00:02:33.273>leave <00:02:33.390>university <00:02:33.506>eventually <00:02:33.623>you <00:02:33.739>be <00:02:33.856>might <00:02:33.973>be <00:02:34.090>working <00:02:34.206>with <00:02:34.323>an <00:02:34.440>enterprise

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<00:02:34.710>be <00:02:34.711>might <00:02:34.713>be <00:02:34.714>working <00:02:34.716>with <00:02:34.717>an <00:02:34.719>enterprise

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<00:02:34.720>be <00:02:34.836>might <00:02:34.953>be <00:02:35.070>working <00:02:35.186>with <00:02:35.303>an <00:02:35.420>enterprise <00:02:35.536>things <00:02:35.653>are <00:02:35.770>very <00:02:35.886>different <00:02:36.003>here <00:02:36.120>right

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<00:02:36.309>things <00:02:36.310>are <00:02:36.312>very <00:02:36.314>different <00:02:36.316>here <00:02:36.318>right

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<00:02:36.319>things <00:02:36.435>are <00:02:36.552>very <00:02:36.669>different <00:02:36.785>here <00:02:36.902>right <00:02:37.019>okay <00:02:37.135>um <00:02:37.252>summing <00:02:37.369>up <00:02:37.485>what <00:02:37.602>happened <00:02:37.719>before

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<00:02:40.309>okay <00:02:40.310>um <00:02:40.312>summing <00:02:40.313>up <00:02:40.315>what <00:02:40.316>happened <00:02:40.318>before

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<00:02:40.319>okay <00:02:40.412>um <00:02:40.505>summing <00:02:40.599>up <00:02:40.692>what <00:02:40.785>happened <00:02:40.879>before <00:02:40.972>you <00:02:41.065>had <00:02:41.159>a <00:02:41.252>lot <00:02:41.345>of <00:02:41.439>slurm <00:02:41.532>was <00:02:41.625>based <00:02:41.719>around

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<00:02:42.390>you <00:02:42.391>had <00:02:42.392>a <00:02:42.393>lot <00:02:42.394>of <00:02:42.395>slurm <00:02:42.396>was <00:02:42.397>based <00:02:42.399>around

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<00:02:42.400>you <00:02:42.487>had <00:02:42.575>a <00:02:42.662>lot <00:02:42.750>of <00:02:42.837>slurm <00:02:42.925>was <00:02:43.012>based <00:02:43.100>around <00:02:43.187>a <00:02:43.275>lot <00:02:43.362>of <00:02:43.450>CPU <00:02:43.537>workloads <00:02:43.625>and <00:02:43.712>then <00:02:43.800>suddenly

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<00:02:44.630>a <00:02:44.631>lot <00:02:44.632>of <00:02:44.633>CPU <00:02:44.635>workloads <00:02:44.636>and <00:02:44.637>then <00:02:44.638>suddenly

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<00:02:44.640>a <00:02:44.747>lot <00:02:44.855>of <00:02:44.963>CPU <00:02:45.070>workloads <00:02:45.178>and <00:02:45.286>then <00:02:45.393>suddenly <00:02:45.501>GPUs <00:02:45.609>came <00:02:45.716>it <00:02:45.824>started <00:02:45.932>struggling <00:02:46.040>they

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<00:02:47.990>GPUs <00:02:47.991>came <00:02:47.993>it <00:02:47.995>started <00:02:47.997>struggling <00:02:47.999>they

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<00:02:48.000>GPUs <00:02:48.127>came <00:02:48.254>it <00:02:48.381>started <00:02:48.509>struggling <00:02:48.636>they <00:02:48.763>don't <00:02:48.890>still <00:02:49.018>don't <00:02:49.145>understand <00:02:49.272>how <00:02:49.400>GPUs

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<00:02:49.829>don't <00:02:49.831>still <00:02:49.833>don't <00:02:49.835>understand <00:02:49.837>how <00:02:49.839>GPUs

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<00:02:49.840>don't <00:02:49.956>still <00:02:50.073>don't <00:02:50.190>understand <00:02:50.306>how <00:02:50.423>GPUs <00:02:50.540>work <00:02:50.656>you <00:02:50.773>have <00:02:50.890>AI <00:02:51.006>models <00:02:51.123>multimodel <00:02:51.240>and

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<00:02:54.070>work <00:02:54.071>you <00:02:54.072>have <00:02:54.074>AI <00:02:54.076>models <00:02:54.077>multimodel <00:02:54.078>and

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<00:02:54.079>work <00:02:54.179>you <00:02:54.279>have <00:02:54.380>AI <00:02:54.480>models <00:02:54.579>multimodel <00:02:54.679>and <00:02:54.779>you <00:02:54.880>have <00:02:54.980>data <00:02:55.079>which <00:02:55.179>has <00:02:55.279>now <00:02:55.380>gone <00:02:55.480>from

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<00:02:56.228>you <00:02:56.230>have <00:02:56.231>data <00:02:56.232>which <00:02:56.234>has <00:02:56.235>now <00:02:56.236>gone <00:02:56.238>from

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<00:02:56.239>you <00:02:56.379>have <00:02:56.519>data <00:02:56.659>which <00:02:56.799>has <00:02:56.939>now <00:02:57.079>gone <00:02:57.219>from <00:02:57.359>gigabytes <00:02:57.499>to <00:02:57.639>pabytes

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<00:02:58.710>gigabytes <00:02:58.714>to <00:02:58.719>pabytes

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<00:02:58.720>gigabytes <00:02:58.859>to <00:02:59.000>pabytes <00:02:59.140>How <00:02:59.280>do <00:02:59.420>you <00:02:59.560>cope <00:02:59.700>up <00:02:59.840>with <00:02:59.980>all <00:03:00.120>those

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<00:03:01.589>How <00:03:01.590>do <00:03:01.591>you <00:03:01.592>cope <00:03:01.594>up <00:03:01.595>with <00:03:01.596>all <00:03:01.597>those

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<00:03:01.599>How <00:03:01.698>do <00:03:01.798>you <00:03:01.899>cope <00:03:01.999>up <00:03:02.099>with <00:03:02.198>all <00:03:02.298>those <00:03:02.399>changes <00:03:02.499>that <00:03:02.599>have <00:03:02.698>just <00:03:02.798>happened <00:03:02.899>in <00:03:02.999>the

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<00:03:03.430>changes <00:03:03.431>that <00:03:03.433>have <00:03:03.434>just <00:03:03.436>happened <00:03:03.437>in <00:03:03.439>the

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<00:03:03.440>changes <00:03:03.595>that <00:03:03.751>have <00:03:03.906>just <00:03:04.062>happened <00:03:04.217>in <00:03:04.373>the <00:03:04.528>past <00:03:04.684>seven <00:03:04.840>years?

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<00:03:07.440>And <00:03:07.640>then <00:03:07.840>again, <00:03:08.040>I <00:03:08.240>better <00:03:08.440>stress <00:03:08.640>on <00:03:08.840>this,

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<00:03:09.270>And <00:03:09.271>then <00:03:09.272>again, <00:03:09.273>I <00:03:09.275>better <00:03:09.276>stress <00:03:09.277>on <00:03:09.279>this,

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<00:03:09.280>And <00:03:09.367>then <00:03:09.455>again, <00:03:09.542>I <00:03:09.630>better <00:03:09.717>stress <00:03:09.805>on <00:03:09.892>this, <00:03:09.980>AI <00:03:10.067>is <00:03:10.155>not <00:03:10.242>all <00:03:10.330>about <00:03:10.417>L&amp;Ms. <00:03:10.505>And <00:03:10.592>your <00:03:10.680>tech

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<00:03:13.430>AI <00:03:13.431>is <00:03:13.432>not <00:03:13.433>all <00:03:13.434>about <00:03:13.435>L&amp;Ms. <00:03:13.436>And <00:03:13.437>your <00:03:13.439>tech

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<00:03:13.440>AI <00:03:13.533>is <00:03:13.626>not <00:03:13.720>all <00:03:13.813>about <00:03:13.906>L&amp;Ms. <00:03:14.000>And <00:03:14.093>your <00:03:14.186>tech <00:03:14.280>stack <00:03:14.373>really <00:03:14.466>has <00:03:14.560>other <00:03:14.653>things <00:03:14.746>that <00:03:14.840>you

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<00:03:16.869>stack <00:03:16.870>really <00:03:16.872>has <00:03:16.873>other <00:03:16.875>things <00:03:16.876>that <00:03:16.878>you

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<00:03:16.879>stack <00:03:16.986>really <00:03:17.094>has <00:03:17.202>other <00:03:17.309>things <00:03:17.417>that <00:03:17.525>you <00:03:17.632>need, <00:03:17.740>things <00:03:17.848>like <00:03:17.955>databases, <00:03:18.063>and <00:03:18.171>we <00:03:18.279>will

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<00:03:19.910>need, <00:03:19.911>things <00:03:19.913>like <00:03:19.914>databases, <00:03:19.916>and <00:03:19.917>we <00:03:19.919>will

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<00:03:19.920>need, <00:03:20.027>things <00:03:20.135>like <00:03:20.243>databases, <00:03:20.350>and <00:03:20.458>we <00:03:20.566>will <00:03:20.673>touch <00:03:20.781>on <00:03:20.889>that. <00:03:20.996>And <00:03:21.104>when <00:03:21.212>you <00:03:21.320>start

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<00:03:21.509>touch <00:03:21.510>on <00:03:21.512>that. <00:03:21.513>And <00:03:21.515>when <00:03:21.516>you <00:03:21.518>start

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<00:03:21.519>touch <00:03:21.694>on <00:03:21.869>that. <00:03:22.044>And <00:03:22.219>when <00:03:22.394>you <00:03:22.569>start <00:03:22.744>building <00:03:22.919>your

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<00:03:23.350>building <00:03:23.359>your

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<00:03:23.360>building <00:03:23.593>your <00:03:23.826>tech <00:03:24.060>stack <00:03:24.293>for <00:03:24.526>research <00:03:24.760>institutes,

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<00:03:26.309>tech <00:03:26.311>stack <00:03:26.313>for <00:03:26.315>research <00:03:26.317>institutes,

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<00:03:26.319>tech <00:03:26.442>stack <00:03:26.566>for <00:03:26.689>research <00:03:26.813>institutes, <00:03:26.937>you <00:03:27.060>usually <00:03:27.184>think <00:03:27.308>like, <00:03:27.431>oh, <00:03:27.555>why <00:03:27.678>why

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<00:03:27.829>you <00:03:27.831>usually <00:03:27.833>think <00:03:27.834>like, <00:03:27.835>oh, <00:03:27.837>why <00:03:27.839>why

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<00:03:27.840>you <00:03:27.927>usually <00:03:28.015>think <00:03:28.102>like, <00:03:28.190>oh, <00:03:28.277>why <00:03:28.365>why <00:03:28.452>can't <00:03:28.540>I <00:03:28.627>just <00:03:28.715>go <00:03:28.802>to <00:03:28.890>a <00:03:28.977>cloud <00:03:29.065>and <00:03:29.152>just <00:03:29.240>do

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<00:03:29.750>can't <00:03:29.751>I <00:03:29.752>just <00:03:29.753>go <00:03:29.754>to <00:03:29.755>a <00:03:29.756>cloud <00:03:29.757>and <00:03:29.757>just <00:03:29.759>do

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<00:03:29.760>can't <00:03:29.853>I <00:03:29.946>just <00:03:30.040>go <00:03:30.133>to <00:03:30.226>a <00:03:30.320>cloud <00:03:30.413>and <00:03:30.506>just <00:03:30.600>do <00:03:30.693>everything <00:03:30.786>there? <00:03:30.880>They <00:03:30.973>have <00:03:31.066>click <00:03:31.160>and

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<00:03:31.350>everything <00:03:31.351>there? <00:03:31.353>They <00:03:31.355>have <00:03:31.357>click <00:03:31.359>and

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<00:03:31.360>everything <00:03:31.487>there? <00:03:31.614>They <00:03:31.741>have <00:03:31.869>click <00:03:31.996>and <00:03:32.123>deploy <00:03:32.250>this <00:03:32.378>click <00:03:32.505>and <00:03:32.632>deploy <00:03:32.760>unlimited

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<00:03:34.228>deploy <00:03:34.230>this <00:03:34.232>click <00:03:34.234>and <00:03:34.236>deploy <00:03:34.238>unlimited

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<00:03:34.239>deploy <00:03:34.366>this <00:03:34.493>click <00:03:34.620>and <00:03:34.748>deploy <00:03:34.875>unlimited <00:03:35.002>access <00:03:35.129>to <00:03:35.257>compute. <00:03:35.384>You <00:03:35.511>can <00:03:35.639>scale

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<00:03:35.910>access <00:03:35.911>to <00:03:35.913>compute. <00:03:35.915>You <00:03:35.917>can <00:03:35.919>scale

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<00:03:35.920>access <00:03:36.036>to <00:03:36.153>compute. <00:03:36.270>You <00:03:36.386>can <00:03:36.503>scale <00:03:36.620>anywhere. <00:03:36.736>And <00:03:36.853>then <00:03:36.970>you <00:03:37.086>end <00:03:37.203>up <00:03:37.320>start

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<00:03:37.829>anywhere. <00:03:37.831>And <00:03:37.833>then <00:03:37.834>you <00:03:37.835>end <00:03:37.837>up <00:03:37.839>start

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<00:03:37.840>anywhere. <00:03:37.947>And <00:03:38.055>then <00:03:38.163>you <00:03:38.270>end <00:03:38.378>up <00:03:38.486>start <00:03:38.593>using <00:03:38.701>chap <00:03:38.809>GPT <00:03:38.916>for <00:03:39.024>writing <00:03:39.132>your <00:03:39.240>research

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<00:03:39.829>using <00:03:39.831>chap <00:03:39.833>GPT <00:03:39.834>for <00:03:39.835>writing <00:03:39.837>your <00:03:39.839>research

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<00:03:39.840>using <00:03:39.956>chap <00:03:40.073>GPT <00:03:40.190>for <00:03:40.306>writing <00:03:40.423>your <00:03:40.540>research <00:03:40.656>papers. <00:03:40.773>I'm <00:03:40.890>sure <00:03:41.006>everybody's <00:03:41.123>doing <00:03:41.240>that.

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<00:03:43.270>papers. <00:03:43.271>I'm <00:03:43.273>sure <00:03:43.275>everybody's <00:03:43.277>doing <00:03:43.279>that.

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<00:03:43.280>papers. <00:03:43.455>I'm <00:03:43.630>sure <00:03:43.805>everybody's <00:03:43.980>doing <00:03:44.155>that. <00:03:44.330>And <00:03:44.505>then <00:03:44.680>comes

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<00:03:45.910>And <00:03:45.914>then <00:03:45.919>comes

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<00:03:45.920>And <00:03:46.095>then <00:03:46.270>comes <00:03:46.445>the <00:03:46.620>real <00:03:46.795>issues. <00:03:46.970>According <00:03:47.145>to <00:03:47.320>our

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<00:03:49.270>the <00:03:49.271>real <00:03:49.273>issues. <00:03:49.275>According <00:03:49.277>to <00:03:49.279>our

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<00:03:49.280>the <00:03:49.420>real <00:03:49.560>issues. <00:03:49.700>According <00:03:49.840>to <00:03:49.980>our <00:03:50.120>findings <00:03:50.260>about <00:03:50.400>90% <00:03:50.540>of <00:03:50.680>research

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<00:03:51.110>findings <00:03:51.112>about <00:03:51.114>90% <00:03:51.116>of <00:03:51.119>research

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<00:03:51.120>findings <00:03:51.275>about <00:03:51.431>90% <00:03:51.586>of <00:03:51.742>research <00:03:51.897>institutes <00:03:52.053>will <00:03:52.208>adopt <00:03:52.364>hybrid <00:03:52.520>cloud

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<00:03:54.228>institutes <00:03:54.231>will <00:03:54.233>adopt <00:03:54.235>hybrid <00:03:54.238>cloud

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<00:03:54.239>institutes <00:03:54.355>will <00:03:54.472>adopt <00:03:54.589>hybrid <00:03:54.705>cloud <00:03:54.822>approach <00:03:54.939>by <00:03:55.055>2027. <00:03:55.172>I <00:03:55.289>think <00:03:55.405>that <00:03:55.522>is <00:03:55.639>going

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<00:03:56.550>approach <00:03:56.551>by <00:03:56.552>2027. <00:03:56.553>I <00:03:56.555>think <00:03:56.556>that <00:03:56.557>is <00:03:56.559>going

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<00:03:56.560>approach <00:03:56.653>by <00:03:56.746>2027. <00:03:56.840>I <00:03:56.933>think <00:03:57.026>that <00:03:57.120>is <00:03:57.213>going <00:03:57.306>really <00:03:57.400>quick. <00:03:57.493>When <00:03:57.586>I <00:03:57.680>say <00:03:57.773>hybrid <00:03:57.866>I <00:03:57.960>mean

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<00:03:58.789>really <00:03:58.790>quick. <00:03:58.791>When <00:03:58.792>I <00:03:58.794>say <00:03:58.795>hybrid <00:03:58.796>I <00:03:58.798>mean

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<00:03:58.799>really <00:03:58.899>quick. <00:03:58.999>When <00:03:59.099>I <00:03:59.199>say <00:03:59.299>hybrid <00:03:59.399>I <00:03:59.499>mean <00:03:59.599>starting <00:03:59.699>on <00:03:59.799>premise <00:03:59.899>and <00:03:59.999>then <00:04:00.099>going <00:04:00.199>to

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<00:04:00.470>starting <00:04:00.471>on <00:04:00.472>premise <00:04:00.474>and <00:04:00.476>then <00:04:00.477>going <00:04:00.478>to

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<00:04:00.480>starting <00:04:00.579>on <00:04:00.679>premise <00:04:00.780>and <00:04:00.880>then <00:04:00.980>going <00:04:01.079>to <00:04:01.179>the <00:04:01.280>cloud <00:04:01.380>and <00:04:01.480>vice <00:04:01.579>versa. <00:04:01.679>Lots <00:04:01.780>of <00:04:01.880>people

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<00:04:02.710>the <00:04:02.711>cloud <00:04:02.712>and <00:04:02.713>vice <00:04:02.715>versa. <00:04:02.716>Lots <00:04:02.717>of <00:04:02.719>people

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<00:04:02.720>the <00:04:02.820>cloud <00:04:02.920>and <00:04:03.020>vice <00:04:03.120>versa. <00:04:03.220>Lots <00:04:03.320>of <00:04:03.420>people <00:04:03.520>are <00:04:03.620>coming <00:04:03.720>back <00:04:03.820>on <00:04:03.920>premise <00:04:04.020>just <00:04:04.120>because

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<00:04:05.429>are <00:04:05.430>coming <00:04:05.432>back <00:04:05.433>on <00:04:05.435>premise <00:04:05.436>just <00:04:05.438>because

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<00:04:05.439>are <00:04:05.555>coming <00:04:05.672>back <00:04:05.789>on <00:04:05.905>premise <00:04:06.022>just <00:04:06.138>because <00:04:06.255>of <00:04:06.372>data <00:04:06.489>sovereignty <00:04:06.605>issues, <00:04:06.722>vendor <00:04:06.839>lock

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<00:04:08.630>of <00:04:08.631>data <00:04:08.633>sovereignty <00:04:08.635>issues, <00:04:08.637>vendor <00:04:08.638>lock

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<00:04:08.640>of <00:04:08.747>data <00:04:08.855>sovereignty <00:04:08.963>issues, <00:04:09.070>vendor <00:04:09.178>lock <00:04:09.286>in <00:04:09.393>costs <00:04:09.501>really <00:04:09.609>big <00:04:09.716>big <00:04:09.824>issue <00:04:09.932>all <00:04:10.040>the

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<00:04:12.309>in <00:04:12.310>costs <00:04:12.311>really <00:04:12.312>big <00:04:12.314>big <00:04:12.315>issue <00:04:12.316>all <00:04:12.317>the

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<00:04:12.319>in <00:04:12.435>costs <00:04:12.552>really <00:04:12.668>big <00:04:12.785>big <00:04:12.902>issue <00:04:13.018>all <00:04:13.135>the <00:04:13.252>time <00:04:13.369>everywhere <00:04:13.485>even <00:04:13.602>at <00:04:13.719>research

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<00:04:13.910>time <00:04:13.912>everywhere <00:04:13.914>even <00:04:13.916>at <00:04:13.918>research

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<00:04:13.920>time <00:04:14.075>everywhere <00:04:14.231>even <00:04:14.386>at <00:04:14.542>research <00:04:14.697>institutes <00:04:14.853>public <00:04:15.008>sector <00:04:15.164>especially <00:04:15.320>and

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<00:04:16.550>institutes <00:04:16.552>public <00:04:16.554>sector <00:04:16.556>especially <00:04:16.559>and

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<00:04:16.560>institutes <00:04:16.667>public <00:04:16.775>sector <00:04:16.883>especially <00:04:16.990>and <00:04:17.098>the <00:04:17.206>scarcity <00:04:17.313>of <00:04:17.421>GPUs <00:04:17.529>just <00:04:17.636>to <00:04:17.744>give <00:04:17.852>you <00:04:17.959>an

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<00:04:18.550>the <00:04:18.551>scarcity <00:04:18.552>of <00:04:18.553>GPUs <00:04:18.554>just <00:04:18.555>to <00:04:18.556>give <00:04:18.557>you <00:04:18.559>an

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<00:04:18.560>the <00:04:18.642>scarcity <00:04:18.724>of <00:04:18.807>GPUs <00:04:18.889>just <00:04:18.971>to <00:04:19.054>give <00:04:19.136>you <00:04:19.218>an <00:04:19.301>example <00:04:19.383>if <00:04:19.465>you <00:04:19.548>were <00:04:19.630>on <00:04:19.712>AWS <00:04:19.795>this <00:04:19.877>is <00:04:19.959>AWS

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<00:04:21.509>example <00:04:21.510>if <00:04:21.511>you <00:04:21.512>were <00:04:21.513>on <00:04:21.514>AWS <00:04:21.515>this <00:04:21.516>is <00:04:21.518>AWS

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<00:04:21.519>example <00:04:21.606>if <00:04:21.694>you <00:04:21.781>were <00:04:21.869>on <00:04:21.956>AWS <00:04:22.043>this <00:04:22.131>is <00:04:22.219>AWS <00:04:22.306>stage <00:04:22.394>um <00:04:22.481>but <00:04:22.569>I'll <00:04:22.656>be <00:04:22.744>nice <00:04:22.831>uh <00:04:22.919>it's

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<00:04:24.950>stage <00:04:24.951>um <00:04:24.952>but <00:04:24.953>I'll <00:04:24.955>be <00:04:24.956>nice <00:04:24.957>uh <00:04:24.959>it's

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<00:04:24.960>stage <00:04:25.053>um <00:04:25.146>but <00:04:25.239>I'll <00:04:25.333>be <00:04:25.426>nice <00:04:25.520>uh <00:04:25.613>it's <00:04:25.706>impossible <00:04:25.799>to <00:04:25.893>get <00:04:25.986>H100 <00:04:26.080>GPUs <00:04:26.173>in <00:04:26.266>the <00:04:26.359>UK

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<00:04:28.230>impossible <00:04:28.231>to <00:04:28.232>get <00:04:28.233>H100 <00:04:28.235>GPUs <00:04:28.236>in <00:04:28.237>the <00:04:28.239>UK

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<00:04:28.240>impossible <00:04:28.347>to <00:04:28.455>get <00:04:28.563>H100 <00:04:28.670>GPUs <00:04:28.778>in <00:04:28.886>the <00:04:28.993>UK <00:04:29.101>it's <00:04:29.209>just <00:04:29.316>impossible <00:04:29.424>to <00:04:29.532>get <00:04:29.640>unless

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<00:04:30.390>it's <00:04:30.391>just <00:04:30.393>impossible <00:04:30.395>to <00:04:30.397>get <00:04:30.399>unless

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<00:04:30.400>it's <00:04:30.516>just <00:04:30.633>impossible <00:04:30.750>to <00:04:30.866>get <00:04:30.983>unless <00:04:31.099>you're <00:04:31.216>a <00:04:31.333>very <00:04:31.450>big <00:04:31.566>customer <00:04:31.683>then <00:04:31.799>they

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<00:04:32.070>you're <00:04:32.071>a <00:04:32.073>very <00:04:32.074>big <00:04:32.075>customer <00:04:32.077>then <00:04:32.079>they

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<00:04:32.080>you're <00:04:32.180>a <00:04:32.280>very <00:04:32.380>big <00:04:32.479>customer <00:04:32.580>then <00:04:32.680>they <00:04:32.780>will <00:04:32.880>give <00:04:32.979>you <00:04:33.080>some. <00:04:33.180>If <00:04:33.280>you're <00:04:33.380>with <00:04:33.479>Azure

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<00:04:34.150>will <00:04:34.151>give <00:04:34.152>you <00:04:34.153>some. <00:04:34.155>If <00:04:34.156>you're <00:04:34.157>with <00:04:34.159>Azure

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<00:04:34.159>will <00:04:34.253>give <00:04:34.346>you <00:04:34.439>some. <00:04:34.533>If <00:04:34.626>you're <00:04:34.719>with <00:04:34.813>Azure <00:04:34.906>you <00:04:34.999>cannot <00:04:35.093>have <00:04:35.186>one <00:04:35.280>you <00:04:35.373>have <00:04:35.466>to <00:04:35.559>get

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<00:04:35.749>you <00:04:35.750>cannot <00:04:35.751>have <00:04:35.752>one <00:04:35.754>you <00:04:35.755>have <00:04:35.756>to <00:04:35.758>get

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<00:04:35.759>you <00:04:35.866>cannot <00:04:35.974>have <00:04:36.082>one <00:04:36.189>you <00:04:36.297>have <00:04:36.405>to <00:04:36.512>get <00:04:36.620>eight. <00:04:36.728>Why? <00:04:36.835>Because <00:04:36.943>Oracle <00:04:37.051>is <00:04:37.159>giving

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<00:04:38.390>eight. <00:04:38.391>Why? <00:04:38.393>Because <00:04:38.395>Oracle <00:04:38.397>is <00:04:38.399>giving

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<00:04:38.400>eight. <00:04:38.507>Why? <00:04:38.615>Because <00:04:38.723>Oracle <00:04:38.830>is <00:04:38.938>giving <00:04:39.046>them <00:04:39.153>GPUs <00:04:39.261>and <00:04:39.369>this <00:04:39.476>is <00:04:39.584>what <00:04:39.692>Oracle <00:04:39.799>gives

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<00:04:41.189>them <00:04:41.190>GPUs <00:04:41.191>and <00:04:41.192>this <00:04:41.194>is <00:04:41.195>what <00:04:41.196>Oracle <00:04:41.198>gives

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<00:04:41.199>them <00:04:41.306>GPUs <00:04:41.414>and <00:04:41.522>this <00:04:41.629>is <00:04:41.737>what <00:04:41.845>Oracle <00:04:41.952>gives <00:04:42.060>you. <00:04:42.168>You <00:04:42.275>have <00:04:42.383>to <00:04:42.491>take <00:04:42.599>whatever

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<00:04:43.909>you. <00:04:43.910>You <00:04:43.912>have <00:04:43.914>to <00:04:43.916>take <00:04:43.918>whatever

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<00:04:43.919>you. <00:04:44.036>You <00:04:44.153>have <00:04:44.270>to <00:04:44.387>take <00:04:44.504>whatever <00:04:44.621>stuff <00:04:44.738>that's <00:04:44.855>happening <00:04:44.972>behind <00:04:45.089>the <00:04:45.206>scenes

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<00:04:45.350>stuff <00:04:45.351>that's <00:04:45.353>happening <00:04:45.355>behind <00:04:45.357>the <00:04:45.359>scenes

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<00:04:45.360>stuff <00:04:45.481>that's <00:04:45.603>happening <00:04:45.724>behind <00:04:45.846>the <00:04:45.967>scenes <00:04:46.089>between <00:04:46.210>all <00:04:46.332>these <00:04:46.453>cloud <00:04:46.575>providers.

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<00:04:46.710>between <00:04:46.712>all <00:04:46.714>these <00:04:46.716>cloud <00:04:46.719>providers.

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<00:04:46.720>between <00:04:46.847>all <00:04:46.974>these <00:04:47.101>cloud <00:04:47.229>providers. <00:04:47.356>Nobody <00:04:47.483>knows <00:04:47.610>right. <00:04:47.738>So <00:04:47.865>GPU <00:04:47.992>scarcity <00:04:48.120>has

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<00:04:49.270>Nobody <00:04:49.271>knows <00:04:49.272>right. <00:04:49.274>So <00:04:49.275>GPU <00:04:49.277>scarcity <00:04:49.279>has

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<00:04:49.280>Nobody <00:04:49.380>knows <00:04:49.479>right. <00:04:49.580>So <00:04:49.679>GPU <00:04:49.780>scarcity <00:04:49.880>has <00:04:49.979>become <00:04:50.080>really <00:04:50.179>big <00:04:50.280>of <00:04:50.380>a <00:04:50.479>problem. <00:04:50.580>And <00:04:50.679>then

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<00:04:52.710>become <00:04:52.711>really <00:04:52.712>big <00:04:52.713>of <00:04:52.715>a <00:04:52.716>problem. <00:04:52.717>And <00:04:52.719>then

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<00:04:52.720>become <00:04:52.836>really <00:04:52.953>big <00:04:53.070>of <00:04:53.186>a <00:04:53.303>problem. <00:04:53.420>And <00:04:53.536>then <00:04:53.653>obviously <00:04:53.770>sovereignity <00:04:53.886>is <00:04:54.003>there. <00:04:54.120>What

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<00:04:54.870>obviously <00:04:54.872>sovereignity <00:04:54.874>is <00:04:54.876>there. <00:04:54.879>What

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<00:04:54.880>obviously <00:04:55.007>sovereignity <00:04:55.134>is <00:04:55.261>there. <00:04:55.389>What <00:04:55.516>does <00:04:55.643>it <00:04:55.770>really <00:04:55.898>mean? <00:04:56.025>I <00:04:56.152>keep <00:04:56.280>asking

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<00:04:56.469>does <00:04:56.470>it <00:04:56.472>really <00:04:56.473>mean? <00:04:56.474>I <00:04:56.476>keep <00:04:56.478>asking

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<00:04:56.479>does <00:04:56.595>it <00:04:56.712>really <00:04:56.829>mean? <00:04:56.945>I <00:04:57.062>keep <00:04:57.179>asking <00:04:57.295>people <00:04:57.412>do <00:04:57.529>you <00:04:57.645>actually <00:04:57.762>know <00:04:57.878>what

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<00:04:59.110>people <00:04:59.111>do <00:04:59.113>you <00:04:59.115>actually <00:04:59.117>know <00:04:59.119>what

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<00:04:59.120>people <00:04:59.320>do <00:04:59.520>you <00:04:59.720>actually <00:04:59.920>know <00:05:00.120>what <00:05:00.320>sovereignity <00:05:00.520>is?

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<00:05:01.270>sovereignity <00:05:01.279>is?

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<00:05:01.280>sovereignity <00:05:01.435>is? <00:05:01.591>If <00:05:01.746>somebody <00:05:01.902>asked <00:05:02.057>me <00:05:02.213>for <00:05:02.368>a <00:05:02.524>definition <00:05:02.679>of

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<00:05:02.950>If <00:05:02.951>somebody <00:05:02.952>asked <00:05:02.953>me <00:05:02.955>for <00:05:02.956>a <00:05:02.957>definition <00:05:02.959>of

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<00:05:02.960>If <00:05:03.067>somebody <00:05:03.175>asked <00:05:03.283>me <00:05:03.390>for <00:05:03.498>a <00:05:03.606>definition <00:05:03.713>of <00:05:03.821>sovereignty, <00:05:03.929>I <00:05:04.036>would <00:05:04.144>say <00:05:04.252>being <00:05:04.359>in

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<00:05:05.510>sovereignty, <00:05:05.511>I <00:05:05.513>would <00:05:05.515>say <00:05:05.517>being <00:05:05.519>in

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<00:05:05.520>sovereignty, <00:05:05.627>I <00:05:05.735>would <00:05:05.843>say <00:05:05.950>being <00:05:06.058>in <00:05:06.166>control <00:05:06.273>of <00:05:06.381>your <00:05:06.489>stuff <00:05:06.596>all <00:05:06.704>the <00:05:06.812>time. <00:05:06.919>You

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<00:05:09.189>control <00:05:09.190>of <00:05:09.191>your <00:05:09.192>stuff <00:05:09.194>all <00:05:09.195>the <00:05:09.196>time. <00:05:09.198>You

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<00:05:09.199>control <00:05:09.286>of <00:05:09.374>your <00:05:09.461>stuff <00:05:09.549>all <00:05:09.636>the <00:05:09.724>time. <00:05:09.811>You <00:05:09.899>have <00:05:09.986>to <00:05:10.074>be <00:05:10.161>in <00:05:10.249>control <00:05:10.336>end <00:05:10.424>to <00:05:10.511>end. <00:05:10.599>You

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<00:05:11.189>have <00:05:11.190>to <00:05:11.191>be <00:05:11.192>in <00:05:11.193>control <00:05:11.194>end <00:05:11.195>to <00:05:11.196>end. <00:05:11.198>You

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<00:05:11.199>have <00:05:11.286>to <00:05:11.374>be <00:05:11.461>in <00:05:11.549>control <00:05:11.636>end <00:05:11.724>to <00:05:11.811>end. <00:05:11.899>You <00:05:11.986>should <00:05:12.074>know <00:05:12.161>where <00:05:12.249>your <00:05:12.336>data <00:05:12.424>goes <00:05:12.511>and <00:05:12.599>how

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<00:05:14.550>should <00:05:14.551>know <00:05:14.552>where <00:05:14.553>your <00:05:14.555>data <00:05:14.556>goes <00:05:14.557>and <00:05:14.559>how

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<00:05:14.560>should <00:05:14.653>know <00:05:14.746>where <00:05:14.840>your <00:05:14.933>data <00:05:15.026>goes <00:05:15.120>and <00:05:15.213>how <00:05:15.306>you're <00:05:15.400>using <00:05:15.493>it. <00:05:15.586>And <00:05:15.680>there <00:05:15.773>are <00:05:15.866>lots <00:05:15.960>of

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<00:05:17.670>you're <00:05:17.671>using <00:05:17.672>it. <00:05:17.673>And <00:05:17.675>there <00:05:17.676>are <00:05:17.677>lots <00:05:17.679>of

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<00:05:17.680>you're <00:05:17.773>using <00:05:17.866>it. <00:05:17.960>And <00:05:18.053>there <00:05:18.146>are <00:05:18.240>lots <00:05:18.333>of <00:05:18.426>nations <00:05:18.520>that <00:05:18.613>are <00:05:18.706>now <00:05:18.800>being <00:05:18.893>part <00:05:18.986>of <00:05:19.080>the

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<00:05:20.710>nations <00:05:20.711>that <00:05:20.712>are <00:05:20.713>now <00:05:20.715>being <00:05:20.716>part <00:05:20.717>of <00:05:20.719>the

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<00:05:20.720>nations <00:05:20.820>that <00:05:20.920>are <00:05:21.020>now <00:05:21.120>being <00:05:21.220>part <00:05:21.320>of <00:05:21.420>the <00:05:21.520>sovereignty <00:05:21.620>game, <00:05:21.720>I <00:05:21.820>would <00:05:21.920>call <00:05:22.020>it. <00:05:22.120>Uh

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<00:05:24.070>sovereignty <00:05:24.071>game, <00:05:24.073>I <00:05:24.074>would <00:05:24.075>call <00:05:24.077>it. <00:05:24.079>Uh

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<00:05:24.080>sovereignty <00:05:24.187>game, <00:05:24.295>I <00:05:24.403>would <00:05:24.510>call <00:05:24.618>it. <00:05:24.726>Uh <00:05:24.833>but <00:05:24.941>then <00:05:25.049>again <00:05:25.156>when <00:05:25.264>you <00:05:25.372>go <00:05:25.479>deeper

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<00:05:27.670>but <00:05:27.671>then <00:05:27.673>again <00:05:27.674>when <00:05:27.676>you <00:05:27.677>go <00:05:27.679>deeper

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<00:05:27.680>but <00:05:27.780>then <00:05:27.880>again <00:05:27.980>when <00:05:28.080>you <00:05:28.180>go <00:05:28.280>deeper <00:05:28.380>the <00:05:28.480>underlying <00:05:28.580>reason <00:05:28.680>for <00:05:28.780>all <00:05:28.880>of <00:05:28.980>this <00:05:29.080>is

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<00:05:30.230>the <00:05:30.231>underlying <00:05:30.232>reason <00:05:30.233>for <00:05:30.235>all <00:05:30.236>of <00:05:30.237>this <00:05:30.239>is

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<00:05:30.240>the <00:05:30.333>underlying <00:05:30.426>reason <00:05:30.520>for <00:05:30.613>all <00:05:30.706>of <00:05:30.800>this <00:05:30.893>is <00:05:30.986>thanks <00:05:31.080>to <00:05:31.173>Donald <00:05:31.266>Trump <00:05:31.360>it <00:05:31.453>is <00:05:31.546>the <00:05:31.640>cloud

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<00:05:32.310>thanks <00:05:32.311>to <00:05:32.312>Donald <00:05:32.313>Trump <00:05:32.315>it <00:05:32.316>is <00:05:32.317>the <00:05:32.319>cloud

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<00:05:32.320>thanks <00:05:32.427>to <00:05:32.535>Donald <00:05:32.643>Trump <00:05:32.750>it <00:05:32.858>is <00:05:32.966>the <00:05:33.073>cloud <00:05:33.181>act <00:05:33.289>2018 <00:05:33.396>according <00:05:33.504>to <00:05:33.612>which <00:05:33.719>US

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<00:05:35.029>act <00:05:35.030>2018 <00:05:35.032>according <00:05:35.034>to <00:05:35.036>which <00:05:35.038>US

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<00:05:35.039>act <00:05:35.272>2018 <00:05:35.505>according <00:05:35.739>to <00:05:35.972>which <00:05:36.205>US <00:05:36.438>government

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government

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<00:05:36.639>government <00:05:36.919>has <00:05:37.199>access <00:05:37.479>to <00:05:37.759>your <00:05:38.039>data

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<00:05:39.990>has <00:05:39.992>access <00:05:39.994>to <00:05:39.996>your <00:05:39.999>data

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<00:05:40.000>has <00:05:40.155>access <00:05:40.311>to <00:05:40.466>your <00:05:40.622>data <00:05:40.777>for <00:05:40.933>whatever <00:05:41.088>reasons <00:05:41.244>national <00:05:41.400>security

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<00:05:41.909>for <00:05:41.911>whatever <00:05:41.913>reasons <00:05:41.915>national <00:05:41.918>security

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<00:05:41.919>for <00:05:42.119>whatever <00:05:42.318>reasons <00:05:42.519>national <00:05:42.719>security <00:05:42.919>reasons <00:05:43.119>for <00:05:43.318>example

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<00:05:44.469>reasons <00:05:44.473>for <00:05:44.478>example

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<00:05:44.479>reasons <00:05:44.619>for <00:05:44.758>example <00:05:44.899>anywhere <00:05:45.039>even <00:05:45.179>if <00:05:45.318>it's <00:05:45.459>in <00:05:45.599>the <00:05:45.739>UK <00:05:45.878>or

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<00:05:46.710>anywhere <00:05:46.711>even <00:05:46.712>if <00:05:46.713>it's <00:05:46.715>in <00:05:46.716>the <00:05:46.717>UK <00:05:46.719>or

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<00:05:46.720>anywhere <00:05:46.827>even <00:05:46.935>if <00:05:47.043>it's <00:05:47.150>in <00:05:47.258>the <00:05:47.366>UK <00:05:47.473>or <00:05:47.581>Europe <00:05:47.689>if <00:05:47.796>it's <00:05:47.904>hosted <00:05:48.012>anywhere <00:05:48.120>outside

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<00:05:50.310>Europe <00:05:50.311>if <00:05:50.313>it's <00:05:50.315>hosted <00:05:50.317>anywhere <00:05:50.319>outside

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<00:05:50.320>Europe <00:05:50.420>if <00:05:50.520>it's <00:05:50.620>hosted <00:05:50.719>anywhere <00:05:50.820>outside <00:05:50.920>uh <00:05:51.020>US <00:05:51.120>they <00:05:51.219>can <00:05:51.320>still <00:05:51.420>get <00:05:51.520>access <00:05:51.620>to <00:05:51.719>it

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<00:05:53.029>uh <00:05:53.030>US <00:05:53.031>they <00:05:53.032>can <00:05:53.033>still <00:05:53.034>get <00:05:53.035>access <00:05:53.036>to <00:05:53.038>it

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<00:05:53.039>uh <00:05:53.126>US <00:05:53.214>they <00:05:53.301>can <00:05:53.389>still <00:05:53.476>get <00:05:53.563>access <00:05:53.651>to <00:05:53.739>it <00:05:53.826>and <00:05:53.914>That's <00:05:54.001>a <00:05:54.089>very <00:05:54.176>big <00:05:54.264>problem <00:05:54.351>and <00:05:54.438>that's

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<00:05:55.350>and <00:05:55.351>That's <00:05:55.352>a <00:05:55.353>very <00:05:55.355>big <00:05:55.356>problem <00:05:55.357>and <00:05:55.359>that's

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<00:05:55.360>and <00:05:55.447>That's <00:05:55.535>a <00:05:55.622>very <00:05:55.710>big <00:05:55.797>problem <00:05:55.885>and <00:05:55.972>that's <00:05:56.060>why <00:05:56.147>you <00:05:56.235>see <00:05:56.322>a <00:05:56.410>lot <00:05:56.497>of <00:05:56.585>uh <00:05:56.672>cloud <00:05:56.760>providers

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<00:05:58.310>why <00:05:58.311>you <00:05:58.312>see <00:05:58.313>a <00:05:58.314>lot <00:05:58.315>of <00:05:58.316>uh <00:05:58.317>cloud <00:05:58.319>providers

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<00:05:58.320>why <00:05:58.427>you <00:05:58.535>see <00:05:58.643>a <00:05:58.750>lot <00:05:58.858>of <00:05:58.966>uh <00:05:59.073>cloud <00:05:59.181>providers <00:05:59.289>popping <00:05:59.396>up, <00:05:59.504>neocloud <00:05:59.612>providers <00:05:59.719>taking

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<00:06:00.790>popping <00:06:00.792>up, <00:06:00.794>neocloud <00:06:00.796>providers <00:06:00.799>taking

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<00:06:00.800>popping <00:06:00.940>up, <00:06:01.080>neocloud <00:06:01.220>providers <00:06:01.360>taking <00:06:01.500>those <00:06:01.640>initiatives <00:06:01.780>in <00:06:01.920>Europe <00:06:02.060>and <00:06:02.200>across

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<00:06:02.710>those <00:06:02.711>initiatives <00:06:02.713>in <00:06:02.715>Europe <00:06:02.717>and <00:06:02.719>across

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<00:06:02.720>those <00:06:02.920>initiatives <00:06:03.120>in <00:06:03.320>Europe <00:06:03.520>and <00:06:03.720>across <00:06:03.920>the <00:06:04.120>world.

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<00:06:05.749>the <00:06:05.758>world.

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<00:06:05.759>the <00:06:05.899>world. <00:06:06.039>In <00:06:06.179>other <00:06:06.319>quote, <00:06:06.459>um <00:06:06.599>this <00:06:06.739>is <00:06:06.879>one <00:06:07.019>of <00:06:07.159>my

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<00:06:08.710>In <00:06:08.711>other <00:06:08.712>quote, <00:06:08.713>um <00:06:08.714>this <00:06:08.715>is <00:06:08.716>one <00:06:08.717>of <00:06:08.719>my

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<00:06:08.720>In <00:06:08.875>other <00:06:09.031>quote, <00:06:09.186>um <00:06:09.342>this <00:06:09.497>is <00:06:09.653>one <00:06:09.808>of <00:06:09.964>my <00:06:10.120>favorites.

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favorites.

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<00:06:11.120>favorites. <00:06:11.320>Curiosity <00:06:11.520>has <00:06:11.720>its <00:06:11.920>own <00:06:12.120>reason <00:06:12.320>for <00:06:12.520>his

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<00:06:13.029>Curiosity <00:06:13.030>has <00:06:13.032>its <00:06:13.033>own <00:06:13.034>reason <00:06:13.036>for <00:06:13.038>his

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<00:06:13.039>Curiosity <00:06:13.146>has <00:06:13.254>its <00:06:13.362>own <00:06:13.469>reason <00:06:13.577>for <00:06:13.685>his <00:06:13.792>existing <00:06:13.900>and <00:06:14.008>you <00:06:14.115>got <00:06:14.223>to <00:06:14.331>keep <00:06:14.438>asking

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<00:06:14.870>existing <00:06:14.871>and <00:06:14.873>you <00:06:14.874>got <00:06:14.876>to <00:06:14.877>keep <00:06:14.879>asking

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<00:06:14.880>existing <00:06:14.987>and <00:06:15.095>you <00:06:15.203>got <00:06:15.310>to <00:06:15.418>keep <00:06:15.526>asking <00:06:15.633>questions. <00:06:15.741>I <00:06:15.849>put <00:06:15.956>this <00:06:16.064>up <00:06:16.172>here <00:06:16.280>because

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<00:06:17.830>questions. <00:06:17.831>I <00:06:17.832>put <00:06:17.834>this <00:06:17.835>up <00:06:17.837>here <00:06:17.839>because

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<00:06:17.840>questions. <00:06:17.967>I <00:06:18.094>put <00:06:18.221>this <00:06:18.349>up <00:06:18.476>here <00:06:18.603>because <00:06:18.730>I <00:06:18.858>realize <00:06:18.985>people <00:06:19.112>are <00:06:19.239>struggling

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<00:06:21.029>I <00:06:21.031>realize <00:06:21.033>people <00:06:21.035>are <00:06:21.038>struggling

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<00:06:21.039>I <00:06:21.179>realize <00:06:21.318>people <00:06:21.459>are <00:06:21.599>struggling <00:06:21.739>especially <00:06:21.878>researchers <00:06:22.019>when <00:06:22.159>they <00:06:22.299>are <00:06:22.438>not

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<00:06:22.710>especially <00:06:22.711>researchers <00:06:22.713>when <00:06:22.715>they <00:06:22.717>are <00:06:22.719>not

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<00:06:22.720>especially <00:06:22.860>researchers <00:06:23.000>when <00:06:23.140>they <00:06:23.280>are <00:06:23.420>not <00:06:23.560>asking <00:06:23.700>questions. <00:06:23.840>I <00:06:23.980>really <00:06:24.120>encourage

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<00:06:24.950>asking <00:06:24.952>questions. <00:06:24.954>I <00:06:24.956>really <00:06:24.959>encourage

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<00:06:24.960>asking <00:06:25.087>questions. <00:06:25.214>I <00:06:25.341>really <00:06:25.469>encourage <00:06:25.596>people <00:06:25.723>to <00:06:25.850>ask <00:06:25.978>questions. <00:06:26.105>Uh <00:06:26.232>maybe <00:06:26.359>not

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<00:06:28.309>people <00:06:28.310>to <00:06:28.312>ask <00:06:28.313>questions. <00:06:28.315>Uh <00:06:28.316>maybe <00:06:28.318>not

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<00:06:28.319>people <00:06:28.400>to <00:06:28.481>ask <00:06:28.562>questions. <00:06:28.643>Uh <00:06:28.724>maybe <00:06:28.805>not <00:06:28.886>for <00:06:28.967>this <00:06:29.048>talk. <00:06:29.129>Uh <00:06:29.210>we <00:06:29.291>can <00:06:29.372>we <00:06:29.453>can <00:06:29.534>talk

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<00:06:29.670>for <00:06:29.671>this <00:06:29.672>talk. <00:06:29.673>Uh <00:06:29.674>we <00:06:29.675>can <00:06:29.676>we <00:06:29.677>can <00:06:29.679>talk

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<00:06:29.680>for <00:06:29.820>this <00:06:29.960>talk. <00:06:30.100>Uh <00:06:30.240>we <00:06:30.380>can <00:06:30.520>we <00:06:30.660>can <00:06:30.800>talk <00:06:30.940>later. <00:06:31.080>But

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<00:06:32.070>later. <00:06:32.079>But

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<00:06:32.080>later. <00:06:32.255>But <00:06:32.430>if <00:06:32.604>you're <00:06:32.780>trying <00:06:32.955>to <00:06:33.130>solve <00:06:33.305>the <00:06:33.479>world's

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<00:06:33.670>if <00:06:33.671>you're <00:06:33.673>trying <00:06:33.674>to <00:06:33.676>solve <00:06:33.677>the <00:06:33.679>world's

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<00:06:33.680>if <00:06:33.779>you're <00:06:33.878>trying <00:06:33.977>to <00:06:34.076>solve <00:06:34.175>the <00:06:34.274>world's <00:06:34.373>biggest <00:06:34.472>problem, <00:06:34.571>you <00:06:34.670>have <00:06:34.769>to <00:06:34.868>get <00:06:34.967>right

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<00:06:35.110>biggest <00:06:35.111>problem, <00:06:35.113>you <00:06:35.114>have <00:06:35.116>to <00:06:35.117>get <00:06:35.119>right

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<00:06:35.120>biggest <00:06:35.236>problem, <00:06:35.353>you <00:06:35.470>have <00:06:35.586>to <00:06:35.703>get <00:06:35.820>right <00:06:35.936>into <00:06:36.053>the <00:06:36.170>nitty-gritty <00:06:36.286>details <00:06:36.403>of <00:06:36.520>how

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<00:06:38.308>into <00:06:38.310>the <00:06:38.312>nitty-gritty <00:06:38.314>details <00:06:38.316>of <00:06:38.318>how

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<00:06:38.319>into <00:06:38.446>the <00:06:38.573>nitty-gritty <00:06:38.700>details <00:06:38.828>of <00:06:38.955>how <00:06:39.082>things <00:06:39.209>are. <00:06:39.337>So <00:06:39.464>keep <00:06:39.591>keep <00:06:39.719>asking

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<00:06:41.430>things <00:06:41.431>are. <00:06:41.433>So <00:06:41.435>keep <00:06:41.437>keep <00:06:41.439>asking

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<00:06:41.440>things <00:06:41.567>are. <00:06:41.694>So <00:06:41.821>keep <00:06:41.949>keep <00:06:42.076>asking <00:06:42.203>questions. <00:06:42.330>There's <00:06:42.458>no <00:06:42.585>right <00:06:42.712>or <00:06:42.840>wrong

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<00:06:43.189>questions. <00:06:43.190>There's <00:06:43.192>no <00:06:43.194>right <00:06:43.196>or <00:06:43.198>wrong

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<00:06:43.199>questions. <00:06:43.339>There's <00:06:43.479>no <00:06:43.619>right <00:06:43.759>or <00:06:43.899>wrong <00:06:44.039>answers <00:06:44.179>if <00:06:44.319>you're <00:06:44.459>a <00:06:44.599>researcher.

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<00:06:45.909>answers <00:06:45.911>if <00:06:45.913>you're <00:06:45.915>a <00:06:45.918>researcher.

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<00:06:45.919>answers <00:06:46.019>if <00:06:46.119>you're <00:06:46.219>a <00:06:46.318>researcher. <00:06:46.419>Uh <00:06:46.519>that <00:06:46.619>moves <00:06:46.719>me <00:06:46.818>on <00:06:46.919>to <00:06:47.019>the <00:06:47.119>fun <00:06:47.219>fact. <00:06:47.318>Um

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<00:06:50.070>Uh <00:06:50.070>that <00:06:50.072>moves <00:06:50.073>me <00:06:50.074>on <00:06:50.075>to <00:06:50.075>the <00:06:50.077>fun <00:06:50.078>fact. <00:06:50.079>Um

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<00:06:50.080>Uh <00:06:50.173>that <00:06:50.266>moves <00:06:50.359>me <00:06:50.453>on <00:06:50.546>to <00:06:50.640>the <00:06:50.733>fun <00:06:50.826>fact. <00:06:50.919>Um <00:06:51.013>pencilin <00:06:51.106>was <00:06:51.200>discovered <00:06:51.293>in <00:06:51.386>by <00:06:51.479>Imperial

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<00:06:53.670>pencilin <00:06:53.671>was <00:06:53.673>discovered <00:06:53.675>in <00:06:53.677>by <00:06:53.679>Imperial

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<00:06:53.680>pencilin <00:06:53.807>was <00:06:53.934>discovered <00:06:54.061>in <00:06:54.189>by <00:06:54.316>Imperial <00:06:54.443>College <00:06:54.570>London <00:06:54.698>by <00:06:54.825>by <00:06:54.952>Alexander <00:06:55.080>Fleming,

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<00:06:56.150>College <00:06:56.151>London <00:06:56.153>by <00:06:56.155>by <00:06:56.157>Alexander <00:06:56.159>Fleming,

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<00:06:56.159>College <00:06:56.287>London <00:06:56.414>by <00:06:56.541>by <00:06:56.669>Alexander <00:06:56.796>Fleming, <00:06:56.923>an <00:06:57.050>amazing <00:06:57.178>Scottish <00:06:57.305>uh <00:06:57.432>scientist <00:06:57.559>and

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<00:06:59.270>an <00:06:59.271>amazing <00:06:59.273>Scottish <00:06:59.275>uh <00:06:59.277>scientist <00:06:59.279>and

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<00:06:59.280>an <00:06:59.380>amazing <00:06:59.479>Scottish <00:06:59.580>uh <00:06:59.679>scientist <00:06:59.780>and <00:06:59.880>that <00:06:59.979>was <00:07:00.080>all <00:07:00.179>done <00:07:00.280>uh <00:07:00.380>by <00:07:00.479>an <00:07:00.580>accident. <00:07:00.679>So

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<00:07:02.469>that <00:07:02.470>was <00:07:02.471>all <00:07:02.472>done <00:07:02.473>uh <00:07:02.474>by <00:07:02.475>an <00:07:02.476>accident. <00:07:02.478>So

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<00:07:02.479>that <00:07:02.619>was <00:07:02.758>all <00:07:02.899>done <00:07:03.039>uh <00:07:03.179>by <00:07:03.318>an <00:07:03.459>accident. <00:07:03.599>So <00:07:03.739>pensilium <00:07:03.878>notetum

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<00:07:05.270>pensilium <00:07:05.279>notetum

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<00:07:05.280>pensilium <00:07:05.455>notetum <00:07:05.630>mold <00:07:05.804>was <00:07:05.979>uh <00:07:06.155>discovered <00:07:06.330>just <00:07:06.505>by <00:07:06.679>accident

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<00:07:09.350>mold <00:07:09.351>was <00:07:09.353>uh <00:07:09.354>discovered <00:07:09.356>just <00:07:09.357>by <00:07:09.359>accident

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<00:07:09.360>mold <00:07:09.467>was <00:07:09.575>uh <00:07:09.683>discovered <00:07:09.790>just <00:07:09.898>by <00:07:10.006>accident <00:07:10.113>and <00:07:10.221>things <00:07:10.329>like <00:07:10.436>these <00:07:10.544>you <00:07:10.652>can <00:07:10.760>easily

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<00:07:12.629>and <00:07:12.630>things <00:07:12.632>like <00:07:12.633>these <00:07:12.635>you <00:07:12.636>can <00:07:12.638>easily

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<00:07:12.639>and <00:07:12.746>things <00:07:12.854>like <00:07:12.962>these <00:07:13.069>you <00:07:13.177>can <00:07:13.285>easily <00:07:13.392>miss <00:07:13.500>and <00:07:13.608>forget <00:07:13.715>when <00:07:13.823>you're <00:07:13.931>a <00:07:14.039>researcher

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<00:07:15.029>miss <00:07:15.030>and <00:07:15.032>forget <00:07:15.033>when <00:07:15.034>you're <00:07:15.036>a <00:07:15.038>researcher

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<00:07:15.039>miss <00:07:15.155>and <00:07:15.272>forget <00:07:15.389>when <00:07:15.505>you're <00:07:15.622>a <00:07:15.739>researcher <00:07:15.855>because <00:07:15.972>your <00:07:16.089>focus <00:07:16.205>is <00:07:16.322>something <00:07:16.438>else.

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<00:07:17.189>because <00:07:17.190>your <00:07:17.192>focus <00:07:17.194>is <00:07:17.196>something <00:07:17.198>else.

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<00:07:17.199>because <00:07:17.306>your <00:07:17.414>focus <00:07:17.522>is <00:07:17.629>something <00:07:17.737>else. <00:07:17.845>Obviously <00:07:17.952>having <00:07:18.060>a <00:07:18.168>a <00:07:18.275>mindset <00:07:18.383>to <00:07:18.491>find <00:07:18.599>the

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<00:07:21.830>Obviously <00:07:21.831>having <00:07:21.832>a <00:07:21.833>a <00:07:21.835>mindset <00:07:21.836>to <00:07:21.837>find <00:07:21.839>the

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<00:07:21.840>Obviously <00:07:21.933>having <00:07:22.026>a <00:07:22.119>a <00:07:22.213>mindset <00:07:22.306>to <00:07:22.400>find <00:07:22.493>the <00:07:22.586>answers <00:07:22.679>to <00:07:22.773>lots <00:07:22.866>of <00:07:22.960>big <00:07:23.053>problems <00:07:23.146>start <00:07:23.239>by

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<00:07:25.589>answers <00:07:25.590>to <00:07:25.591>lots <00:07:25.592>of <00:07:25.594>big <00:07:25.595>problems <00:07:25.596>start <00:07:25.598>by

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<00:07:25.599>answers <00:07:25.699>to <00:07:25.799>lots <00:07:25.899>of <00:07:25.998>big <00:07:26.099>problems <00:07:26.199>start <00:07:26.299>by <00:07:26.399>asking <00:07:26.498>the <00:07:26.599>questions <00:07:26.699>right <00:07:26.799>and <00:07:26.899>I've <00:07:26.998>put

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<00:07:28.309>asking <00:07:28.310>the <00:07:28.312>questions <00:07:28.313>right <00:07:28.315>and <00:07:28.316>I've <00:07:28.318>put

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<00:07:28.319>asking <00:07:28.435>the <00:07:28.552>questions <00:07:28.669>right <00:07:28.785>and <00:07:28.902>I've <00:07:29.019>put <00:07:29.135>Imperial <00:07:29.252>College <00:07:29.369>London <00:07:29.485>there <00:07:29.602>because <00:07:29.719>uh

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<00:07:29.990>Imperial <00:07:29.991>College <00:07:29.993>London <00:07:29.995>there <00:07:29.997>because <00:07:29.999>uh

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<00:07:30.000>Imperial <00:07:30.116>College <00:07:30.233>London <00:07:30.350>there <00:07:30.466>because <00:07:30.583>uh <00:07:30.700>we <00:07:30.816>are <00:07:30.933>proudly <00:07:31.050>working <00:07:31.166>with <00:07:31.283>Imperial <00:07:31.400>for

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<00:07:31.749>we <00:07:31.750>are <00:07:31.752>proudly <00:07:31.753>working <00:07:31.755>with <00:07:31.756>Imperial <00:07:31.758>for

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<00:07:31.759>we <00:07:31.856>are <00:07:31.953>proudly <00:07:32.050>working <00:07:32.147>with <00:07:32.244>Imperial <00:07:32.341>for <00:07:32.438>a <00:07:32.536>very <00:07:32.633>long <00:07:32.730>time <00:07:32.827>telling <00:07:32.924>you <00:07:33.021>a <00:07:33.118>little

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<00:07:33.270>a <00:07:33.271>very <00:07:33.272>long <00:07:33.273>time <00:07:33.275>telling <00:07:33.276>you <00:07:33.277>a <00:07:33.279>little

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<00:07:33.280>a <00:07:33.387>very <00:07:33.495>long <00:07:33.603>time <00:07:33.710>telling <00:07:33.818>you <00:07:33.926>a <00:07:34.033>little <00:07:34.141>bit <00:07:34.249>about <00:07:34.356>Imperial. <00:07:34.464>uh <00:07:34.572>they're <00:07:34.679>ranked

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<00:07:35.189>bit <00:07:35.190>about <00:07:35.192>Imperial. <00:07:35.194>uh <00:07:35.196>they're <00:07:35.198>ranked

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<00:07:35.199>bit <00:07:35.315>about <00:07:35.432>Imperial. <00:07:35.549>uh <00:07:35.665>they're <00:07:35.782>ranked <00:07:35.899>number <00:07:36.015>one <00:07:36.132>in <00:07:36.249>Europe <00:07:36.365>and <00:07:36.482>around <00:07:36.599>number

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<00:07:37.350>number <00:07:37.351>one <00:07:37.353>in <00:07:37.354>Europe <00:07:37.356>and <00:07:37.357>around <00:07:37.359>number

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<00:07:37.360>number <00:07:37.453>one <00:07:37.546>in <00:07:37.640>Europe <00:07:37.733>and <00:07:37.827>around <00:07:37.920>number <00:07:38.014>two <00:07:38.107>in <00:07:38.201>world <00:07:38.294>especially <00:07:38.388>in <00:07:38.481>the <00:07:38.575>life

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<00:07:38.710>two <00:07:38.711>in <00:07:38.712>world <00:07:38.714>especially <00:07:38.716>in <00:07:38.717>the <00:07:38.719>life

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<00:07:38.720>two <00:07:38.827>in <00:07:38.935>world <00:07:39.043>especially <00:07:39.150>in <00:07:39.258>the <00:07:39.366>life <00:07:39.473>sciences <00:07:39.581>and <00:07:39.689>they <00:07:39.796>have <00:07:39.904>about <00:07:40.012>you <00:07:40.120>know

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<00:07:40.870>sciences <00:07:40.871>and <00:07:40.873>they <00:07:40.874>have <00:07:40.876>about <00:07:40.877>you <00:07:40.879>know

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<00:07:40.880>sciences <00:07:41.007>and <00:07:41.134>they <00:07:41.261>have <00:07:41.389>about <00:07:41.516>you <00:07:41.643>know <00:07:41.770>8,000 <00:07:41.898>researchers <00:07:42.025>and <00:07:42.152>staff <00:07:42.280>working

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<00:07:43.270>8,000 <00:07:43.272>researchers <00:07:43.274>and <00:07:43.276>staff <00:07:43.279>working

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<00:07:43.280>8,000 <00:07:43.407>researchers <00:07:43.534>and <00:07:43.661>staff <00:07:43.789>working <00:07:43.916>extremely <00:07:44.043>close <00:07:44.170>with <00:07:44.298>NHS <00:07:44.425>and <00:07:44.552>uh <00:07:44.679>some

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<00:07:46.790>extremely <00:07:46.791>close <00:07:46.793>with <00:07:46.794>NHS <00:07:46.796>and <00:07:46.797>uh <00:07:46.799>some

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<00:07:46.800>extremely <00:07:46.927>close <00:07:47.054>with <00:07:47.181>NHS <00:07:47.309>and <00:07:47.436>uh <00:07:47.563>some <00:07:47.690>amazing <00:07:47.818>institutes <00:07:47.945>across <00:07:48.072>the <00:07:48.200>world

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<00:07:49.909>amazing <00:07:49.911>institutes <00:07:49.913>across <00:07:49.915>the <00:07:49.918>world

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<00:07:49.919>amazing <00:07:50.026>institutes <00:07:50.134>across <00:07:50.242>the <00:07:50.349>world <00:07:50.457>and <00:07:50.565>we <00:07:50.672>are <00:07:50.780>proud <00:07:50.888>to <00:07:50.995>be <00:07:51.103>part <00:07:51.211>of <00:07:51.318>that

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<00:07:52.390>and <00:07:52.391>we <00:07:52.392>are <00:07:52.393>proud <00:07:52.394>to <00:07:52.395>be <00:07:52.396>part <00:07:52.397>of <00:07:52.399>that

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<00:07:52.400>and <00:07:52.493>we <00:07:52.586>are <00:07:52.679>proud <00:07:52.773>to <00:07:52.866>be <00:07:52.960>part <00:07:53.053>of <00:07:53.146>that <00:07:53.239>ecosystem <00:07:53.333>helping <00:07:53.426>them <00:07:53.520>with <00:07:53.613>their <00:07:53.706>uh <00:07:53.799>HPC

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<00:07:56.308>ecosystem <00:07:56.310>helping <00:07:56.312>them <00:07:56.313>with <00:07:56.315>their <00:07:56.316>uh <00:07:56.318>HPC

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<00:07:56.319>ecosystem <00:07:56.494>helping <00:07:56.669>them <00:07:56.844>with <00:07:57.019>their <00:07:57.194>uh <00:07:57.369>HPC <00:07:57.544>uh <00:07:57.719>initiatives

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<00:07:58.308>uh <00:07:58.318>initiatives

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<00:07:58.319>uh <00:07:58.474>initiatives <00:07:58.630>uh <00:07:58.785>the <00:07:58.941>life <00:07:59.096>sciences <00:07:59.252>team <00:07:59.407>that <00:07:59.563>we <00:07:59.719>work

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<00:07:59.990>uh <00:07:59.991>the <00:07:59.992>life <00:07:59.993>sciences <00:07:59.995>team <00:07:59.996>that <00:07:59.997>we <00:07:59.999>work

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<00:08:00.000>uh <00:08:00.116>the <00:08:00.233>life <00:08:00.350>sciences <00:08:00.466>team <00:08:00.583>that <00:08:00.700>we <00:08:00.816>work <00:08:00.933>with <00:08:01.050>especially <00:08:01.166>uh <00:08:01.283>with <00:08:01.400>the

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<00:08:02.710>with <00:08:02.712>especially <00:08:02.714>uh <00:08:02.716>with <00:08:02.719>the

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<00:08:02.720>with <00:08:02.977>especially <00:08:03.234>uh <00:08:03.492>with <00:08:03.749>the <00:08:04.007>neurogenerative

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neurogenerative

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<00:08:04.160>neurogenerative <00:08:04.360>diseases. <00:08:04.560>We <00:08:04.760>have <00:08:04.960>Alzheimer's <00:08:05.160>a <00:08:05.360>big <00:08:05.560>team

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<00:08:06.550>diseases. <00:08:06.551>We <00:08:06.553>have <00:08:06.554>Alzheimer's <00:08:06.556>a <00:08:06.557>big <00:08:06.559>team

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<00:08:06.560>diseases. <00:08:06.667>We <00:08:06.775>have <00:08:06.883>Alzheimer's <00:08:06.990>a <00:08:07.098>big <00:08:07.206>team <00:08:07.313>working <00:08:07.421>on <00:08:07.529>dementia <00:08:07.636>trying <00:08:07.744>to <00:08:07.852>find <00:08:07.960>ways

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<00:08:09.350>working <00:08:09.351>on <00:08:09.353>dementia <00:08:09.354>trying <00:08:09.356>to <00:08:09.357>find <00:08:09.359>ways

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<00:08:09.360>working <00:08:09.460>on <00:08:09.560>dementia <00:08:09.660>trying <00:08:09.760>to <00:08:09.860>find <00:08:09.960>ways <00:08:10.060>not <00:08:10.160>just <00:08:10.260>uh <00:08:10.360>how <00:08:10.460>what <00:08:10.560>happens <00:08:10.660>in <00:08:10.760>the

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<00:08:11.029>not <00:08:11.030>just <00:08:11.031>uh <00:08:11.032>how <00:08:11.034>what <00:08:11.035>happens <00:08:11.036>in <00:08:11.038>the

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<00:08:11.039>not <00:08:11.139>just <00:08:11.239>uh <00:08:11.339>how <00:08:11.438>what <00:08:11.539>happens <00:08:11.639>in <00:08:11.739>the <00:08:11.839>brain <00:08:11.938>how <00:08:12.039>is <00:08:12.139>how <00:08:12.239>[clears <00:08:12.339>throat] <00:08:12.438>is

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<00:08:13.189>brain <00:08:13.190>how <00:08:13.192>is <00:08:13.193>how <00:08:13.195>[clears <00:08:13.196>throat] <00:08:13.198>is

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<00:08:13.199>brain <00:08:13.326>how <00:08:13.453>is <00:08:13.580>how <00:08:13.708>[clears <00:08:13.835>throat] <00:08:13.962>is <00:08:14.089>degenerating <00:08:14.217>but <00:08:14.344>also <00:08:14.471>the <00:08:14.599>activi

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<00:08:16.710>degenerating <00:08:16.712>but <00:08:16.714>also <00:08:16.716>the <00:08:16.719>activi

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<00:08:16.720>degenerating <00:08:16.860>but <00:08:17.000>also <00:08:17.140>the <00:08:17.280>activi <00:08:17.420>activity <00:08:17.560>of <00:08:17.700>elderly <00:08:17.840>people <00:08:17.980>living <00:08:18.120>alone

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<00:08:19.990>activity <00:08:19.991>of <00:08:19.993>elderly <00:08:19.995>people <00:08:19.997>living <00:08:19.999>alone

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<00:08:20.000>activity <00:08:20.116>of <00:08:20.233>elderly <00:08:20.350>people <00:08:20.466>living <00:08:20.583>alone <00:08:20.700>uh <00:08:20.816>then <00:08:20.933>you <00:08:21.050>have <00:08:21.166>Parkinson's <00:08:21.283>again <00:08:21.400>a

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<00:08:21.909>uh <00:08:21.910>then <00:08:21.912>you <00:08:21.913>have <00:08:21.914>Parkinson's <00:08:21.916>again <00:08:21.918>a

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<00:08:21.919>uh <00:08:22.026>then <00:08:22.134>you <00:08:22.242>have <00:08:22.349>Parkinson's <00:08:22.457>again <00:08:22.565>a <00:08:22.672>very <00:08:22.780>big <00:08:22.888>problem <00:08:22.995>it's <00:08:23.103>is <00:08:23.211>being <00:08:23.318>prevalent

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<00:08:23.990>very <00:08:23.991>big <00:08:23.993>problem <00:08:23.994>it's <00:08:23.996>is <00:08:23.997>being <00:08:23.999>prevalent

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<00:08:24.000>very <00:08:24.087>big <00:08:24.175>problem <00:08:24.262>it's <00:08:24.350>is <00:08:24.437>being <00:08:24.525>prevalent <00:08:24.612>for <00:08:24.700>double <00:08:24.787>by <00:08:24.875>the <00:08:24.962>by <00:08:25.050>by <00:08:25.137>in <00:08:25.225>the <00:08:25.312>past <00:08:25.400>25

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<00:08:26.710>for <00:08:26.711>double <00:08:26.712>by <00:08:26.712>the <00:08:26.714>by <00:08:26.715>by <00:08:26.716>in <00:08:26.717>the <00:08:26.718>past <00:08:26.719>25

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<00:08:26.720>for <00:08:26.807>double <00:08:26.895>by <00:08:26.982>the <00:08:27.070>by <00:08:27.157>by <00:08:27.245>in <00:08:27.332>the <00:08:27.420>past <00:08:27.507>25 <00:08:27.595>years <00:08:27.682>and <00:08:27.770>over <00:08:27.857>about <00:08:27.945>9 <00:08:28.032>million <00:08:28.120>people

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<00:08:29.029>years <00:08:29.030>and <00:08:29.032>over <00:08:29.033>about <00:08:29.034>9 <00:08:29.036>million <00:08:29.038>people

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<00:08:29.039>years <00:08:29.139>and <00:08:29.239>over <00:08:29.339>about <00:08:29.438>9 <00:08:29.539>million <00:08:29.639>people <00:08:29.739>estimated <00:08:29.839>to <00:08:29.938>be <00:08:30.039>living <00:08:30.139>uh <00:08:30.239>in <00:08:30.339>2019 <00:08:30.438>so

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<00:08:32.309>estimated <00:08:32.311>to <00:08:32.312>be <00:08:32.313>living <00:08:32.315>uh <00:08:32.316>in <00:08:32.317>2019 <00:08:32.319>so

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<00:08:32.320>estimated <00:08:32.407>to <00:08:32.495>be <00:08:32.582>living <00:08:32.670>uh <00:08:32.757>in <00:08:32.845>2019 <00:08:32.932>so <00:08:33.020>this <00:08:33.107>is <00:08:33.195>an <00:08:33.282>old <00:08:33.370>stat <00:08:33.457>you <00:08:33.545>can <00:08:33.632>imagine <00:08:33.720>it's

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<00:08:33.990>this <00:08:33.991>is <00:08:33.992>an <00:08:33.993>old <00:08:33.994>stat <00:08:33.995>you <00:08:33.996>can <00:08:33.997>imagine <00:08:33.999>it's

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<00:08:34.000>this <00:08:34.087>is <00:08:34.174>an <00:08:34.262>old <00:08:34.350>stat <00:08:34.437>you <00:08:34.525>can <00:08:34.612>imagine <00:08:34.700>it's <00:08:34.787>it's <00:08:34.875>above <00:08:34.962>10 <00:08:35.049>million <00:08:35.137>by <00:08:35.225>now. <00:08:35.312>Uh <00:08:35.400>again,

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<00:08:37.190>it's <00:08:37.191>above <00:08:37.192>10 <00:08:37.193>million <00:08:37.195>by <00:08:37.196>now. <00:08:37.197>Uh <00:08:37.199>again,

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<00:08:37.200>it's <00:08:37.293>above <00:08:37.386>10 <00:08:37.480>million <00:08:37.573>by <00:08:37.666>now. <00:08:37.760>Uh <00:08:37.853>again, <00:08:37.946>an <00:08:38.040>extremely <00:08:38.133>uh <00:08:38.226>big <00:08:38.320>problem <00:08:38.413>uh <00:08:38.506>our <00:08:38.600>team

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<00:08:40.309>an <00:08:40.311>extremely <00:08:40.312>uh <00:08:40.313>big <00:08:40.315>problem <00:08:40.316>uh <00:08:40.317>our <00:08:40.319>team

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<00:08:40.320>an <00:08:40.420>extremely <00:08:40.520>uh <00:08:40.620>big <00:08:40.720>problem <00:08:40.820>uh <00:08:40.920>our <00:08:41.020>team <00:08:41.120>there <00:08:41.220>are <00:08:41.320>working <00:08:41.420>on <00:08:41.520>and <00:08:41.620>then <00:08:41.720>general

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<00:08:42.789>there <00:08:42.791>are <00:08:42.793>working <00:08:42.794>on <00:08:42.795>and <00:08:42.797>then <00:08:42.799>general

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<00:08:42.799>there <00:08:42.900>are <00:08:43.000>working <00:08:43.099>on <00:08:43.199>and <00:08:43.299>then <00:08:43.400>general <00:08:43.500>aging. <00:08:43.599>Uh <00:08:43.699>it's <00:08:43.799>it's <00:08:43.900>cute <00:08:44.000>to <00:08:44.099>see <00:08:44.199>the

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<00:08:44.710>aging. <00:08:44.711>Uh <00:08:44.712>it's <00:08:44.713>it's <00:08:44.715>cute <00:08:44.716>to <00:08:44.717>see <00:08:44.719>the

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<00:08:44.720>aging. <00:08:44.820>Uh <00:08:44.920>it's <00:08:45.020>it's <00:08:45.120>cute <00:08:45.220>to <00:08:45.320>see <00:08:45.420>the <00:08:45.520>robot <00:08:45.620>there. <00:08:45.720>Uh <00:08:45.820>but <00:08:45.920>that's <00:08:46.020>not <00:08:46.120>really

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<00:08:46.470>robot <00:08:46.471>there. <00:08:46.473>Uh <00:08:46.474>but <00:08:46.476>that's <00:08:46.477>not <00:08:46.479>really

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<00:08:46.480>robot <00:08:46.593>there. <00:08:46.706>Uh <00:08:46.819>but <00:08:46.933>that's <00:08:47.046>not <00:08:47.159>really <00:08:47.272>what's <00:08:47.386>happening <00:08:47.499>with <00:08:47.612>the <00:08:47.725>old <00:08:47.839>people

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<00:08:47.990>what's <00:08:47.991>happening <00:08:47.993>with <00:08:47.995>the <00:08:47.997>old <00:08:47.999>people

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<00:08:48.000>what's <00:08:48.082>happening <00:08:48.164>with <00:08:48.247>the <00:08:48.329>old <00:08:48.411>people <00:08:48.494>living <00:08:48.576>alone. <00:08:48.659>I <00:08:48.741>don't <00:08:48.823>think <00:08:48.906>I <00:08:48.988>would <00:08:49.071>be

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<00:08:49.190>living <00:08:49.191>alone. <00:08:49.192>I <00:08:49.193>don't <00:08:49.195>think <00:08:49.196>I <00:08:49.197>would <00:08:49.199>be

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<00:08:49.200>living <00:08:49.307>alone. <00:08:49.415>I <00:08:49.523>don't <00:08:49.630>think <00:08:49.738>I <00:08:49.846>would <00:08:49.953>be <00:08:50.061>trusting <00:08:50.169>a <00:08:50.276>robot <00:08:50.384>uh <00:08:50.492>with <00:08:50.600>my

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<00:08:50.949>trusting <00:08:50.950>a <00:08:50.952>robot <00:08:50.954>uh <00:08:50.956>with <00:08:50.958>my

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<00:08:50.959>trusting <00:08:51.086>a <00:08:51.213>robot <00:08:51.340>uh <00:08:51.468>with <00:08:51.595>my <00:08:51.722>grandparents. <00:08:51.849>But <00:08:51.977>um <00:08:52.104>the <00:08:52.231>aging <00:08:52.359>in

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<00:08:54.470>grandparents. <00:08:54.471>But <00:08:54.473>um <00:08:54.475>the <00:08:54.477>aging <00:08:54.479>in

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<00:08:54.480>grandparents. <00:08:54.596>But <00:08:54.713>um <00:08:54.830>the <00:08:54.946>aging <00:08:55.063>in <00:08:55.180>general, <00:08:55.296>we're <00:08:55.413>all <00:08:55.530>aging. <00:08:55.646>The <00:08:55.763>problem <00:08:55.880>is

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<00:08:57.990>general, <00:08:57.991>we're <00:08:57.993>all <00:08:57.994>aging. <00:08:57.996>The <00:08:57.997>problem <00:08:57.999>is

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<00:08:58.000>general, <00:08:58.116>we're <00:08:58.233>all <00:08:58.350>aging. <00:08:58.466>The <00:08:58.583>problem <00:08:58.700>is <00:08:58.816>understanding <00:08:58.933>the <00:08:59.050>patterns <00:08:59.166>of <00:08:59.283>how <00:08:59.400>you're

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<00:09:00.870>understanding <00:09:00.871>the <00:09:00.873>patterns <00:09:00.875>of <00:09:00.877>how <00:09:00.879>you're

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<00:09:00.880>understanding <00:09:01.007>the <00:09:01.134>patterns <00:09:01.261>of <00:09:01.389>how <00:09:01.516>you're <00:09:01.643>aging <00:09:01.770>and <00:09:01.898>if <00:09:02.025>your <00:09:02.152>grandparents <00:09:02.280>are

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<00:09:03.990>aging <00:09:03.991>and <00:09:03.993>if <00:09:03.995>your <00:09:03.997>grandparents <00:09:03.999>are

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<00:09:04.000>aging <00:09:04.107>and <00:09:04.215>if <00:09:04.323>your <00:09:04.430>grandparents <00:09:04.538>are <00:09:04.646>living <00:09:04.753>alone <00:09:04.861>uh <00:09:04.969>it <00:09:05.076>could <00:09:05.184>be <00:09:05.292>a <00:09:05.400>big

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<00:09:06.230>living <00:09:06.231>alone <00:09:06.232>uh <00:09:06.233>it <00:09:06.235>could <00:09:06.236>be <00:09:06.237>a <00:09:06.239>big

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<00:09:06.240>living <00:09:06.333>alone <00:09:06.426>uh <00:09:06.520>it <00:09:06.613>could <00:09:06.706>be <00:09:06.800>a <00:09:06.893>big <00:09:06.986>problem <00:09:07.080>for <00:09:07.173>you <00:09:07.266>know <00:09:07.360>uh <00:09:07.453>for <00:09:07.546>us <00:09:07.640>their

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<00:09:09.509>problem <00:09:09.510>for <00:09:09.511>you <00:09:09.512>know <00:09:09.514>uh <00:09:09.515>for <00:09:09.516>us <00:09:09.518>their

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<00:09:09.519>problem <00:09:09.626>for <00:09:09.734>you <00:09:09.842>know <00:09:09.949>uh <00:09:10.057>for <00:09:10.165>us <00:09:10.272>their <00:09:10.380>activities <00:09:10.488>how <00:09:10.595>they <00:09:10.703>are <00:09:10.811>performing <00:09:10.919>every

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<00:09:12.949>activities <00:09:12.950>how <00:09:12.952>they <00:09:12.954>are <00:09:12.956>performing <00:09:12.958>every

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<00:09:12.959>activities <00:09:13.086>how <00:09:13.213>they <00:09:13.340>are <00:09:13.468>performing <00:09:13.595>every <00:09:13.722>day <00:09:13.849>is <00:09:13.977>usually <00:09:14.104>pretty <00:09:14.231>monotonous <00:09:14.358>and

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<00:09:14.949>day <00:09:14.950>is <00:09:14.952>usually <00:09:14.954>pretty <00:09:14.956>monotonous <00:09:14.958>and

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<00:09:14.959>day <00:09:15.075>is <00:09:15.192>usually <00:09:15.309>pretty <00:09:15.425>monotonous <00:09:15.542>and <00:09:15.659>when <00:09:15.775>they <00:09:15.892>deviate <00:09:16.008>this <00:09:16.125>is <00:09:16.242>what <00:09:16.358>the

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<00:09:16.550>when <00:09:16.551>they <00:09:16.553>deviate <00:09:16.554>this <00:09:16.555>is <00:09:16.557>what <00:09:16.559>the

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<00:09:16.560>when <00:09:16.687>they <00:09:16.814>deviate <00:09:16.941>this <00:09:17.069>is <00:09:17.196>what <00:09:17.323>the <00:09:17.450>researchers <00:09:17.578>are <00:09:17.705>trying <00:09:17.832>to <00:09:17.959>understand

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<00:09:18.310>researchers <00:09:18.312>are <00:09:18.314>trying <00:09:18.316>to <00:09:18.319>understand

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<00:09:18.320>researchers <00:09:18.436>are <00:09:18.553>trying <00:09:18.670>to <00:09:18.786>understand <00:09:18.903>whether <00:09:19.020>that <00:09:19.136>means <00:09:19.253>a <00:09:19.370>uh <00:09:19.486>something <00:09:19.603>to <00:09:19.720>do

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<00:09:20.630>whether <00:09:20.631>that <00:09:20.632>means <00:09:20.633>a <00:09:20.635>uh <00:09:20.636>something <00:09:20.637>to <00:09:20.639>do

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<00:09:20.640>whether <00:09:20.733>that <00:09:20.826>means <00:09:20.920>a <00:09:21.013>uh <00:09:21.106>something <00:09:21.199>to <00:09:21.293>do <00:09:21.386>with <00:09:21.480>dementia <00:09:21.573>or <00:09:21.666>whether <00:09:21.760>it's <00:09:21.853>a <00:09:21.946>it's <00:09:22.040>a

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<00:09:23.110>with <00:09:23.111>dementia <00:09:23.112>or <00:09:23.113>whether <00:09:23.115>it's <00:09:23.116>a <00:09:23.117>it's <00:09:23.119>a

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<00:09:23.120>with <00:09:23.260>dementia <00:09:23.400>or <00:09:23.540>whether <00:09:23.680>it's <00:09:23.820>a <00:09:23.960>it's <00:09:24.100>a <00:09:24.240>urinary <00:09:24.380>tract <00:09:24.520>infection.

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<00:09:26.480>And <00:09:26.760>then <00:09:27.040>we <00:09:27.320>have <00:09:27.600>cardiovascular <00:09:27.880>health.

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<00:09:28.949>And <00:09:28.950>then <00:09:28.952>we <00:09:28.954>have <00:09:28.956>cardiovascular <00:09:28.958>health.

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<00:09:28.959>And <00:09:29.066>then <00:09:29.174>we <00:09:29.282>have <00:09:29.389>cardiovascular <00:09:29.497>health. <00:09:29.605>You <00:09:29.712>have <00:09:29.820>sepsis. <00:09:29.928>Um <00:09:30.035>I <00:09:30.143>went <00:09:30.251>through <00:09:30.358>a

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<00:09:31.910>You <00:09:31.911>have <00:09:31.912>sepsis. <00:09:31.913>Um <00:09:31.915>I <00:09:31.916>went <00:09:31.917>through <00:09:31.919>a

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<00:09:31.920>You <00:09:32.060>have <00:09:32.199>sepsis. <00:09:32.339>Um <00:09:32.479>I <00:09:32.620>went <00:09:32.760>through <00:09:32.900>a <00:09:33.040>serious <00:09:33.180>uh <00:09:33.319>sepsis

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<00:09:34.150>serious <00:09:34.154>uh <00:09:34.159>sepsis

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<00:09:34.160>serious <00:09:34.315>uh <00:09:34.471>sepsis <00:09:34.626>uh <00:09:34.782>story <00:09:34.937>myself. <00:09:35.093>I <00:09:35.248>was <00:09:35.404>a <00:09:35.560>hospitalized

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<00:09:36.470>uh <00:09:36.471>story <00:09:36.473>myself. <00:09:36.474>I <00:09:36.476>was <00:09:36.477>a <00:09:36.479>hospitalized

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<00:09:36.480>uh <00:09:36.567>story <00:09:36.655>myself. <00:09:36.742>I <00:09:36.830>was <00:09:36.917>a <00:09:37.005>hospitalized <00:09:37.092>for <00:09:37.180>2 <00:09:37.267>years. <00:09:37.355>I <00:09:37.442>was <00:09:37.530>very <00:09:37.617>at <00:09:37.705>the <00:09:37.792>edge <00:09:37.880>of

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<00:09:39.269>for <00:09:39.270>2 <00:09:39.271>years. <00:09:39.272>I <00:09:39.273>was <00:09:39.274>very <00:09:39.275>at <00:09:39.276>the <00:09:39.277>edge <00:09:39.278>of

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<00:09:39.279>for <00:09:39.361>2 <00:09:39.443>years. <00:09:39.526>I <00:09:39.608>was <00:09:39.690>very <00:09:39.773>at <00:09:39.855>the <00:09:39.937>edge <00:09:40.020>of <00:09:40.102>kicking <00:09:40.184>the <00:09:40.267>bucket <00:09:40.349>as <00:09:40.431>well. <00:09:40.514>Uh <00:09:40.596>so <00:09:40.679>I

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<00:09:41.509>kicking <00:09:41.510>the <00:09:41.511>bucket <00:09:41.512>as <00:09:41.514>well. <00:09:41.515>Uh <00:09:41.516>so <00:09:41.518>I

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<00:09:41.519>kicking <00:09:41.626>the <00:09:41.734>bucket <00:09:41.842>as <00:09:41.949>well. <00:09:42.057>Uh <00:09:42.165>so <00:09:42.272>I <00:09:42.380>understand <00:09:42.488>how <00:09:42.595>blood <00:09:42.703>infections <00:09:42.811>and <00:09:42.919>all

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<00:09:43.990>understand <00:09:43.991>how <00:09:43.993>blood <00:09:43.995>infections <00:09:43.997>and <00:09:43.999>all

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<00:09:44.000>understand <00:09:44.107>how <00:09:44.215>blood <00:09:44.323>infections <00:09:44.430>and <00:09:44.538>all <00:09:44.646>can <00:09:44.753>affect <00:09:44.861>you. <00:09:44.969>I <00:09:45.076>had <00:09:45.184>to <00:09:45.292>rethink <00:09:45.400>my

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<00:09:46.230>can <00:09:46.231>affect <00:09:46.232>you. <00:09:46.233>I <00:09:46.235>had <00:09:46.236>to <00:09:46.237>rethink <00:09:46.239>my

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<00:09:46.240>can <00:09:46.333>affect <00:09:46.426>you. <00:09:46.520>I <00:09:46.613>had <00:09:46.706>to <00:09:46.800>rethink <00:09:46.893>my <00:09:46.986>life. <00:09:47.080>Know <00:09:47.173>who <00:09:47.266>is <00:09:47.360>affecting <00:09:47.453>around <00:09:47.546>me <00:09:47.640>if

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<00:09:48.790>life. <00:09:48.791>Know <00:09:48.792>who <00:09:48.793>is <00:09:48.795>affecting <00:09:48.796>around <00:09:48.797>me <00:09:48.799>if

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<00:09:48.800>life. <00:09:48.887>Know <00:09:48.974>who <00:09:49.062>is <00:09:49.150>affecting <00:09:49.237>around <00:09:49.324>me <00:09:49.412>if <00:09:49.500>I'm <00:09:49.587>gone. <00:09:49.675>So <00:09:49.762>so <00:09:49.849>I <00:09:49.937>think <00:09:50.025>finding <00:09:50.112>the <00:09:50.199>real

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<00:09:54.550>I'm <00:09:54.551>gone. <00:09:54.552>So <00:09:54.553>so <00:09:54.554>I <00:09:54.555>think <00:09:54.556>finding <00:09:54.557>the <00:09:54.559>real

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<00:09:54.560>I'm <00:09:54.660>gone. <00:09:54.760>So <00:09:54.859>so <00:09:54.959>I <00:09:55.060>think <00:09:55.160>finding <00:09:55.260>the <00:09:55.359>real <00:09:55.459>you <00:09:55.560>the <00:09:55.660>root <00:09:55.760>causes <00:09:55.859>of <00:09:55.959>such

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<00:09:58.389>you <00:09:58.390>the <00:09:58.392>root <00:09:58.394>causes <00:09:58.396>of <00:09:58.398>such

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<00:09:58.399>you <00:09:58.526>the <00:09:58.653>root <00:09:58.780>causes <00:09:58.908>of <00:09:59.035>such <00:09:59.162>issues <00:09:59.289>is <00:09:59.417>where <00:09:59.544>AI, <00:09:59.671>machine <00:09:59.799>learning,

00:10:02.150 --> 00:10:02.160 align:start position:0%
<00:10:02.150>issues <00:10:02.151>is <00:10:02.153>where <00:10:02.155>AI, <00:10:02.157>machine <00:10:02.159>learning,

00:10:02.160 --> 00:10:04.470 align:start position:0%
<00:10:02.160>issues <00:10:02.287>is <00:10:02.414>where <00:10:02.541>AI, <00:10:02.669>machine <00:10:02.796>learning, <00:10:02.923>analytics <00:10:03.050>should <00:10:03.178>be <00:10:03.305>really <00:10:03.432>uh <00:10:03.560>going

00:10:04.470 --> 00:10:04.480 align:start position:0%
<00:10:04.470>analytics <00:10:04.471>should <00:10:04.473>be <00:10:04.475>really <00:10:04.477>uh <00:10:04.479>going

00:10:04.480 --> 00:10:07.910 align:start position:0%
<00:10:04.480>analytics <00:10:04.713>should <00:10:04.946>be <00:10:05.180>really <00:10:05.413>uh <00:10:05.646>going <00:10:05.880>into.

00:10:07.920 --> 00:10:10.150 align:start position:0%
<00:10:07.920>Uh <00:10:08.153>we <00:10:08.386>have <00:10:08.620>pediatric <00:10:08.853>conditions <00:10:09.086>as <00:10:09.319>well.

00:10:10.150 --> 00:10:10.160 align:start position:0%
<00:10:10.150>Uh <00:10:10.151>we <00:10:10.153>have <00:10:10.154>pediatric <00:10:10.156>conditions <00:10:10.157>as <00:10:10.159>well.

00:10:10.160 --> 00:10:11.829 align:start position:0%
<00:10:10.160>Uh <00:10:10.287>we <00:10:10.414>have <00:10:10.541>pediatric <00:10:10.669>conditions <00:10:10.796>as <00:10:10.923>well. <00:10:11.050>Uh <00:10:11.178>there's <00:10:11.305>some <00:10:11.432>cardiovascular <00:10:11.560>stuff

00:10:11.829 --> 00:10:11.839 align:start position:0%
<00:10:11.829>Uh <00:10:11.831>there's <00:10:11.833>some <00:10:11.835>cardiovascular <00:10:11.838>stuff

00:10:11.839 --> 00:10:15.030 align:start position:0%
<00:10:11.839>Uh <00:10:11.946>there's <00:10:12.054>some <00:10:12.162>cardiovascular <00:10:12.269>stuff <00:10:12.377>going <00:10:12.485>on <00:10:12.592>as <00:10:12.700>well. <00:10:12.808>And <00:10:12.915>when <00:10:13.023>it <00:10:13.131>comes <00:10:13.239>to

00:10:15.030 --> 00:10:15.040 align:start position:0%
<00:10:15.030>going <00:10:15.031>on <00:10:15.032>as <00:10:15.033>well. <00:10:15.034>And <00:10:15.035>when <00:10:15.036>it <00:10:15.037>comes <00:10:15.039>to

00:10:15.040 --> 00:10:18.389 align:start position:0%
<00:10:15.040>going <00:10:15.140>on <00:10:15.240>as <00:10:15.339>well. <00:10:15.439>And <00:10:15.540>when <00:10:15.640>it <00:10:15.740>comes <00:10:15.839>to <00:10:15.939>so <00:10:16.040>many <00:10:16.140>different <00:10:16.240>types <00:10:16.339>of <00:10:16.439>research

00:10:18.389 --> 00:10:18.399 align:start position:0%
<00:10:18.389>so <00:10:18.390>many <00:10:18.392>different <00:10:18.394>types <00:10:18.396>of <00:10:18.398>research

00:10:18.399 --> 00:10:22.310 align:start position:0%
<00:10:18.399>so <00:10:18.515>many <00:10:18.632>different <00:10:18.749>types <00:10:18.865>of <00:10:18.982>research <00:10:19.099>areas, <00:10:19.215>we <00:10:19.332>almost <00:10:19.449>come <00:10:19.565>back <00:10:19.682>hitting <00:10:19.799>the

00:10:22.310 --> 00:10:22.320 align:start position:0%
<00:10:22.310>areas, <00:10:22.311>we <00:10:22.313>almost <00:10:22.314>come <00:10:22.316>back <00:10:22.317>hitting <00:10:22.319>the

00:10:22.320 --> 00:10:25.509 align:start position:0%
<00:10:22.320>areas, <00:10:22.427>we <00:10:22.535>almost <00:10:22.643>come <00:10:22.750>back <00:10:22.858>hitting <00:10:22.966>the <00:10:23.073>roadblock <00:10:23.181>of <00:10:23.289>data. <00:10:23.396>I <00:10:23.504>mean, <00:10:23.612>we <00:10:23.720>have

00:10:25.509 --> 00:10:25.519 align:start position:0%
<00:10:25.509>roadblock <00:10:25.510>of <00:10:25.512>data. <00:10:25.513>I <00:10:25.515>mean, <00:10:25.516>we <00:10:25.518>have

00:10:25.519 --> 00:10:28.310 align:start position:0%
<00:10:25.519>roadblock <00:10:25.635>of <00:10:25.752>data. <00:10:25.869>I <00:10:25.985>mean, <00:10:26.102>we <00:10:26.219>have <00:10:26.335>pabytes <00:10:26.452>of <00:10:26.569>data <00:10:26.685>and <00:10:26.802>it's <00:10:26.919>increasing

00:10:28.310 --> 00:10:28.320 align:start position:0%
<00:10:28.310>pabytes <00:10:28.311>of <00:10:28.313>data <00:10:28.315>and <00:10:28.317>it's <00:10:28.319>increasing

00:10:28.320 --> 00:10:29.990 align:start position:0%
<00:10:28.320>pabytes <00:10:28.447>of <00:10:28.574>data <00:10:28.701>and <00:10:28.829>it's <00:10:28.956>increasing <00:10:29.083>especially <00:10:29.210>when <00:10:29.338>you're <00:10:29.465>doing <00:10:29.592>tests <00:10:29.720>with

00:10:29.990 --> 00:10:30.000 align:start position:0%
<00:10:29.990>especially <00:10:29.991>when <00:10:29.993>you're <00:10:29.995>doing <00:10:29.997>tests <00:10:29.999>with

00:10:30.000 --> 00:10:33.910 align:start position:0%
<00:10:30.000>especially <00:10:30.107>when <00:10:30.215>you're <00:10:30.323>doing <00:10:30.430>tests <00:10:30.538>with <00:10:30.646>cohorts <00:10:30.753>and <00:10:30.861>you <00:10:30.969>have <00:10:31.076>EC <00:10:31.184>EHR <00:10:31.292>data <00:10:31.400>which

00:10:33.910 --> 00:10:33.920 align:start position:0%
<00:10:33.910>cohorts <00:10:33.911>and <00:10:33.912>you <00:10:33.913>have <00:10:33.915>EC <00:10:33.916>EHR <00:10:33.917>data <00:10:33.919>which

00:10:33.920 --> 00:10:35.829 align:start position:0%
<00:10:33.920>cohorts <00:10:34.036>and <00:10:34.153>you <00:10:34.270>have <00:10:34.386>EC <00:10:34.503>EHR <00:10:34.620>data <00:10:34.736>which <00:10:34.853>is <00:10:34.969>pretty <00:10:35.086>unstructured <00:10:35.203>structured <00:10:35.319>in

00:10:35.829 --> 00:10:35.839 align:start position:0%
<00:10:35.829>is <00:10:35.831>pretty <00:10:35.833>unstructured <00:10:35.835>structured <00:10:35.838>in

00:10:35.839 --> 00:10:37.269 align:start position:0%
<00:10:35.839>is <00:10:35.955>pretty <00:10:36.073>unstructured <00:10:36.189>structured <00:10:36.307>in <00:10:36.424>some <00:10:36.540>cases <00:10:36.658>if <00:10:36.775>you're <00:10:36.891>lucky. <00:10:37.009>you <00:10:37.126>have

00:10:37.269 --> 00:10:37.279 align:start position:0%
<00:10:37.269>some <00:10:37.270>cases <00:10:37.272>if <00:10:37.273>you're <00:10:37.275>lucky. <00:10:37.276>you <00:10:37.278>have

00:10:37.279 --> 00:10:39.670 align:start position:0%
<00:10:37.279>some <00:10:37.379>cases <00:10:37.479>if <00:10:37.579>you're <00:10:37.679>lucky. <00:10:37.779>you <00:10:37.879>have <00:10:37.979>variable <00:10:38.079>stuff <00:10:38.179>a <00:10:38.279>lot <00:10:38.379>of <00:10:38.479>time <00:10:38.579>series <00:10:38.679>data

00:10:39.670 --> 00:10:39.680 align:start position:0%
<00:10:39.670>variable <00:10:39.671>stuff <00:10:39.672>a <00:10:39.673>lot <00:10:39.675>of <00:10:39.676>time <00:10:39.677>series <00:10:39.679>data

00:10:39.680 --> 00:10:40.630 align:start position:0%
<00:10:39.680>variable <00:10:39.751>stuff <00:10:39.822>a <00:10:39.893>lot <00:10:39.964>of <00:10:40.036>time <00:10:40.107>series <00:10:40.178>data <00:10:40.250>especially <00:10:40.321>when <00:10:40.392>you <00:10:40.463>think <00:10:40.535>about

00:10:40.630 --> 00:10:40.640 align:start position:0%
<00:10:40.630>especially <00:10:40.632>when <00:10:40.634>you <00:10:40.636>think <00:10:40.639>about

00:10:40.640 --> 00:10:43.430 align:start position:0%
<00:10:40.640>especially <00:10:40.780>when <00:10:40.920>you <00:10:41.060>think <00:10:41.199>about <00:10:41.340>Parkinson's <00:10:41.480>uh <00:10:41.620>you <00:10:41.760>know <00:10:41.900>having <00:10:42.040>variable

00:10:43.430 --> 00:10:43.440 align:start position:0%
<00:10:43.430>Parkinson's <00:10:43.431>uh <00:10:43.433>you <00:10:43.435>know <00:10:43.437>having <00:10:43.439>variable

00:10:43.440 --> 00:10:46.069 align:start position:0%
<00:10:43.440>Parkinson's <00:10:43.556>uh <00:10:43.673>you <00:10:43.790>know <00:10:43.906>having <00:10:44.023>variable <00:10:44.140>watches <00:10:44.256>to <00:10:44.373>identify <00:10:44.490>the <00:10:44.606>movement <00:10:44.723>of <00:10:44.840>the

00:10:46.069 --> 00:10:46.079 align:start position:0%
<00:10:46.069>watches <00:10:46.070>to <00:10:46.072>identify <00:10:46.073>the <00:10:46.074>movement <00:10:46.076>of <00:10:46.078>the

00:10:46.079 --> 00:10:48.069 align:start position:0%
<00:10:46.079>watches <00:10:46.195>to <00:10:46.312>identify <00:10:46.429>the <00:10:46.545>movement <00:10:46.662>of <00:10:46.779>the <00:10:46.895>hand <00:10:47.012>for <00:10:47.128>example <00:10:47.245>and <00:10:47.362>you've <00:10:47.478>got

00:10:48.069 --> 00:10:48.079 align:start position:0%
<00:10:48.069>hand <00:10:48.070>for <00:10:48.072>example <00:10:48.074>and <00:10:48.076>you've <00:10:48.078>got

00:10:48.079 --> 00:10:50.389 align:start position:0%
<00:10:48.079>hand <00:10:48.234>for <00:10:48.390>example <00:10:48.545>and <00:10:48.701>you've <00:10:48.856>got <00:10:49.012>multiomics <00:10:49.167>stuff <00:10:49.323>happening <00:10:49.478>very

00:10:50.389 --> 00:10:50.399 align:start position:0%
<00:10:50.389>multiomics <00:10:50.392>stuff <00:10:50.395>happening <00:10:50.398>very

00:10:50.399 --> 00:10:52.949 align:start position:0%
<00:10:50.399>multiomics <00:10:50.539>stuff <00:10:50.679>happening <00:10:50.819>very <00:10:50.959>heterogeneous <00:10:51.099>as <00:10:51.239>well <00:10:51.379>EEG <00:10:51.519>coming <00:10:51.659>back <00:10:51.799>to

00:10:52.949 --> 00:10:52.959 align:start position:0%
<00:10:52.949>heterogeneous <00:10:52.950>as <00:10:52.952>well <00:10:52.953>EEG <00:10:52.955>coming <00:10:52.956>back <00:10:52.958>to

00:10:52.959 --> 00:10:57.110 align:start position:0%
<00:10:52.959>heterogeneous <00:10:53.059>as <00:10:53.159>well <00:10:53.259>EEG <00:10:53.359>coming <00:10:53.459>back <00:10:53.559>to <00:10:53.659>time <00:10:53.759>series <00:10:53.859>again <00:10:53.959>so <00:10:54.059>my <00:10:54.159>question <00:10:54.259>is <00:10:54.359>are

00:10:57.110 --> 00:10:57.120 align:start position:0%
<00:10:57.110>time <00:10:57.111>series <00:10:57.112>again <00:10:57.113>so <00:10:57.115>my <00:10:57.116>question <00:10:57.117>is <00:10:57.119>are

00:10:57.120 --> 00:10:59.750 align:start position:0%
<00:10:57.120>time <00:10:57.220>series <00:10:57.320>again <00:10:57.420>so <00:10:57.520>my <00:10:57.620>question <00:10:57.720>is <00:10:57.820>are <00:10:57.920>flat <00:10:58.020>files <00:10:58.120>always <00:10:58.220>the <00:10:58.320>answer <00:10:58.420>when <00:10:58.520>you're

00:10:59.750 --> 00:10:59.760 align:start position:0%
<00:10:59.750>flat <00:10:59.751>files <00:10:59.753>always <00:10:59.754>the <00:10:59.756>answer <00:10:59.757>when <00:10:59.759>you're

00:10:59.760 --> 00:11:04.069 align:start position:0%
<00:10:59.760>flat <00:10:59.860>files <00:10:59.960>always <00:11:00.060>the <00:11:00.160>answer <00:11:00.260>when <00:11:00.360>you're <00:11:00.460>using <00:11:00.560>HPC <00:11:00.660>clusters <00:11:00.760>you <00:11:00.860>all <00:11:00.960>end <00:11:01.060>up <00:11:01.160>using

00:11:04.069 --> 00:11:04.079 align:start position:0%
<00:11:04.069>using <00:11:04.070>HPC <00:11:04.071>clusters <00:11:04.072>you <00:11:04.074>all <00:11:04.075>end <00:11:04.076>up <00:11:04.078>using

00:11:04.079 --> 00:11:07.269 align:start position:0%
<00:11:04.079>using <00:11:04.172>HPC <00:11:04.265>clusters <00:11:04.358>you <00:11:04.452>all <00:11:04.545>end <00:11:04.638>up <00:11:04.732>using <00:11:04.825>flat <00:11:04.919>files <00:11:05.012>people <00:11:05.105>are <00:11:05.199>using <00:11:05.292>your <00:11:05.385>CS <00:11:05.478>PS

00:11:07.269 --> 00:11:07.279 align:start position:0%
<00:11:07.269>flat <00:11:07.270>files <00:11:07.271>people <00:11:07.272>are <00:11:07.274>using <00:11:07.275>your <00:11:07.276>CS <00:11:07.278>PS

00:11:07.279 --> 00:11:10.310 align:start position:0%
<00:11:07.279>flat <00:11:07.372>files <00:11:07.465>people <00:11:07.559>are <00:11:07.652>using <00:11:07.745>your <00:11:07.839>CS <00:11:07.932>PS <00:11:08.025>for <00:11:08.119>everything. <00:11:08.212>I <00:11:08.305>mean <00:11:08.399>um <00:11:08.492>can <00:11:08.585>you <00:11:08.679>really

00:11:10.310 --> 00:11:10.320 align:start position:0%
<00:11:10.310>for <00:11:10.311>everything. <00:11:10.312>I <00:11:10.313>mean <00:11:10.315>um <00:11:10.316>can <00:11:10.317>you <00:11:10.319>really

00:11:10.320 --> 00:11:13.350 align:start position:0%
<00:11:10.320>for <00:11:10.413>everything. <00:11:10.506>I <00:11:10.600>mean <00:11:10.693>um <00:11:10.786>can <00:11:10.880>you <00:11:10.973>really <00:11:11.066>scale <00:11:11.160>at <00:11:11.253>that <00:11:11.346>level <00:11:11.440>when <00:11:11.533>you <00:11:11.626>have <00:11:11.720>so

00:11:13.350 --> 00:11:13.360 align:start position:0%
<00:11:13.350>scale <00:11:13.351>at <00:11:13.352>that <00:11:13.353>level <00:11:13.355>when <00:11:13.356>you <00:11:13.357>have <00:11:13.359>so

00:11:13.360 --> 00:11:16.150 align:start position:0%
<00:11:13.360>scale <00:11:13.487>at <00:11:13.614>that <00:11:13.741>level <00:11:13.869>when <00:11:13.996>you <00:11:14.123>have <00:11:14.250>so <00:11:14.378>many <00:11:14.505>different <00:11:14.632>data <00:11:14.760>types?

00:11:16.150 --> 00:11:16.160 align:start position:0%
<00:11:16.150>many <00:11:16.153>different <00:11:16.156>data <00:11:16.159>types?

00:11:16.160 --> 00:11:18.470 align:start position:0%
<00:11:16.160>many <00:11:16.287>different <00:11:16.414>data <00:11:16.541>types? <00:11:16.669>And <00:11:16.796>when <00:11:16.923>you <00:11:17.050>look <00:11:17.178>at <00:11:17.305>research <00:11:17.432>in <00:11:17.560>general

00:11:18.470 --> 00:11:18.480 align:start position:0%
<00:11:18.470>And <00:11:18.471>when <00:11:18.472>you <00:11:18.473>look <00:11:18.475>at <00:11:18.476>research <00:11:18.477>in <00:11:18.479>general

00:11:18.480 --> 00:11:20.230 align:start position:0%
<00:11:18.480>And <00:11:18.567>when <00:11:18.655>you <00:11:18.742>look <00:11:18.830>at <00:11:18.917>research <00:11:19.005>in <00:11:19.092>general <00:11:19.180>uh <00:11:19.267>this <00:11:19.355>is <00:11:19.442>what <00:11:19.530>we <00:11:19.617>see <00:11:19.705>from <00:11:19.792>the <00:11:19.880>life

00:11:20.230 --> 00:11:20.240 align:start position:0%
<00:11:20.230>uh <00:11:20.231>this <00:11:20.232>is <00:11:20.233>what <00:11:20.234>we <00:11:20.235>see <00:11:20.236>from <00:11:20.237>the <00:11:20.239>life

00:11:20.240 --> 00:11:23.430 align:start position:0%
<00:11:20.240>uh <00:11:20.340>this <00:11:20.440>is <00:11:20.540>what <00:11:20.640>we <00:11:20.740>see <00:11:20.840>from <00:11:20.940>the <00:11:21.040>life <00:11:21.140>sciences <00:11:21.240>about <00:11:21.340>70% <00:11:21.440>of <00:11:21.540>the <00:11:21.640>researchers

00:11:23.430 --> 00:11:23.440 align:start position:0%
<00:11:23.430>sciences <00:11:23.431>about <00:11:23.433>70% <00:11:23.435>of <00:11:23.437>the <00:11:23.439>researchers

00:11:23.440 --> 00:11:25.350 align:start position:0%
<00:11:23.440>sciences <00:11:23.580>about <00:11:23.720>70% <00:11:23.860>of <00:11:24.000>the <00:11:24.140>researchers <00:11:24.280>are <00:11:24.420>working <00:11:24.560>on <00:11:24.700>statistical <00:11:24.840>machine

00:11:25.350 --> 00:11:25.360 align:start position:0%
<00:11:25.350>are <00:11:25.352>working <00:11:25.354>on <00:11:25.356>statistical <00:11:25.359>machine

00:11:25.360 --> 00:11:28.230 align:start position:0%
<00:11:25.360>are <00:11:25.500>working <00:11:25.640>on <00:11:25.780>statistical <00:11:25.920>machine <00:11:26.060>learning <00:11:26.200>and <00:11:26.340>causal <00:11:26.480>modeling <00:11:26.620>20% <00:11:26.760>deep

00:11:28.230 --> 00:11:28.240 align:start position:0%
<00:11:28.230>learning <00:11:28.231>and <00:11:28.233>causal <00:11:28.235>modeling <00:11:28.237>20% <00:11:28.239>deep

00:11:28.240 --> 00:11:30.710 align:start position:0%
<00:11:28.240>learning <00:11:28.367>and <00:11:28.494>causal <00:11:28.621>modeling <00:11:28.749>20% <00:11:28.876>deep <00:11:29.003>learning. <00:11:29.130>This <00:11:29.258>is <00:11:29.385>really <00:11:29.512>interesting. <00:11:29.640>uh

00:11:30.710 --> 00:11:30.720 align:start position:0%
<00:11:30.710>learning. <00:11:30.711>This <00:11:30.713>is <00:11:30.715>really <00:11:30.717>interesting. <00:11:30.719>uh

00:11:30.720 --> 00:11:33.269 align:start position:0%
<00:11:30.720>learning. <00:11:30.820>This <00:11:30.920>is <00:11:31.020>really <00:11:31.120>interesting. <00:11:31.220>uh <00:11:31.320>maybe <00:11:31.420>5 <00:11:31.520>years <00:11:31.620>ago <00:11:31.720>that <00:11:31.820>last <00:11:31.920>one <00:11:32.020>was <00:11:32.120>zero

00:11:33.269 --> 00:11:33.279 align:start position:0%
<00:11:33.269>maybe <00:11:33.270>5 <00:11:33.271>years <00:11:33.272>ago <00:11:33.273>that <00:11:33.274>last <00:11:33.275>one <00:11:33.276>was <00:11:33.278>zero

00:11:33.279 --> 00:11:36.310 align:start position:0%
<00:11:33.279>maybe <00:11:33.372>5 <00:11:33.465>years <00:11:33.559>ago <00:11:33.652>that <00:11:33.745>last <00:11:33.839>one <00:11:33.932>was <00:11:34.025>zero <00:11:34.119>but <00:11:34.212>now <00:11:34.305>about <00:11:34.399>10% <00:11:34.492>are <00:11:34.585>using <00:11:34.679>large

00:11:36.310 --> 00:11:36.320 align:start position:0%
<00:11:36.310>but <00:11:36.311>now <00:11:36.313>about <00:11:36.314>10% <00:11:36.316>are <00:11:36.317>using <00:11:36.319>large

00:11:36.320 --> 00:11:38.150 align:start position:0%
<00:11:36.320>but <00:11:36.447>now <00:11:36.574>about <00:11:36.701>10% <00:11:36.829>are <00:11:36.956>using <00:11:37.083>large <00:11:37.210>language <00:11:37.338>models. <00:11:37.465>We <00:11:37.592>have <00:11:37.720>researchers

00:11:38.150 --> 00:11:38.160 align:start position:0%
<00:11:38.150>language <00:11:38.152>models. <00:11:38.154>We <00:11:38.156>have <00:11:38.159>researchers

00:11:38.160 --> 00:11:40.310 align:start position:0%
<00:11:38.160>language <00:11:38.300>models. <00:11:38.439>We <00:11:38.579>have <00:11:38.719>researchers <00:11:38.860>looking <00:11:39.000>at <00:11:39.140>the <00:11:39.280>doctor <00:11:39.420>patient <00:11:39.560>data

00:11:40.310 --> 00:11:40.320 align:start position:0%
<00:11:40.310>looking <00:11:40.311>at <00:11:40.313>the <00:11:40.315>doctor <00:11:40.317>patient <00:11:40.319>data

00:11:40.320 --> 00:11:42.710 align:start position:0%
<00:11:40.320>looking <00:11:40.436>at <00:11:40.553>the <00:11:40.670>doctor <00:11:40.786>patient <00:11:40.903>data <00:11:41.020>trying <00:11:41.136>to <00:11:41.253>understand <00:11:41.370>notes <00:11:41.486>and <00:11:41.603>how <00:11:41.720>you

00:11:42.710 --> 00:11:42.720 align:start position:0%
<00:11:42.710>trying <00:11:42.711>to <00:11:42.713>understand <00:11:42.714>notes <00:11:42.716>and <00:11:42.717>how <00:11:42.719>you

00:11:42.720 --> 00:11:44.710 align:start position:0%
<00:11:42.720>trying <00:11:42.827>to <00:11:42.935>understand <00:11:43.043>notes <00:11:43.150>and <00:11:43.258>how <00:11:43.366>you <00:11:43.473>can <00:11:43.581>you <00:11:43.689>know <00:11:43.796>uh <00:11:43.904>automate <00:11:44.012>the <00:11:44.120>whole

00:11:44.710 --> 00:11:44.720 align:start position:0%
<00:11:44.710>can <00:11:44.711>you <00:11:44.713>know <00:11:44.714>uh <00:11:44.716>automate <00:11:44.717>the <00:11:44.719>whole

00:11:44.720 --> 00:11:46.870 align:start position:0%
<00:11:44.720>can <00:11:44.847>you <00:11:44.974>know <00:11:45.101>uh <00:11:45.229>automate <00:11:45.356>the <00:11:45.483>whole <00:11:45.610>process <00:11:45.738>between <00:11:45.865>the <00:11:45.992>conversation <00:11:46.120>between

00:11:46.870 --> 00:11:46.880 align:start position:0%
<00:11:46.870>process <00:11:46.872>between <00:11:46.874>the <00:11:46.876>conversation <00:11:46.879>between

00:11:46.880 --> 00:11:48.550 align:start position:0%
<00:11:46.880>process <00:11:47.020>between <00:11:47.160>the <00:11:47.300>conversation <00:11:47.439>between <00:11:47.580>doctors <00:11:47.720>and <00:11:47.860>patients <00:11:48.000>all <00:11:48.140>those <00:11:48.280>medical

00:11:48.550 --> 00:11:48.560 align:start position:0%
<00:11:48.550>doctors <00:11:48.551>and <00:11:48.553>patients <00:11:48.555>all <00:11:48.557>those <00:11:48.559>medical

00:11:48.560 --> 00:11:51.350 align:start position:0%
<00:11:48.560>doctors <00:11:48.676>and <00:11:48.793>patients <00:11:48.910>all <00:11:49.026>those <00:11:49.143>medical <00:11:49.260>records <00:11:49.376>but <00:11:49.493>then <00:11:49.609>obviously <00:11:49.726>with <00:11:49.843>so <00:11:49.959>much

00:11:51.350 --> 00:11:51.360 align:start position:0%
<00:11:51.350>records <00:11:51.351>but <00:11:51.353>then <00:11:51.354>obviously <00:11:51.356>with <00:11:51.357>so <00:11:51.359>much

00:11:51.360 --> 00:11:54.230 align:start position:0%
<00:11:51.360>records <00:11:51.467>but <00:11:51.575>then <00:11:51.683>obviously <00:11:51.790>with <00:11:51.898>so <00:11:52.006>much <00:11:52.113>uh <00:11:52.221>data <00:11:52.329>you <00:11:52.436>need <00:11:52.544>some <00:11:52.652>governance <00:11:52.760>as

00:11:54.230 --> 00:11:54.240 align:start position:0%
<00:11:54.230>uh <00:11:54.231>data <00:11:54.233>you <00:11:54.234>need <00:11:54.236>some <00:11:54.237>governance <00:11:54.239>as

00:11:54.240 --> 00:11:56.230 align:start position:0%
<00:11:54.240>uh <00:11:54.440>data <00:11:54.640>you <00:11:54.840>need <00:11:55.040>some <00:11:55.240>governance <00:11:55.440>as <00:11:55.640>well.

00:11:56.230 --> 00:11:56.240 align:start position:0%
well.

00:11:56.240 --> 00:11:59.350 align:start position:0%
<00:11:56.240>well. <00:11:56.380>Our <00:11:56.520>aim <00:11:56.660>was <00:11:56.800>to <00:11:56.940>see <00:11:57.080>okay <00:11:57.220>you <00:11:57.360>have <00:11:57.500>a <00:11:57.640>lot

00:11:59.350 --> 00:11:59.360 align:start position:0%
<00:11:59.350>Our <00:11:59.351>aim <00:11:59.352>was <00:11:59.353>to <00:11:59.354>see <00:11:59.355>okay <00:11:59.356>you <00:11:59.357>have <00:11:59.358>a <00:11:59.359>lot

00:11:59.360 --> 00:12:01.269 align:start position:0%
<00:11:59.360>Our <00:11:59.442>aim <00:11:59.524>was <00:11:59.607>to <00:11:59.689>see <00:11:59.771>okay <00:11:59.854>you <00:11:59.936>have <00:12:00.018>a <00:12:00.101>lot <00:12:00.183>of <00:12:00.265>data <00:12:00.348>on <00:12:00.430>premise <00:12:00.512>but <00:12:00.595>you <00:12:00.677>don't <00:12:00.760>have

00:12:01.269 --> 00:12:01.279 align:start position:0%
<00:12:01.269>of <00:12:01.270>data <00:12:01.271>on <00:12:01.272>premise <00:12:01.274>but <00:12:01.275>you <00:12:01.276>don't <00:12:01.278>have

00:12:01.279 --> 00:12:02.949 align:start position:0%
<00:12:01.279>of <00:12:01.379>data <00:12:01.479>on <00:12:01.579>premise <00:12:01.679>but <00:12:01.779>you <00:12:01.879>don't <00:12:01.979>have <00:12:02.079>compute <00:12:02.179>or <00:12:02.279>you <00:12:02.379>have <00:12:02.479>compute <00:12:02.579>people <00:12:02.679>have

00:12:02.949 --> 00:12:02.959 align:start position:0%
<00:12:02.949>compute <00:12:02.950>or <00:12:02.952>you <00:12:02.953>have <00:12:02.954>compute <00:12:02.956>people <00:12:02.958>have

00:12:02.959 --> 00:12:05.670 align:start position:0%
<00:12:02.959>compute <00:12:03.052>or <00:12:03.145>you <00:12:03.238>have <00:12:03.332>compute <00:12:03.425>people <00:12:03.518>have <00:12:03.612>to <00:12:03.705>you <00:12:03.799>know <00:12:03.892>sit <00:12:03.985>waiting <00:12:04.079>for <00:12:04.172>cues <00:12:04.265>how <00:12:04.358>do

00:12:05.670 --> 00:12:05.680 align:start position:0%
<00:12:05.670>to <00:12:05.671>you <00:12:05.672>know <00:12:05.673>sit <00:12:05.674>waiting <00:12:05.675>for <00:12:05.676>cues <00:12:05.677>how <00:12:05.679>do

00:12:05.680 --> 00:12:08.470 align:start position:0%
<00:12:05.680>to <00:12:05.767>you <00:12:05.854>know <00:12:05.942>sit <00:12:06.030>waiting <00:12:06.117>for <00:12:06.204>cues <00:12:06.292>how <00:12:06.380>do <00:12:06.467>you <00:12:06.555>bring <00:12:06.642>compute <00:12:06.729>to <00:12:06.817>the <00:12:06.905>data <00:12:06.992>and <00:12:07.079>when

00:12:08.470 --> 00:12:08.480 align:start position:0%
<00:12:08.470>you <00:12:08.471>bring <00:12:08.472>compute <00:12:08.473>to <00:12:08.475>the <00:12:08.476>data <00:12:08.477>and <00:12:08.479>when

00:12:08.480 --> 00:12:10.230 align:start position:0%
<00:12:08.480>you <00:12:08.580>bring <00:12:08.680>compute <00:12:08.780>to <00:12:08.880>the <00:12:08.980>data <00:12:09.080>and <00:12:09.180>when <00:12:09.280>we <00:12:09.380>started <00:12:09.480>look <00:12:09.580>looking <00:12:09.680>into <00:12:09.780>that <00:12:09.880>our

00:12:10.230 --> 00:12:10.240 align:start position:0%
<00:12:10.230>we <00:12:10.231>started <00:12:10.233>look <00:12:10.234>looking <00:12:10.236>into <00:12:10.237>that <00:12:10.239>our

00:12:10.240 --> 00:12:13.110 align:start position:0%
<00:12:10.240>we <00:12:10.395>started <00:12:10.551>look <00:12:10.706>looking <00:12:10.862>into <00:12:11.017>that <00:12:11.173>our <00:12:11.328>focus <00:12:11.484>completely <00:12:11.640>shifted

00:12:13.110 --> 00:12:13.120 align:start position:0%
<00:12:13.110>focus <00:12:13.114>completely <00:12:13.119>shifted

00:12:13.120 --> 00:12:16.550 align:start position:0%
<00:12:13.120>focus <00:12:13.260>completely <00:12:13.400>shifted <00:12:13.540>in <00:12:13.680>our <00:12:13.820>company <00:12:13.960>we <00:12:14.100>focused <00:12:14.240>on <00:12:14.380>creating <00:12:14.520>a

00:12:16.550 --> 00:12:16.560 align:start position:0%
<00:12:16.550>in <00:12:16.551>our <00:12:16.552>company <00:12:16.553>we <00:12:16.555>focused <00:12:16.556>on <00:12:16.557>creating <00:12:16.559>a

00:12:16.560 --> 00:12:19.269 align:start position:0%
<00:12:16.560>in <00:12:16.653>our <00:12:16.746>company <00:12:16.839>we <00:12:16.933>focused <00:12:17.026>on <00:12:17.119>creating <00:12:17.213>a <00:12:17.306>core <00:12:17.400>network <00:12:17.493>fabric <00:12:17.586>uh <00:12:17.680>that <00:12:17.773>was <00:12:17.866>layer <00:12:17.959>2

00:12:19.269 --> 00:12:19.279 align:start position:0%
<00:12:19.269>core <00:12:19.270>network <00:12:19.271>fabric <00:12:19.272>uh <00:12:19.274>that <00:12:19.275>was <00:12:19.276>layer <00:12:19.278>2

00:12:19.279 --> 00:12:21.509 align:start position:0%
<00:12:19.279>core <00:12:19.372>network <00:12:19.465>fabric <00:12:19.559>uh <00:12:19.652>that <00:12:19.745>was <00:12:19.839>layer <00:12:19.932>2 <00:12:20.025>layer <00:12:20.119>3 <00:12:20.212>networking <00:12:20.305>what <00:12:20.399>we <00:12:20.492>do <00:12:20.585>behind <00:12:20.679>the

00:12:21.509 --> 00:12:21.519 align:start position:0%
<00:12:21.509>layer <00:12:21.510>3 <00:12:21.511>networking <00:12:21.512>what <00:12:21.514>we <00:12:21.515>do <00:12:21.516>behind <00:12:21.518>the

00:12:21.519 --> 00:12:26.629 align:start position:0%
<00:12:21.519>layer <00:12:21.635>3 <00:12:21.752>networking <00:12:21.869>what <00:12:21.985>we <00:12:22.102>do <00:12:22.219>behind <00:12:22.335>the <00:12:22.452>scenes <00:12:22.569>is <00:12:22.685>we <00:12:22.802>knit <00:12:22.919>across

00:12:26.639 --> 00:12:29.110 align:start position:0%
<00:12:26.639>30 <00:12:26.872>clouds <00:12:27.105>and <00:12:27.339>about <00:12:27.572>about <00:12:27.805>a <00:12:28.039>thousand

00:12:29.110 --> 00:12:29.120 align:start position:0%
<00:12:29.110>30 <00:12:29.111>clouds <00:12:29.113>and <00:12:29.114>about <00:12:29.116>about <00:12:29.117>a <00:12:29.119>thousand

00:12:29.120 --> 00:12:32.389 align:start position:0%
<00:12:29.120>30 <00:12:29.220>clouds <00:12:29.320>and <00:12:29.420>about <00:12:29.520>about <00:12:29.620>a <00:12:29.720>thousand <00:12:29.820>data <00:12:29.920>centers <00:12:30.020>on <00:12:30.120>a <00:12:30.220>layer <00:12:30.320>2 <00:12:30.420>network <00:12:30.520>which

00:12:32.389 --> 00:12:32.399 align:start position:0%
<00:12:32.389>data <00:12:32.390>centers <00:12:32.391>on <00:12:32.392>a <00:12:32.394>layer <00:12:32.395>2 <00:12:32.396>network <00:12:32.398>which

00:12:32.399 --> 00:12:36.069 align:start position:0%
<00:12:32.399>data <00:12:32.492>centers <00:12:32.585>on <00:12:32.679>a <00:12:32.772>layer <00:12:32.865>2 <00:12:32.959>network <00:12:33.052>which <00:12:33.145>allows <00:12:33.239>you <00:12:33.332>to <00:12:33.425>span <00:12:33.519>your <00:12:33.612>HPCs <00:12:33.705>not <00:12:33.799>just

00:12:36.069 --> 00:12:36.079 align:start position:0%
<00:12:36.069>allows <00:12:36.070>you <00:12:36.071>to <00:12:36.072>span <00:12:36.074>your <00:12:36.075>HPCs <00:12:36.076>not <00:12:36.078>just

00:12:36.079 --> 00:12:38.470 align:start position:0%
<00:12:36.079>allows <00:12:36.172>you <00:12:36.265>to <00:12:36.358>span <00:12:36.452>your <00:12:36.545>HPCs <00:12:36.638>not <00:12:36.732>just <00:12:36.825>from <00:12:36.919>on <00:12:37.012>premise <00:12:37.105>but <00:12:37.199>to <00:12:37.292>the <00:12:37.385>cloud <00:12:37.478>within

00:12:38.470 --> 00:12:38.480 align:start position:0%
<00:12:38.470>from <00:12:38.471>on <00:12:38.472>premise <00:12:38.473>but <00:12:38.475>to <00:12:38.476>the <00:12:38.477>cloud <00:12:38.479>within

00:12:38.480 --> 00:12:40.949 align:start position:0%
<00:12:38.480>from <00:12:38.573>on <00:12:38.666>premise <00:12:38.760>but <00:12:38.853>to <00:12:38.946>the <00:12:39.040>cloud <00:12:39.133>within <00:12:39.226>a <00:12:39.320>few <00:12:39.413>clicks. <00:12:39.506>So <00:12:39.600>if <00:12:39.693>you <00:12:39.786>have <00:12:39.880>an

00:12:40.949 --> 00:12:40.959 align:start position:0%
<00:12:40.949>a <00:12:40.950>few <00:12:40.951>clicks. <00:12:40.952>So <00:12:40.954>if <00:12:40.955>you <00:12:40.956>have <00:12:40.958>an

00:12:40.959 --> 00:12:44.470 align:start position:0%
<00:12:40.959>a <00:12:41.066>few <00:12:41.174>clicks. <00:12:41.282>So <00:12:41.389>if <00:12:41.497>you <00:12:41.605>have <00:12:41.712>an <00:12:41.820>on-remise <00:12:41.928>HPC <00:12:42.035>you <00:12:42.143>might <00:12:42.251>have <00:12:42.359>probably

00:12:44.470 --> 00:12:44.480 align:start position:0%
<00:12:44.470>on-remise <00:12:44.471>HPC <00:12:44.473>you <00:12:44.475>might <00:12:44.477>have <00:12:44.479>probably

00:12:44.480 --> 00:12:47.670 align:start position:0%
<00:12:44.480>on-remise <00:12:44.596>HPC <00:12:44.713>you <00:12:44.830>might <00:12:44.946>have <00:12:45.063>probably <00:12:45.180>old <00:12:45.296>GPUs <00:12:45.413>or <00:12:45.530>maybe <00:12:45.646>no <00:12:45.763>GPUs <00:12:45.880>available.

00:12:47.670 --> 00:12:47.680 align:start position:0%
<00:12:47.670>old <00:12:47.671>GPUs <00:12:47.673>or <00:12:47.674>maybe <00:12:47.675>no <00:12:47.677>GPUs <00:12:47.679>available.

00:12:47.680 --> 00:12:49.350 align:start position:0%
<00:12:47.680>old <00:12:47.787>GPUs <00:12:47.895>or <00:12:48.003>maybe <00:12:48.110>no <00:12:48.218>GPUs <00:12:48.326>available. <00:12:48.433>keeping <00:12:48.541>your <00:12:48.649>data <00:12:48.756>where <00:12:48.864>it <00:12:48.972>is <00:12:49.079>but

00:12:49.350 --> 00:12:49.360 align:start position:0%
<00:12:49.350>keeping <00:12:49.351>your <00:12:49.353>data <00:12:49.354>where <00:12:49.356>it <00:12:49.357>is <00:12:49.359>but

00:12:49.360 --> 00:12:52.710 align:start position:0%
<00:12:49.360>keeping <00:12:49.467>your <00:12:49.575>data <00:12:49.683>where <00:12:49.790>it <00:12:49.898>is <00:12:50.006>but <00:12:50.113>accessing <00:12:50.221>GPUs <00:12:50.329>across <00:12:50.436>the <00:12:50.544>cloud <00:12:50.652>is <00:12:50.760>where

00:12:52.710 --> 00:12:52.720 align:start position:0%
<00:12:52.710>accessing <00:12:52.711>GPUs <00:12:52.713>across <00:12:52.714>the <00:12:52.716>cloud <00:12:52.717>is <00:12:52.719>where

00:12:52.720 --> 00:12:55.430 align:start position:0%
<00:12:52.720>accessing <00:12:52.860>GPUs <00:12:53.000>across <00:12:53.140>the <00:12:53.280>cloud <00:12:53.420>is <00:12:53.560>where <00:12:53.700>our <00:12:53.840>expertise <00:12:53.980>came <00:12:54.120>in

00:12:55.430 --> 00:12:55.440 align:start position:0%
<00:12:55.430>our <00:12:55.433>expertise <00:12:55.436>came <00:12:55.439>in

00:12:55.440 --> 00:12:58.389 align:start position:0%
<00:12:55.440>our <00:12:55.595>expertise <00:12:55.751>came <00:12:55.906>in <00:12:56.062>and <00:12:56.217>everything <00:12:56.373>we <00:12:56.528>do <00:12:56.684>happens <00:12:56.840>on

00:12:58.389 --> 00:12:58.399 align:start position:0%
<00:12:58.389>and <00:12:58.390>everything <00:12:58.392>we <00:12:58.394>do <00:12:58.396>happens <00:12:58.398>on

00:12:58.399 --> 00:12:59.990 align:start position:0%
<00:12:58.399>and <00:12:58.632>everything <00:12:58.865>we <00:12:59.099>do <00:12:59.332>happens <00:12:59.565>on <00:12:59.799>Kubernetes

00:12:59.990 --> 00:13:00.000 align:start position:0%
Kubernetes

00:13:00.000 --> 00:13:02.310 align:start position:0%
<00:13:00.000>Kubernetes <00:13:00.175>and <00:13:00.350>we <00:13:00.525>are <00:13:00.700>able <00:13:00.875>to <00:13:01.050>achieve <00:13:01.225>latencies <00:13:01.400>of

00:13:02.310 --> 00:13:02.320 align:start position:0%
<00:13:02.310>and <00:13:02.311>we <00:13:02.312>are <00:13:02.313>able <00:13:02.315>to <00:13:02.316>achieve <00:13:02.317>latencies <00:13:02.319>of

00:13:02.320 --> 00:13:04.710 align:start position:0%
<00:13:02.320>and <00:13:02.413>we <00:13:02.506>are <00:13:02.600>able <00:13:02.693>to <00:13:02.786>achieve <00:13:02.880>latencies <00:13:02.973>of <00:13:03.066>less <00:13:03.160>than <00:13:03.253>uh <00:13:03.346>5 <00:13:03.440>to <00:13:03.533>15 <00:13:03.626>milliseconds <00:13:03.720>if

00:13:04.710 --> 00:13:04.720 align:start position:0%
<00:13:04.710>less <00:13:04.711>than <00:13:04.712>uh <00:13:04.713>5 <00:13:04.715>to <00:13:04.716>15 <00:13:04.717>milliseconds <00:13:04.719>if

00:13:04.720 --> 00:13:06.310 align:start position:0%
<00:13:04.720>less <00:13:04.813>than <00:13:04.906>uh <00:13:05.000>5 <00:13:05.093>to <00:13:05.186>15 <00:13:05.280>milliseconds <00:13:05.373>if <00:13:05.466>you're <00:13:05.560>in <00:13:05.653>the <00:13:05.746>same <00:13:05.840>region <00:13:05.933>say <00:13:06.026>if <00:13:06.120>you're

00:13:06.310 --> 00:13:06.320 align:start position:0%
<00:13:06.310>you're <00:13:06.311>in <00:13:06.312>the <00:13:06.313>same <00:13:06.315>region <00:13:06.316>say <00:13:06.317>if <00:13:06.319>you're

00:13:06.320 --> 00:13:09.110 align:start position:0%
<00:13:06.320>you're <00:13:06.407>in <00:13:06.495>the <00:13:06.582>same <00:13:06.670>region <00:13:06.757>say <00:13:06.845>if <00:13:06.932>you're <00:13:07.020>in <00:13:07.107>the <00:13:07.195>UK <00:13:07.282>uh <00:13:07.370>we <00:13:07.457>can <00:13:07.545>access <00:13:07.632>GPU <00:13:07.720>compute

00:13:09.110 --> 00:13:09.120 align:start position:0%
<00:13:09.110>in <00:13:09.111>the <00:13:09.112>UK <00:13:09.113>uh <00:13:09.114>we <00:13:09.115>can <00:13:09.116>access <00:13:09.117>GPU <00:13:09.119>compute

00:13:09.120 --> 00:13:12.069 align:start position:0%
<00:13:09.120>in <00:13:09.202>the <00:13:09.284>UK <00:13:09.367>uh <00:13:09.449>we <00:13:09.531>can <00:13:09.614>access <00:13:09.696>GPU <00:13:09.778>compute <00:13:09.861>from <00:13:09.943>any <00:13:10.025>of <00:13:10.108>the <00:13:10.190>providers <00:13:10.272>in <00:13:10.355>UK <00:13:10.437>and <00:13:10.520>we

00:13:12.069 --> 00:13:12.079 align:start position:0%
<00:13:12.069>from <00:13:12.070>any <00:13:12.071>of <00:13:12.072>the <00:13:12.073>providers <00:13:12.074>in <00:13:12.075>UK <00:13:12.076>and <00:13:12.078>we

00:13:12.079 --> 00:13:14.230 align:start position:0%
<00:13:12.079>from <00:13:12.166>any <00:13:12.253>of <00:13:12.341>the <00:13:12.429>providers <00:13:12.516>in <00:13:12.603>UK <00:13:12.691>and <00:13:12.779>we <00:13:12.866>can <00:13:12.954>pull <00:13:13.041>that <00:13:13.128>compute <00:13:13.216>on <00:13:13.304>your <00:13:13.391>on <00:13:13.478>premise

00:13:14.230 --> 00:13:14.240 align:start position:0%
<00:13:14.230>can <00:13:14.231>pull <00:13:14.232>that <00:13:14.233>compute <00:13:14.235>on <00:13:14.236>your <00:13:14.237>on <00:13:14.239>premise

00:13:14.240 --> 00:13:16.230 align:start position:0%
<00:13:14.240>can <00:13:14.347>pull <00:13:14.455>that <00:13:14.563>compute <00:13:14.670>on <00:13:14.778>your <00:13:14.886>on <00:13:14.993>premise <00:13:15.101>infrastructure <00:13:15.209>within <00:13:15.316>a <00:13:15.424>few <00:13:15.532>minutes <00:13:15.640>and

00:13:16.230 --> 00:13:16.240 align:start position:0%
<00:13:16.230>infrastructure <00:13:16.231>within <00:13:16.233>a <00:13:16.235>few <00:13:16.237>minutes <00:13:16.239>and

00:13:16.240 --> 00:13:18.790 align:start position:0%
<00:13:16.240>infrastructure <00:13:16.347>within <00:13:16.455>a <00:13:16.563>few <00:13:16.670>minutes <00:13:16.778>and <00:13:16.886>you <00:13:16.993>can <00:13:17.101>achieve <00:13:17.209>bandwidths <00:13:17.316>of <00:13:17.424>up <00:13:17.532>to <00:13:17.640>400

00:13:18.790 --> 00:13:18.800 align:start position:0%
<00:13:18.790>you <00:13:18.791>can <00:13:18.792>achieve <00:13:18.793>bandwidths <00:13:18.795>of <00:13:18.796>up <00:13:18.797>to <00:13:18.799>400

00:13:18.800 --> 00:13:21.030 align:start position:0%
<00:13:18.800>you <00:13:18.916>can <00:13:19.033>achieve <00:13:19.150>bandwidths <00:13:19.266>of <00:13:19.383>up <00:13:19.500>to <00:13:19.616>400 <00:13:19.733>gigs. <00:13:19.849>That's <00:13:19.966>really <00:13:20.083>important. <00:13:20.199>Uh

00:13:21.030 --> 00:13:21.040 align:start position:0%
<00:13:21.030>gigs. <00:13:21.032>That's <00:13:21.034>really <00:13:21.036>important. <00:13:21.039>Uh

00:13:21.040 --> 00:13:22.310 align:start position:0%
<00:13:21.040>gigs. <00:13:21.154>That's <00:13:21.268>really <00:13:21.382>important. <00:13:21.497>Uh <00:13:21.611>especially <00:13:21.725>when <00:13:21.840>you <00:13:21.954>have <00:13:22.068>data <00:13:22.183>on

00:13:22.310 --> 00:13:22.320 align:start position:0%
<00:13:22.310>especially <00:13:22.311>when <00:13:22.313>you <00:13:22.315>have <00:13:22.317>data <00:13:22.319>on

00:13:22.320 --> 00:13:24.310 align:start position:0%
<00:13:22.320>especially <00:13:22.427>when <00:13:22.535>you <00:13:22.643>have <00:13:22.750>data <00:13:22.858>on <00:13:22.966>premise, <00:13:23.073>the <00:13:23.181>data <00:13:23.289>needs <00:13:23.396>to <00:13:23.504>talk <00:13:23.612>to <00:13:23.720>the

00:13:24.310 --> 00:13:24.320 align:start position:0%
<00:13:24.310>premise, <00:13:24.311>the <00:13:24.312>data <00:13:24.313>needs <00:13:24.315>to <00:13:24.316>talk <00:13:24.317>to <00:13:24.319>the

00:13:24.320 --> 00:13:26.629 align:start position:0%
<00:13:24.320>premise, <00:13:24.407>the <00:13:24.495>data <00:13:24.582>needs <00:13:24.670>to <00:13:24.757>talk <00:13:24.845>to <00:13:24.932>the <00:13:25.020>GPUs <00:13:25.107>on <00:13:25.195>the <00:13:25.282>fly <00:13:25.370>and <00:13:25.457>that <00:13:25.545>needs <00:13:25.632>to <00:13:25.720>be

00:13:26.629 --> 00:13:26.639 align:start position:0%
<00:13:26.629>GPUs <00:13:26.630>on <00:13:26.631>the <00:13:26.632>fly <00:13:26.633>and <00:13:26.634>that <00:13:26.635>needs <00:13:26.636>to <00:13:26.638>be

00:13:26.639 --> 00:13:29.269 align:start position:0%
<00:13:26.639>GPUs <00:13:26.739>on <00:13:26.839>the <00:13:26.939>fly <00:13:27.039>and <00:13:27.139>that <00:13:27.239>needs <00:13:27.339>to <00:13:27.439>be <00:13:27.539>extremely <00:13:27.639>quick. <00:13:27.739>Sometimes <00:13:27.839>we <00:13:27.939>use <00:13:28.039>dark

00:13:29.269 --> 00:13:29.279 align:start position:0%
<00:13:29.269>extremely <00:13:29.270>quick. <00:13:29.272>Sometimes <00:13:29.274>we <00:13:29.276>use <00:13:29.278>dark

00:13:29.279 --> 00:13:32.629 align:start position:0%
<00:13:29.279>extremely <00:13:29.386>quick. <00:13:29.494>Sometimes <00:13:29.602>we <00:13:29.709>use <00:13:29.817>dark <00:13:29.925>fiber <00:13:30.032>uh <00:13:30.140>for <00:13:30.248>HPCs. <00:13:30.355>And <00:13:30.463>then <00:13:30.571>again, <00:13:30.679>you

00:13:32.629 --> 00:13:32.639 align:start position:0%
<00:13:32.629>fiber <00:13:32.630>uh <00:13:32.631>for <00:13:32.632>HPCs. <00:13:32.634>And <00:13:32.635>then <00:13:32.636>again, <00:13:32.638>you

00:13:32.639 --> 00:13:36.230 align:start position:0%
<00:13:32.639>fiber <00:13:32.794>uh <00:13:32.950>for <00:13:33.105>HPCs. <00:13:33.261>And <00:13:33.416>then <00:13:33.572>again, <00:13:33.727>you <00:13:33.883>have <00:13:34.039>privacy.

00:13:36.240 --> 00:13:37.590 align:start position:0%
<00:13:36.240>Now, <00:13:36.442>if <00:13:36.645>you're <00:13:36.847>a <00:13:37.050>researcher, <00:13:37.252>this <00:13:37.455>will

00:13:37.590 --> 00:13:37.600 align:start position:0%
<00:13:37.590>Now, <00:13:37.591>if <00:13:37.593>you're <00:13:37.594>a <00:13:37.596>researcher, <00:13:37.597>this <00:13:37.599>will

00:13:37.600 --> 00:13:40.389 align:start position:0%
<00:13:37.600>Now, <00:13:37.716>if <00:13:37.833>you're <00:13:37.950>a <00:13:38.066>researcher, <00:13:38.183>this <00:13:38.300>will <00:13:38.416>be <00:13:38.533>really <00:13:38.650>interesting. <00:13:38.766>Um <00:13:38.883>you <00:13:39.000>probably

00:13:40.389 --> 00:13:40.399 align:start position:0%
<00:13:40.389>be <00:13:40.390>really <00:13:40.392>interesting. <00:13:40.394>Um <00:13:40.396>you <00:13:40.398>probably

00:13:40.399 --> 00:13:41.910 align:start position:0%
<00:13:40.399>be <00:13:40.522>really <00:13:40.646>interesting. <00:13:40.769>Um <00:13:40.893>you <00:13:41.017>probably <00:13:41.140>don't <00:13:41.264>know <00:13:41.388>much <00:13:41.511>about <00:13:41.635>Kubernetes. <00:13:41.758>You

00:13:41.910 --> 00:13:41.920 align:start position:0%
<00:13:41.910>don't <00:13:41.911>know <00:13:41.913>much <00:13:41.915>about <00:13:41.917>Kubernetes. <00:13:41.919>You

00:13:41.920 --> 00:13:44.870 align:start position:0%
<00:13:41.920>don't <00:13:42.020>know <00:13:42.120>much <00:13:42.219>about <00:13:42.319>Kubernetes. <00:13:42.420>You <00:13:42.520>don't <00:13:42.620>have <00:13:42.719>to. <00:13:42.819>uh <00:13:42.920>but <00:13:43.020>we <00:13:43.120>are <00:13:43.219>now <00:13:43.319>capable

00:13:44.870 --> 00:13:44.880 align:start position:0%
<00:13:44.870>don't <00:13:44.871>have <00:13:44.872>to. <00:13:44.873>uh <00:13:44.874>but <00:13:44.875>we <00:13:44.876>are <00:13:44.877>now <00:13:44.879>capable

00:13:44.880 --> 00:13:47.110 align:start position:0%
<00:13:44.880>don't <00:13:44.973>have <00:13:45.066>to. <00:13:45.160>uh <00:13:45.253>but <00:13:45.346>we <00:13:45.439>are <00:13:45.533>now <00:13:45.626>capable <00:13:45.720>of <00:13:45.813>spinning <00:13:45.906>up <00:13:46.000>bare <00:13:46.093>metal <00:13:46.186>clusters <00:13:46.280>in

00:13:47.110 --> 00:13:47.120 align:start position:0%
<00:13:47.110>of <00:13:47.111>spinning <00:13:47.113>up <00:13:47.114>bare <00:13:47.116>metal <00:13:47.117>clusters <00:13:47.119>in

00:13:47.120 --> 00:13:49.430 align:start position:0%
<00:13:47.120>of <00:13:47.220>spinning <00:13:47.320>up <00:13:47.420>bare <00:13:47.520>metal <00:13:47.620>clusters <00:13:47.720>in <00:13:47.820>less <00:13:47.920>than <00:13:48.020>60 <00:13:48.120>seconds <00:13:48.220>and <00:13:48.320>you <00:13:48.420>can <00:13:48.520>scale

00:13:49.430 --> 00:13:49.440 align:start position:0%
<00:13:49.430>less <00:13:49.431>than <00:13:49.432>60 <00:13:49.433>seconds <00:13:49.435>and <00:13:49.436>you <00:13:49.437>can <00:13:49.439>scale

00:13:49.440 --> 00:13:51.910 align:start position:0%
<00:13:49.440>less <00:13:49.540>than <00:13:49.640>60 <00:13:49.740>seconds <00:13:49.840>and <00:13:49.940>you <00:13:50.040>can <00:13:50.140>scale <00:13:50.240>those <00:13:50.340>nodes <00:13:50.440>across <00:13:50.540>multi <00:13:50.640>cloud <00:13:50.740>as <00:13:50.840>well

00:13:51.910 --> 00:13:51.920 align:start position:0%
<00:13:51.910>those <00:13:51.911>nodes <00:13:51.913>across <00:13:51.914>multi <00:13:51.915>cloud <00:13:51.917>as <00:13:51.919>well

00:13:51.920 --> 00:13:54.230 align:start position:0%
<00:13:51.920>those <00:13:52.036>nodes <00:13:52.153>across <00:13:52.270>multi <00:13:52.386>cloud <00:13:52.503>as <00:13:52.620>well <00:13:52.736>in <00:13:52.853>multi-reions. <00:13:52.969>So <00:13:53.086>sometimes <00:13:53.203>you <00:13:53.319>have

00:13:54.230 --> 00:13:54.240 align:start position:0%
<00:13:54.230>in <00:13:54.231>multi-reions. <00:13:54.233>So <00:13:54.235>sometimes <00:13:54.237>you <00:13:54.239>have

00:13:54.240 --> 00:13:56.150 align:start position:0%
<00:13:54.240>in <00:13:54.367>multi-reions. <00:13:54.494>So <00:13:54.621>sometimes <00:13:54.749>you <00:13:54.876>have <00:13:55.003>research <00:13:55.130>going <00:13:55.258>on <00:13:55.385>in <00:13:55.512>different <00:13:55.640>countries

00:13:56.150 --> 00:13:56.160 align:start position:0%
<00:13:56.150>research <00:13:56.151>going <00:13:56.153>on <00:13:56.155>in <00:13:56.157>different <00:13:56.159>countries

00:13:56.160 --> 00:13:57.910 align:start position:0%
<00:13:56.160>research <00:13:56.260>going <00:13:56.360>on <00:13:56.459>in <00:13:56.560>different <00:13:56.660>countries <00:13:56.760>if <00:13:56.860>you <00:13:56.959>want <00:13:57.060>to <00:13:57.160>spin <00:13:57.260>up <00:13:57.360>compute <00:13:57.459>and <00:13:57.560>if

00:13:57.910 --> 00:13:57.920 align:start position:0%
<00:13:57.910>if <00:13:57.911>you <00:13:57.912>want <00:13:57.913>to <00:13:57.914>spin <00:13:57.915>up <00:13:57.916>compute <00:13:57.917>and <00:13:57.919>if

00:13:57.920 --> 00:14:00.710 align:start position:0%
<00:13:57.920>if <00:13:58.013>you <00:13:58.106>want <00:13:58.199>to <00:13:58.293>spin <00:13:58.386>up <00:13:58.479>compute <00:13:58.573>and <00:13:58.666>if <00:13:58.760>your <00:13:58.853>compliance <00:13:58.946>allows <00:13:59.040>you <00:13:59.133>you <00:13:59.226>can <00:13:59.319>spin

00:14:00.710 --> 00:14:00.720 align:start position:0%
<00:14:00.710>your <00:14:00.711>compliance <00:14:00.713>allows <00:14:00.714>you <00:14:00.716>you <00:14:00.717>can <00:14:00.719>spin

00:14:00.720 --> 00:14:02.310 align:start position:0%
<00:14:00.720>your <00:14:00.820>compliance <00:14:00.920>allows <00:14:01.020>you <00:14:01.120>you <00:14:01.220>can <00:14:01.320>spin <00:14:01.420>up <00:14:01.520>compute <00:14:01.620>in <00:14:01.720>the <00:14:01.820>UK <00:14:01.920>and <00:14:02.020>scale <00:14:02.120>them

00:14:02.310 --> 00:14:02.320 align:start position:0%
<00:14:02.310>up <00:14:02.311>compute <00:14:02.312>in <00:14:02.313>the <00:14:02.315>UK <00:14:02.316>and <00:14:02.317>scale <00:14:02.319>them

00:14:02.320 --> 00:14:05.189 align:start position:0%
<00:14:02.320>up <00:14:02.420>compute <00:14:02.520>in <00:14:02.620>the <00:14:02.720>UK <00:14:02.820>and <00:14:02.920>scale <00:14:03.020>them <00:14:03.120>across <00:14:03.220>into <00:14:03.320>Germany <00:14:03.420>as <00:14:03.520>well <00:14:03.620>for <00:14:03.720>example

00:14:05.189 --> 00:14:05.199 align:start position:0%
<00:14:05.189>across <00:14:05.190>into <00:14:05.192>Germany <00:14:05.193>as <00:14:05.194>well <00:14:05.196>for <00:14:05.198>example

00:14:05.199 --> 00:14:08.230 align:start position:0%
<00:14:05.199>across <00:14:05.299>into <00:14:05.399>Germany <00:14:05.498>as <00:14:05.598>well <00:14:05.699>for <00:14:05.799>example <00:14:05.899>and <00:14:05.998>then <00:14:06.098>once <00:14:06.199>your <00:14:06.299>clusters <00:14:06.399>are <00:14:06.498>ready <00:14:06.598>we

00:14:08.230 --> 00:14:08.240 align:start position:0%
<00:14:08.230>and <00:14:08.231>then <00:14:08.232>once <00:14:08.233>your <00:14:08.235>clusters <00:14:08.236>are <00:14:08.237>ready <00:14:08.239>we

00:14:08.240 --> 00:14:10.470 align:start position:0%
<00:14:08.240>and <00:14:08.356>then <00:14:08.473>once <00:14:08.590>your <00:14:08.706>clusters <00:14:08.823>are <00:14:08.940>ready <00:14:09.056>we <00:14:09.173>have <00:14:09.290>sandbox <00:14:09.406>environments <00:14:09.523>using <00:14:09.640>multi

00:14:10.470 --> 00:14:10.480 align:start position:0%
<00:14:10.470>have <00:14:10.472>sandbox <00:14:10.474>environments <00:14:10.476>using <00:14:10.479>multi

00:14:10.480 --> 00:14:12.389 align:start position:0%
<00:14:10.480>have <00:14:10.635>sandbox <00:14:10.791>environments <00:14:10.946>using <00:14:11.102>multi <00:14:11.257>microVMs <00:14:11.413>and <00:14:11.568>that's <00:14:11.724>really <00:14:11.880>important

00:14:12.389 --> 00:14:12.399 align:start position:0%
<00:14:12.389>microVMs <00:14:12.391>and <00:14:12.393>that's <00:14:12.395>really <00:14:12.398>important

00:14:12.399 --> 00:14:14.870 align:start position:0%
<00:14:12.399>microVMs <00:14:12.539>and <00:14:12.679>that's <00:14:12.819>really <00:14:12.959>important <00:14:13.099>because <00:14:13.239>everybody <00:14:13.379>is <00:14:13.519>using <00:14:13.659>unsecure <00:14:13.799>code

00:14:14.870 --> 00:14:14.880 align:start position:0%
<00:14:14.870>because <00:14:14.871>everybody <00:14:14.873>is <00:14:14.875>using <00:14:14.877>unsecure <00:14:14.879>code

00:14:14.880 --> 00:14:17.269 align:start position:0%
<00:14:14.880>because <00:14:14.996>everybody <00:14:15.113>is <00:14:15.230>using <00:14:15.346>unsecure <00:14:15.463>code <00:14:15.580>everybody <00:14:15.696>tries <00:14:15.813>to <00:14:15.930>do <00:14:16.046>agentic <00:14:16.163>stuff <00:14:16.280>and

00:14:17.269 --> 00:14:17.279 align:start position:0%
<00:14:17.269>everybody <00:14:17.270>tries <00:14:17.272>to <00:14:17.273>do <00:14:17.275>agentic <00:14:17.276>stuff <00:14:17.278>and

00:14:17.279 --> 00:14:19.350 align:start position:0%
<00:14:17.279>everybody <00:14:17.386>tries <00:14:17.494>to <00:14:17.602>do <00:14:17.709>agentic <00:14:17.817>stuff <00:14:17.925>and <00:14:18.032>if <00:14:18.140>you're <00:14:18.248>a <00:14:18.355>researcher <00:14:18.463>usually <00:14:18.571>it <00:14:18.679>would

00:14:19.350 --> 00:14:19.360 align:start position:0%
<00:14:19.350>if <00:14:19.351>you're <00:14:19.353>a <00:14:19.354>researcher <00:14:19.356>usually <00:14:19.357>it <00:14:19.359>would

00:14:19.360 --> 00:14:21.269 align:start position:0%
<00:14:19.360>if <00:14:19.460>you're <00:14:19.560>a <00:14:19.660>researcher <00:14:19.760>usually <00:14:19.860>it <00:14:19.960>would <00:14:20.060>be <00:14:20.160>a <00:14:20.260>bottleneck <00:14:20.360>so <00:14:20.460>we're <00:14:20.560>trying <00:14:20.660>to <00:14:20.760>see

00:14:21.269 --> 00:14:21.279 align:start position:0%
<00:14:21.269>be <00:14:21.270>a <00:14:21.271>bottleneck <00:14:21.272>so <00:14:21.274>we're <00:14:21.275>trying <00:14:21.276>to <00:14:21.278>see

00:14:21.279 --> 00:14:22.949 align:start position:0%
<00:14:21.279>be <00:14:21.454>a <00:14:21.629>bottleneck <00:14:21.804>so <00:14:21.979>we're <00:14:22.154>trying <00:14:22.329>to <00:14:22.504>see <00:14:22.679>how

00:14:22.949 --> 00:14:22.959 align:start position:0%
how

00:14:22.959 --> 00:14:26.310 align:start position:0%
<00:14:22.959>how <00:14:23.133>We <00:14:23.309>give <00:14:23.483>the <00:14:23.659>power <00:14:23.834>of <00:14:24.008>research. <00:14:24.184>How <00:14:24.358>can

00:14:26.310 --> 00:14:26.320 align:start position:0%
<00:14:26.310>We <00:14:26.311>give <00:14:26.312>the <00:14:26.313>power <00:14:26.315>of <00:14:26.316>research. <00:14:26.317>How <00:14:26.319>can

00:14:26.320 --> 00:14:29.189 align:start position:0%
<00:14:26.320>We <00:14:26.427>give <00:14:26.535>the <00:14:26.643>power <00:14:26.750>of <00:14:26.858>research. <00:14:26.966>How <00:14:27.073>can <00:14:27.181>researchers <00:14:27.289>use <00:14:27.396>tools <00:14:27.504>without <00:14:27.612>the <00:14:27.720>IT

00:14:29.189 --> 00:14:29.199 align:start position:0%
<00:14:29.189>researchers <00:14:29.190>use <00:14:29.192>tools <00:14:29.194>without <00:14:29.196>the <00:14:29.198>IT

00:14:29.199 --> 00:14:31.430 align:start position:0%
<00:14:29.199>researchers <00:14:29.339>use <00:14:29.478>tools <00:14:29.618>without <00:14:29.758>the <00:14:29.899>IT <00:14:30.039>bottlenecks <00:14:30.179>with <00:14:30.319>complete <00:14:30.459>freedom. <00:14:30.598>You

00:14:31.430 --> 00:14:31.440 align:start position:0%
<00:14:31.430>bottlenecks <00:14:31.432>with <00:14:31.434>complete <00:14:31.436>freedom. <00:14:31.439>You

00:14:31.440 --> 00:14:33.509 align:start position:0%
<00:14:31.440>bottlenecks <00:14:31.567>with <00:14:31.694>complete <00:14:31.821>freedom. <00:14:31.949>You <00:14:32.076>all <00:14:32.203>need <00:14:32.330>to <00:14:32.458>try <00:14:32.585>things <00:14:32.712>out, <00:14:32.840>install

00:14:33.509 --> 00:14:33.519 align:start position:0%
<00:14:33.509>all <00:14:33.510>need <00:14:33.512>to <00:14:33.513>try <00:14:33.515>things <00:14:33.516>out, <00:14:33.518>install

00:14:33.519 --> 00:14:35.670 align:start position:0%
<00:14:33.519>all <00:14:33.612>need <00:14:33.705>to <00:14:33.799>try <00:14:33.892>things <00:14:33.985>out, <00:14:34.079>install <00:14:34.172>things <00:14:34.265>not <00:14:34.359>just <00:14:34.452>on <00:14:34.545>your <00:14:34.639>laptop <00:14:34.732>but <00:14:34.825>in <00:14:34.919>a

00:14:35.670 --> 00:14:35.680 align:start position:0%
<00:14:35.670>things <00:14:35.671>not <00:14:35.672>just <00:14:35.673>on <00:14:35.674>your <00:14:35.675>laptop <00:14:35.676>but <00:14:35.677>in <00:14:35.679>a

00:14:35.680 --> 00:14:37.350 align:start position:0%
<00:14:35.680>things <00:14:35.787>not <00:14:35.895>just <00:14:36.003>on <00:14:36.110>your <00:14:36.218>laptop <00:14:36.326>but <00:14:36.433>in <00:14:36.541>a <00:14:36.649>very <00:14:36.756>scalable <00:14:36.864>environment <00:14:36.972>which <00:14:37.079>is

00:14:37.350 --> 00:14:37.360 align:start position:0%
<00:14:37.350>very <00:14:37.352>scalable <00:14:37.354>environment <00:14:37.356>which <00:14:37.359>is

00:14:37.360 --> 00:14:40.150 align:start position:0%
<00:14:37.360>very <00:14:37.515>scalable <00:14:37.671>environment <00:14:37.826>which <00:14:37.982>is <00:14:38.137>completely <00:14:38.293>secure <00:14:38.448>and <00:14:38.604>wouldn't <00:14:38.760>affect

00:14:40.150 --> 00:14:40.160 align:start position:0%
<00:14:40.150>completely <00:14:40.152>secure <00:14:40.154>and <00:14:40.156>wouldn't <00:14:40.159>affect

00:14:40.160 --> 00:14:42.629 align:start position:0%
<00:14:40.160>completely <00:14:40.393>secure <00:14:40.626>and <00:14:40.860>wouldn't <00:14:41.093>affect <00:14:41.326>anybody <00:14:41.560>else.

00:14:42.629 --> 00:14:42.639 align:start position:0%
<00:14:42.629>anybody <00:14:42.638>else.

00:14:42.639 --> 00:14:45.990 align:start position:0%
<00:14:42.639>anybody <00:14:42.794>else. <00:14:42.950>So <00:14:43.105>at <00:14:43.261>Imperial <00:14:43.416>we <00:14:43.572>have <00:14:43.727>um <00:14:43.883>uh <00:14:44.039>a

00:14:45.990 --> 00:14:46.000 align:start position:0%
<00:14:45.990>So <00:14:45.991>at <00:14:45.992>Imperial <00:14:45.993>we <00:14:45.995>have <00:14:45.996>um <00:14:45.997>uh <00:14:45.999>a

00:14:46.000 --> 00:14:47.350 align:start position:0%
<00:14:46.000>So <00:14:46.110>at <00:14:46.220>Imperial <00:14:46.331>we <00:14:46.441>have <00:14:46.552>um <00:14:46.662>uh <00:14:46.773>a <00:14:46.883>collaboration <00:14:46.994>between <00:14:47.104>lots <00:14:47.215>of

00:14:47.350 --> 00:14:47.360 align:start position:0%
<00:14:47.350>collaboration <00:14:47.353>between <00:14:47.356>lots <00:14:47.359>of

00:14:47.360 --> 00:14:50.389 align:start position:0%
<00:14:47.360>collaboration <00:14:47.515>between <00:14:47.671>lots <00:14:47.826>of <00:14:47.982>universities <00:14:48.137>using <00:14:48.293>our <00:14:48.448>platform <00:14:48.604>uh <00:14:48.760>with

00:14:50.389 --> 00:14:50.399 align:start position:0%
<00:14:50.389>universities <00:14:50.390>using <00:14:50.392>our <00:14:50.394>platform <00:14:50.396>uh <00:14:50.398>with

00:14:50.399 --> 00:14:53.430 align:start position:0%
<00:14:50.399>universities <00:14:50.506>using <00:14:50.614>our <00:14:50.722>platform <00:14:50.829>uh <00:14:50.937>with <00:14:51.045>tens <00:14:51.152>of <00:14:51.260>GPUs <00:14:51.368>uh <00:14:51.475>on <00:14:51.583>premise <00:14:51.691>and <00:14:51.799>the

00:14:53.430 --> 00:14:53.440 align:start position:0%
<00:14:53.430>tens <00:14:53.431>of <00:14:53.432>GPUs <00:14:53.433>uh <00:14:53.435>on <00:14:53.436>premise <00:14:53.437>and <00:14:53.439>the

00:14:53.440 --> 00:14:55.030 align:start position:0%
<00:14:53.440>tens <00:14:53.540>of <00:14:53.640>GPUs <00:14:53.740>uh <00:14:53.840>on <00:14:53.940>premise <00:14:54.040>and <00:14:54.140>the <00:14:54.240>interesting <00:14:54.340>thing <00:14:54.440>is <00:14:54.540>they <00:14:54.640>can <00:14:54.740>get <00:14:54.840>burst

00:14:55.030 --> 00:14:55.040 align:start position:0%
<00:14:55.030>interesting <00:14:55.031>thing <00:14:55.033>is <00:14:55.034>they <00:14:55.036>can <00:14:55.037>get <00:14:55.039>burst

00:14:55.040 --> 00:14:57.110 align:start position:0%
<00:14:55.040>interesting <00:14:55.140>thing <00:14:55.240>is <00:14:55.339>they <00:14:55.439>can <00:14:55.540>get <00:14:55.640>burst <00:14:55.740>out <00:14:55.839>to <00:14:55.939>the <00:14:56.040>clouds <00:14:56.140>within <00:14:56.240>a <00:14:56.339>few <00:14:56.439>minutes

00:14:57.110 --> 00:14:57.120 align:start position:0%
<00:14:57.110>out <00:14:57.111>to <00:14:57.112>the <00:14:57.113>clouds <00:14:57.115>within <00:14:57.116>a <00:14:57.117>few <00:14:57.119>minutes

00:14:57.120 --> 00:14:59.030 align:start position:0%
<00:14:57.120>out <00:14:57.213>to <00:14:57.306>the <00:14:57.400>clouds <00:14:57.493>within <00:14:57.586>a <00:14:57.680>few <00:14:57.773>minutes <00:14:57.866>if <00:14:57.960>they <00:14:58.053>run <00:14:58.146>out <00:14:58.240>of <00:14:58.333>capacity. <00:14:58.426>So <00:14:58.520>we're

00:14:59.030 --> 00:14:59.040 align:start position:0%
<00:14:59.030>if <00:14:59.031>they <00:14:59.032>run <00:14:59.033>out <00:14:59.035>of <00:14:59.036>capacity. <00:14:59.037>So <00:14:59.039>we're

00:14:59.040 --> 00:15:01.269 align:start position:0%
<00:14:59.040>if <00:14:59.133>they <00:14:59.226>run <00:14:59.319>out <00:14:59.413>of <00:14:59.506>capacity. <00:14:59.599>So <00:14:59.693>we're <00:14:59.786>trying <00:14:59.880>to <00:14:59.973>see <00:15:00.066>how <00:15:00.160>there <00:15:00.253>should <00:15:00.346>be <00:15:00.439>no

00:15:01.269 --> 00:15:01.279 align:start position:0%
<00:15:01.269>trying <00:15:01.270>to <00:15:01.271>see <00:15:01.272>how <00:15:01.274>there <00:15:01.275>should <00:15:01.276>be <00:15:01.278>no

00:15:01.279 --> 00:15:04.389 align:start position:0%
<00:15:01.279>trying <00:15:01.372>to <00:15:01.465>see <00:15:01.559>how <00:15:01.652>there <00:15:01.745>should <00:15:01.839>be <00:15:01.932>no <00:15:02.025>cues <00:15:02.119>for <00:15:02.212>researchers. <00:15:02.305>If <00:15:02.399>you <00:15:02.492>want <00:15:02.585>to <00:15:02.679>hit

00:15:04.389 --> 00:15:04.399 align:start position:0%
<00:15:04.389>cues <00:15:04.390>for <00:15:04.391>researchers. <00:15:04.392>If <00:15:04.394>you <00:15:04.395>want <00:15:04.396>to <00:15:04.398>hit

00:15:04.399 --> 00:15:07.189 align:start position:0%
<00:15:04.399>cues <00:15:04.492>for <00:15:04.585>researchers. <00:15:04.679>If <00:15:04.772>you <00:15:04.865>want <00:15:04.959>to <00:15:05.052>hit <00:15:05.145>train <00:15:05.239>it <00:15:05.332>should <00:15:05.425>be <00:15:05.519>done <00:15:05.612>within <00:15:05.705>a <00:15:05.799>few

00:15:07.189 --> 00:15:07.199 align:start position:0%
<00:15:07.189>train <00:15:07.190>it <00:15:07.191>should <00:15:07.192>be <00:15:07.194>done <00:15:07.195>within <00:15:07.196>a <00:15:07.198>few

00:15:07.199 --> 00:15:09.350 align:start position:0%
<00:15:07.199>train <00:15:07.299>it <00:15:07.399>should <00:15:07.498>be <00:15:07.598>done <00:15:07.699>within <00:15:07.799>a <00:15:07.899>few <00:15:07.998>minutes <00:15:08.098>not <00:15:08.199>waiting <00:15:08.299>3 <00:15:08.399>days <00:15:08.498>until <00:15:08.598>the

00:15:09.350 --> 00:15:09.360 align:start position:0%
<00:15:09.350>minutes <00:15:09.351>not <00:15:09.353>waiting <00:15:09.354>3 <00:15:09.356>days <00:15:09.357>until <00:15:09.359>the

00:15:09.360 --> 00:15:13.110 align:start position:0%
<00:15:09.360>minutes <00:15:09.500>not <00:15:09.640>waiting <00:15:09.780>3 <00:15:09.920>days <00:15:10.060>until <00:15:10.200>the <00:15:10.340>slurm <00:15:10.480>quue <00:15:10.620>is <00:15:10.760>gone.

00:15:13.120 --> 00:15:16.470 align:start position:0%
<00:15:13.120>researchers <00:15:13.470>obviously <00:15:13.820>have <00:15:14.170>not <00:15:14.520>just

00:15:16.470 --> 00:15:16.480 align:start position:0%
<00:15:16.470>researchers <00:15:16.472>obviously <00:15:16.474>have <00:15:16.476>not <00:15:16.479>just

00:15:16.480 --> 00:15:18.629 align:start position:0%
<00:15:16.480>researchers <00:15:16.635>obviously <00:15:16.791>have <00:15:16.946>not <00:15:17.102>just <00:15:17.257>access <00:15:17.413>to <00:15:17.568>Jupyter <00:15:17.724>notebook. <00:15:17.880>Um,

00:15:18.629 --> 00:15:18.639 align:start position:0%
<00:15:18.629>access <00:15:18.631>to <00:15:18.633>Jupyter <00:15:18.635>notebook. <00:15:18.638>Um,

00:15:18.639 --> 00:15:21.750 align:start position:0%
<00:15:18.639>access <00:15:18.794>to <00:15:18.950>Jupyter <00:15:19.105>notebook. <00:15:19.261>Um, <00:15:19.416>everybody <00:15:19.572>should <00:15:19.727>have <00:15:19.883>access <00:15:20.039>to

00:15:21.750 --> 00:15:21.760 align:start position:0%
<00:15:21.750>everybody <00:15:21.752>should <00:15:21.754>have <00:15:21.756>access <00:15:21.759>to

00:15:21.760 --> 00:15:23.590 align:start position:0%
<00:15:21.760>everybody <00:15:21.887>should <00:15:22.014>have <00:15:22.141>access <00:15:22.269>to <00:15:22.396>different <00:15:22.523>types <00:15:22.650>of <00:15:22.778>databases. <00:15:22.905>Like <00:15:23.032>I <00:15:23.160>was

00:15:23.590 --> 00:15:23.600 align:start position:0%
<00:15:23.590>different <00:15:23.591>types <00:15:23.593>of <00:15:23.594>databases. <00:15:23.596>Like <00:15:23.597>I <00:15:23.599>was

00:15:23.600 --> 00:15:25.189 align:start position:0%
<00:15:23.600>different <00:15:23.716>types <00:15:23.833>of <00:15:23.950>databases. <00:15:24.066>Like <00:15:24.183>I <00:15:24.300>was <00:15:24.416>mentioning <00:15:24.533>when <00:15:24.650>you <00:15:24.766>have <00:15:24.883>different <00:15:25.000>data

00:15:25.189 --> 00:15:25.199 align:start position:0%
<00:15:25.189>mentioning <00:15:25.190>when <00:15:25.192>you <00:15:25.194>have <00:15:25.196>different <00:15:25.198>data

00:15:25.199 --> 00:15:27.910 align:start position:0%
<00:15:25.199>mentioning <00:15:25.326>when <00:15:25.453>you <00:15:25.580>have <00:15:25.708>different <00:15:25.835>data <00:15:25.962>sets, <00:15:26.089>different <00:15:26.217>data <00:15:26.344>types <00:15:26.471>for <00:15:26.598>different

00:15:27.910 --> 00:15:27.920 align:start position:0%
<00:15:27.910>sets, <00:15:27.911>different <00:15:27.913>data <00:15:27.915>types <00:15:27.917>for <00:15:27.919>different

00:15:27.920 --> 00:15:29.829 align:start position:0%
<00:15:27.920>sets, <00:15:28.153>different <00:15:28.386>data <00:15:28.620>types <00:15:28.853>for <00:15:29.086>different <00:15:29.319>research.

00:15:29.829 --> 00:15:29.839 align:start position:0%
research.

00:15:29.839 --> 00:15:32.389 align:start position:0%
<00:15:29.839>research. <00:15:30.072>Having <00:15:30.305>access <00:15:30.539>to <00:15:30.772>a <00:15:31.005>marketplace <00:15:31.238>of

00:15:32.389 --> 00:15:32.399 align:start position:0%
<00:15:32.389>Having <00:15:32.390>access <00:15:32.392>to <00:15:32.394>a <00:15:32.396>marketplace <00:15:32.398>of

00:15:32.399 --> 00:15:34.710 align:start position:0%
<00:15:32.399>Having <00:15:32.539>access <00:15:32.679>to <00:15:32.819>a <00:15:32.959>marketplace <00:15:33.099>of <00:15:33.239>databases <00:15:33.379>is <00:15:33.519>extremely <00:15:33.659>important. <00:15:33.799>You

00:15:34.710 --> 00:15:34.720 align:start position:0%
<00:15:34.710>databases <00:15:34.712>is <00:15:34.714>extremely <00:15:34.716>important. <00:15:34.719>You

00:15:34.720 --> 00:15:38.949 align:start position:0%
<00:15:34.720>databases <00:15:34.827>is <00:15:34.935>extremely <00:15:35.043>important. <00:15:35.150>You <00:15:35.258>can <00:15:35.366>spin <00:15:35.473>up <00:15:35.581>cube <00:15:35.689>flow <00:15:35.796>and <00:15:35.904>get <00:15:36.012>access <00:15:36.120>to

00:15:38.949 --> 00:15:38.959 align:start position:0%
<00:15:38.949>can <00:15:38.950>spin <00:15:38.951>up <00:15:38.952>cube <00:15:38.953>flow <00:15:38.954>and <00:15:38.955>get <00:15:38.956>access <00:15:38.958>to

00:15:38.959 --> 00:15:43.829 align:start position:0%
<00:15:38.959>can <00:15:39.052>spin <00:15:39.145>up <00:15:39.239>cube <00:15:39.332>flow <00:15:39.425>and <00:15:39.519>get <00:15:39.612>access <00:15:39.705>to <00:15:39.799>hugging <00:15:39.892>face <00:15:39.985>models <00:15:40.079>and <00:15:40.172>serve <00:15:40.265>them <00:15:40.359>using

00:15:43.829 --> 00:15:43.839 align:start position:0%
<00:15:43.829>hugging <00:15:43.830>face <00:15:43.832>models <00:15:43.833>and <00:15:43.834>serve <00:15:43.836>them <00:15:43.838>using

00:15:43.839 --> 00:15:46.150 align:start position:0%
<00:15:43.839>hugging <00:15:43.946>face <00:15:44.054>models <00:15:44.162>and <00:15:44.269>serve <00:15:44.377>them <00:15:44.485>using <00:15:44.592>rayer <00:15:44.700>within <00:15:44.808>the <00:15:44.915>clusters <00:15:45.023>for <00:15:45.131>your <00:15:45.238>other

00:15:46.150 --> 00:15:46.160 align:start position:0%
<00:15:46.150>rayer <00:15:46.151>within <00:15:46.153>the <00:15:46.154>clusters <00:15:46.156>for <00:15:46.157>your <00:15:46.159>other

00:15:46.160 --> 00:15:47.910 align:start position:0%
<00:15:46.160>rayer <00:15:46.276>within <00:15:46.393>the <00:15:46.510>clusters <00:15:46.626>for <00:15:46.743>your <00:15:46.860>other <00:15:46.976>researchers <00:15:47.093>as <00:15:47.209>well. <00:15:47.326>Does <00:15:47.443>anybody <00:15:47.560>know

00:15:47.910 --> 00:15:47.920 align:start position:0%
<00:15:47.910>researchers <00:15:47.911>as <00:15:47.913>well. <00:15:47.915>Does <00:15:47.917>anybody <00:15:47.919>know

00:15:47.920 --> 00:15:51.430 align:start position:0%
<00:15:47.920>researchers <00:15:48.060>as <00:15:48.199>well. <00:15:48.339>Does <00:15:48.479>anybody <00:15:48.620>know <00:15:48.760>cubeflow <00:15:48.900>here? <00:15:49.040>Yeah, <00:15:49.180>a <00:15:49.319>few.

00:15:51.430 --> 00:15:51.440 align:start position:0%
<00:15:51.430>cubeflow <00:15:51.432>here? <00:15:51.434>Yeah, <00:15:51.436>a <00:15:51.439>few.

00:15:51.440 --> 00:15:53.990 align:start position:0%
<00:15:51.440>cubeflow <00:15:51.556>here? <00:15:51.673>Yeah, <00:15:51.790>a <00:15:51.906>few. <00:15:52.023>And <00:15:52.140>there <00:15:52.256>are <00:15:52.373>lots <00:15:52.490>of <00:15:52.606>things <00:15:52.723>in <00:15:52.840>cubeflow

00:15:53.990 --> 00:15:54.000 align:start position:0%
<00:15:53.990>And <00:15:53.991>there <00:15:53.992>are <00:15:53.993>lots <00:15:53.995>of <00:15:53.996>things <00:15:53.997>in <00:15:53.999>cubeflow

00:15:54.000 --> 00:15:56.710 align:start position:0%
<00:15:54.000>And <00:15:54.116>there <00:15:54.233>are <00:15:54.350>lots <00:15:54.466>of <00:15:54.583>things <00:15:54.700>in <00:15:54.816>cubeflow <00:15:54.933>I <00:15:55.050>can <00:15:55.166>discuss <00:15:55.283>later. <00:15:55.400>But

00:15:56.710 --> 00:15:56.720 align:start position:0%
<00:15:56.710>I <00:15:56.712>can <00:15:56.714>discuss <00:15:56.716>later. <00:15:56.719>But

00:15:56.720 --> 00:15:58.790 align:start position:0%
<00:15:56.720>I <00:15:56.860>can <00:15:57.000>discuss <00:15:57.140>later. <00:15:57.280>But <00:15:57.420>knowing <00:15:57.560>what <00:15:57.700>serverless <00:15:57.840>functions <00:15:57.980>are <00:15:58.120>is

00:15:58.790 --> 00:15:58.800 align:start position:0%
<00:15:58.790>knowing <00:15:58.791>what <00:15:58.793>serverless <00:15:58.795>functions <00:15:58.797>are <00:15:58.799>is

00:15:58.800 --> 00:16:01.590 align:start position:0%
<00:15:58.800>knowing <00:15:58.916>what <00:15:59.033>serverless <00:15:59.150>functions <00:15:59.266>are <00:15:59.383>is <00:15:59.500>extremely <00:15:59.616>important <00:15:59.733>as <00:15:59.849>well. <00:15:59.966>If <00:16:00.083>you're <00:16:00.199>a

00:16:01.590 --> 00:16:01.600 align:start position:0%
<00:16:01.590>extremely <00:16:01.591>important <00:16:01.593>as <00:16:01.594>well. <00:16:01.596>If <00:16:01.597>you're <00:16:01.599>a

00:16:01.600 --> 00:16:03.509 align:start position:0%
<00:16:01.600>extremely <00:16:01.716>important <00:16:01.833>as <00:16:01.950>well. <00:16:02.066>If <00:16:02.183>you're <00:16:02.300>a <00:16:02.416>researcher, <00:16:02.533>you <00:16:02.650>would <00:16:02.766>end <00:16:02.883>up <00:16:03.000>doing

00:16:03.509 --> 00:16:03.519 align:start position:0%
<00:16:03.509>researcher, <00:16:03.510>you <00:16:03.512>would <00:16:03.514>end <00:16:03.516>up <00:16:03.518>doing

00:16:03.519 --> 00:16:06.310 align:start position:0%
<00:16:03.519>researcher, <00:16:03.635>you <00:16:03.752>would <00:16:03.869>end <00:16:03.985>up <00:16:04.102>doing <00:16:04.219>everything <00:16:04.335>in <00:16:04.452>a <00:16:04.569>Jupyter <00:16:04.685>notebook <00:16:04.802>or <00:16:04.919>two.

00:16:06.310 --> 00:16:06.320 align:start position:0%
<00:16:06.310>everything <00:16:06.311>in <00:16:06.313>a <00:16:06.314>Jupyter <00:16:06.316>notebook <00:16:06.317>or <00:16:06.319>two.

00:16:06.320 --> 00:16:08.550 align:start position:0%
<00:16:06.320>everything <00:16:06.420>in <00:16:06.520>a <00:16:06.620>Jupyter <00:16:06.720>notebook <00:16:06.820>or <00:16:06.920>two. <00:16:07.020>That's <00:16:07.120>now <00:16:07.220>it's <00:16:07.320>not <00:16:07.420>how <00:16:07.520>you <00:16:07.620>can <00:16:07.720>scale.

00:16:08.550 --> 00:16:08.560 align:start position:0%
<00:16:08.550>That's <00:16:08.551>now <00:16:08.552>it's <00:16:08.553>not <00:16:08.555>how <00:16:08.556>you <00:16:08.557>can <00:16:08.559>scale.

00:16:08.560 --> 00:16:10.310 align:start position:0%
<00:16:08.560>That's <00:16:08.676>now <00:16:08.793>it's <00:16:08.910>not <00:16:09.026>how <00:16:09.143>you <00:16:09.260>can <00:16:09.376>scale. <00:16:09.493>So <00:16:09.609>understanding <00:16:09.726>how <00:16:09.843>serless <00:16:09.959>functions

00:16:10.310 --> 00:16:10.320 align:start position:0%
<00:16:10.310>So <00:16:10.312>understanding <00:16:10.314>how <00:16:10.316>serless <00:16:10.319>functions

00:16:10.320 --> 00:16:12.150 align:start position:0%
<00:16:10.320>So <00:16:10.460>understanding <00:16:10.600>how <00:16:10.740>serless <00:16:10.880>functions <00:16:11.020>work <00:16:11.160>is <00:16:11.300>also <00:16:11.440>extremely <00:16:11.580>important <00:16:11.720>for

00:16:12.150 --> 00:16:12.160 align:start position:0%
<00:16:12.150>work <00:16:12.151>is <00:16:12.153>also <00:16:12.155>extremely <00:16:12.157>important <00:16:12.159>for

00:16:12.160 --> 00:16:13.910 align:start position:0%
<00:16:12.160>work <00:16:12.276>is <00:16:12.393>also <00:16:12.510>extremely <00:16:12.626>important <00:16:12.743>for <00:16:12.860>your <00:16:12.976>research. <00:16:13.093>If <00:16:13.209>you <00:16:13.326>have <00:16:13.443>a <00:16:13.560>function

00:16:13.910 --> 00:16:13.920 align:start position:0%
<00:16:13.910>your <00:16:13.911>research. <00:16:13.913>If <00:16:13.914>you <00:16:13.915>have <00:16:13.917>a <00:16:13.919>function

00:16:13.920 --> 00:16:15.910 align:start position:0%
<00:16:13.920>your <00:16:14.036>research. <00:16:14.153>If <00:16:14.270>you <00:16:14.386>have <00:16:14.503>a <00:16:14.620>function <00:16:14.736>that <00:16:14.853>could <00:16:14.969>be <00:16:15.086>utilized <00:16:15.203>between <00:16:15.319>different

00:16:15.910 --> 00:16:15.920 align:start position:0%
<00:16:15.910>that <00:16:15.911>could <00:16:15.913>be <00:16:15.915>utilized <00:16:15.917>between <00:16:15.919>different

00:16:15.920 --> 00:16:18.550 align:start position:0%
<00:16:15.920>that <00:16:16.047>could <00:16:16.174>be <00:16:16.301>utilized <00:16:16.429>between <00:16:16.556>different <00:16:16.683>uh <00:16:16.810>research <00:16:16.938>groups, <00:16:17.065>that <00:16:17.192>should <00:16:17.319>be

00:16:18.550 --> 00:16:18.560 align:start position:0%
<00:16:18.550>uh <00:16:18.551>research <00:16:18.553>groups, <00:16:18.555>that <00:16:18.557>should <00:16:18.559>be

00:16:18.560 --> 00:16:22.150 align:start position:0%
<00:16:18.560>uh <00:16:18.734>research <00:16:18.910>groups, <00:16:19.084>that <00:16:19.260>should <00:16:19.435>be <00:16:19.609>modular <00:16:19.785>and <00:16:19.959>unified.

00:16:22.150 --> 00:16:22.160 align:start position:0%
<00:16:22.150>modular <00:16:22.154>and <00:16:22.159>unified.

00:16:22.160 --> 00:16:24.550 align:start position:0%
<00:16:22.160>modular <00:16:22.300>and <00:16:22.439>unified. <00:16:22.579>U <00:16:22.719>here <00:16:22.860>is <00:16:23.000>the <00:16:23.140>analytic <00:16:23.280>stack <00:16:23.420>that <00:16:23.560>people

00:16:24.550 --> 00:16:24.560 align:start position:0%
<00:16:24.550>U <00:16:24.551>here <00:16:24.552>is <00:16:24.553>the <00:16:24.555>analytic <00:16:24.556>stack <00:16:24.557>that <00:16:24.559>people

00:16:24.560 --> 00:16:26.470 align:start position:0%
<00:16:24.560>U <00:16:24.660>here <00:16:24.760>is <00:16:24.859>the <00:16:24.959>analytic <00:16:25.060>stack <00:16:25.160>that <00:16:25.260>people <00:16:25.359>normally <00:16:25.459>touch. <00:16:25.560>I <00:16:25.660>have <00:16:25.760>CubeFlow <00:16:25.859>right <00:16:25.959>at

00:16:26.470 --> 00:16:26.480 align:start position:0%
<00:16:26.470>normally <00:16:26.471>touch. <00:16:26.473>I <00:16:26.474>have <00:16:26.476>CubeFlow <00:16:26.477>right <00:16:26.479>at

00:16:26.480 --> 00:16:28.069 align:start position:0%
<00:16:26.480>normally <00:16:26.596>touch. <00:16:26.713>I <00:16:26.830>have <00:16:26.946>CubeFlow <00:16:27.063>right <00:16:27.180>at <00:16:27.296>the <00:16:27.413>top <00:16:27.530>because <00:16:27.646>it's <00:16:27.763>become <00:16:27.880>extremely

00:16:28.069 --> 00:16:28.079 align:start position:0%
<00:16:28.069>the <00:16:28.070>top <00:16:28.072>because <00:16:28.074>it's <00:16:28.076>become <00:16:28.078>extremely

00:16:28.079 --> 00:16:31.030 align:start position:0%
<00:16:28.079>the <00:16:28.206>top <00:16:28.333>because <00:16:28.460>it's <00:16:28.588>become <00:16:28.715>extremely <00:16:28.842>important <00:16:28.969>on <00:16:29.097>our <00:16:29.224>cluster <00:16:29.351>which <00:16:29.478>have

00:16:31.030 --> 00:16:31.040 align:start position:0%
<00:16:31.030>important <00:16:31.031>on <00:16:31.033>our <00:16:31.035>cluster <00:16:31.037>which <00:16:31.039>have

00:16:31.040 --> 00:16:32.949 align:start position:0%
<00:16:31.040>important <00:16:31.147>on <00:16:31.255>our <00:16:31.363>cluster <00:16:31.470>which <00:16:31.578>have <00:16:31.686>hundreds <00:16:31.793>of <00:16:31.901>users <00:16:32.009>using <00:16:32.116>it <00:16:32.224>and <00:16:32.332>and <00:16:32.439>it's

00:16:32.949 --> 00:16:32.959 align:start position:0%
<00:16:32.949>hundreds <00:16:32.950>of <00:16:32.951>users <00:16:32.952>using <00:16:32.954>it <00:16:32.955>and <00:16:32.956>and <00:16:32.958>it's

00:16:32.959 --> 00:16:35.509 align:start position:0%
<00:16:32.959>hundreds <00:16:33.041>of <00:16:33.123>users <00:16:33.206>using <00:16:33.288>it <00:16:33.370>and <00:16:33.453>and <00:16:33.535>it's <00:16:33.617>it <00:16:33.700>it <00:16:33.782>gives <00:16:33.864>you <00:16:33.947>a <00:16:34.029>lot <00:16:34.111>of <00:16:34.194>tooling <00:16:34.276>out <00:16:34.359>of

00:16:35.509 --> 00:16:35.519 align:start position:0%
<00:16:35.509>it <00:16:35.510>it <00:16:35.511>gives <00:16:35.512>you <00:16:35.513>a <00:16:35.514>lot <00:16:35.515>of <00:16:35.516>tooling <00:16:35.517>out <00:16:35.518>of

00:16:35.519 --> 00:16:40.870 align:start position:0%
<00:16:35.519>it <00:16:35.606>it <00:16:35.694>gives <00:16:35.781>you <00:16:35.869>a <00:16:35.956>lot <00:16:36.044>of <00:16:36.131>tooling <00:16:36.219>out <00:16:36.306>of <00:16:36.394>the <00:16:36.481>box <00:16:36.569>that <00:16:36.656>has <00:16:36.744>security <00:16:36.831>and <00:16:36.919>enclaved

00:16:40.870 --> 00:16:40.880 align:start position:0%
<00:16:40.870>the <00:16:40.871>box <00:16:40.873>that <00:16:40.874>has <00:16:40.876>security <00:16:40.877>and <00:16:40.879>enclaved

00:16:40.880 --> 00:16:43.430 align:start position:0%
<00:16:40.880>the <00:16:41.035>box <00:16:41.191>that <00:16:41.346>has <00:16:41.502>security <00:16:41.657>and <00:16:41.813>enclaved <00:16:41.968>environments <00:16:42.124>within <00:16:42.280>itself

00:16:43.430 --> 00:16:43.440 align:start position:0%
<00:16:43.430>environments <00:16:43.434>within <00:16:43.439>itself

00:16:43.440 --> 00:16:46.790 align:start position:0%
<00:16:43.440>environments <00:16:43.580>within <00:16:43.720>itself <00:16:43.860>and <00:16:44.000>coupling <00:16:44.140>that <00:16:44.280>with <00:16:44.420>sandboxes <00:16:44.560>is <00:16:44.700>is <00:16:44.840>a

00:16:46.790 --> 00:16:46.800 align:start position:0%
<00:16:46.790>and <00:16:46.791>coupling <00:16:46.792>that <00:16:46.793>with <00:16:46.795>sandboxes <00:16:46.796>is <00:16:46.797>is <00:16:46.799>a

00:16:46.800 --> 00:16:49.990 align:start position:0%
<00:16:46.800>and <00:16:46.974>coupling <00:16:47.150>that <00:16:47.324>with <00:16:47.500>sandboxes <00:16:47.675>is <00:16:47.849>is <00:16:48.025>a <00:16:48.199>charm.

00:16:50.000 --> 00:16:51.829 align:start position:0%
<00:16:50.000>GitHubs <00:16:50.350>when <00:16:50.700>you're <00:16:51.050>doing <00:16:51.400>githtops

00:16:51.829 --> 00:16:51.839 align:start position:0%
<00:16:51.829>GitHubs <00:16:51.831>when <00:16:51.833>you're <00:16:51.835>doing <00:16:51.838>githtops

00:16:51.839 --> 00:16:55.110 align:start position:0%
<00:16:51.839>GitHubs <00:16:51.994>when <00:16:52.150>you're <00:16:52.305>doing <00:16:52.461>githtops <00:16:52.616>getting <00:16:52.772>argo <00:16:52.927>workflows <00:16:53.083>apache <00:16:53.238>airflow

00:16:55.110 --> 00:16:55.120 align:start position:0%
<00:16:55.110>getting <00:16:55.112>argo <00:16:55.114>workflows <00:16:55.116>apache <00:16:55.119>airflow

00:16:55.120 --> 00:16:58.069 align:start position:0%
<00:16:55.120>getting <00:16:55.247>argo <00:16:55.374>workflows <00:16:55.501>apache <00:16:55.629>airflow <00:16:55.756>air <00:16:55.883>bite <00:16:56.010>might <00:16:56.138>not <00:16:56.265>mean <00:16:56.392>anything <00:16:56.520>if

00:16:58.069 --> 00:16:58.079 align:start position:0%
<00:16:58.069>air <00:16:58.070>bite <00:16:58.072>might <00:16:58.073>not <00:16:58.074>mean <00:16:58.076>anything <00:16:58.078>if

00:16:58.079 --> 00:17:00.710 align:start position:0%
<00:16:58.079>air <00:16:58.179>bite <00:16:58.279>might <00:16:58.378>not <00:16:58.478>mean <00:16:58.579>anything <00:16:58.679>if <00:16:58.779>you're <00:16:58.878>a <00:16:58.978>researcher <00:16:59.079>but <00:16:59.179>once <00:16:59.279>you <00:16:59.378>do <00:16:59.478>it

00:17:00.710 --> 00:17:00.720 align:start position:0%
<00:17:00.710>you're <00:17:00.711>a <00:17:00.712>researcher <00:17:00.713>but <00:17:00.715>once <00:17:00.716>you <00:17:00.717>do <00:17:00.719>it

00:17:00.720 --> 00:17:04.390 align:start position:0%
<00:17:00.720>you're <00:17:00.836>a <00:17:00.953>researcher <00:17:01.070>but <00:17:01.186>once <00:17:01.303>you <00:17:01.420>do <00:17:01.536>it <00:17:01.653>really <00:17:01.770>makes <00:17:01.886>your <00:17:02.003>life <00:17:02.120>easy

00:17:04.390 --> 00:17:04.400 align:start position:0%
<00:17:04.390>really <00:17:04.392>makes <00:17:04.394>your <00:17:04.396>life <00:17:04.399>easy

00:17:04.400 --> 00:17:05.990 align:start position:0%
<00:17:04.400>really <00:17:04.540>makes <00:17:04.680>your <00:17:04.820>life <00:17:04.960>easy <00:17:05.100>touching <00:17:05.240>a <00:17:05.380>little <00:17:05.520>bit <00:17:05.660>about <00:17:05.800>cubeflow

00:17:05.990 --> 00:17:06.000 align:start position:0%
<00:17:05.990>touching <00:17:05.991>a <00:17:05.993>little <00:17:05.995>bit <00:17:05.997>about <00:17:05.999>cubeflow

00:17:06.000 --> 00:17:11.029 align:start position:0%
<00:17:06.000>touching <00:17:06.107>a <00:17:06.215>little <00:17:06.323>bit <00:17:06.430>about <00:17:06.538>cubeflow <00:17:06.646>itself <00:17:06.753>uh <00:17:06.861>how <00:17:06.969>we <00:17:07.076>try <00:17:07.184>to <00:17:07.292>scale <00:17:07.400>within

00:17:11.029 --> 00:17:11.039 align:start position:0%
<00:17:11.029>itself <00:17:11.030>uh <00:17:11.031>how <00:17:11.032>we <00:17:11.034>try <00:17:11.035>to <00:17:11.036>scale <00:17:11.038>within

00:17:11.039 --> 00:17:14.069 align:start position:0%
<00:17:11.039>itself <00:17:11.146>uh <00:17:11.254>how <00:17:11.362>we <00:17:11.469>try <00:17:11.577>to <00:17:11.685>scale <00:17:11.792>within <00:17:11.900>Imperial <00:17:12.008>College <00:17:12.115>is <00:17:12.223>by <00:17:12.331>using <00:17:12.439>Q's

00:17:14.069 --> 00:17:14.079 align:start position:0%
<00:17:14.069>Imperial <00:17:14.070>College <00:17:14.072>is <00:17:14.074>by <00:17:14.076>using <00:17:14.078>Q's

00:17:14.079 --> 00:17:17.429 align:start position:0%
<00:17:14.079>Imperial <00:17:14.172>College <00:17:14.265>is <00:17:14.358>by <00:17:14.452>using <00:17:14.545>Q's <00:17:14.638>Q <00:17:14.732>with <00:17:14.825>a <00:17:14.918>K <00:17:15.012>you <00:17:15.105>can <00:17:15.198>search <00:17:15.292>it <00:17:15.385>out <00:17:15.479>uh

00:17:17.429 --> 00:17:17.439 align:start position:0%
<00:17:17.429>Q <00:17:17.430>with <00:17:17.431>a <00:17:17.432>K <00:17:17.433>you <00:17:17.434>can <00:17:17.435>search <00:17:17.436>it <00:17:17.437>out <00:17:17.438>uh

00:17:17.439 --> 00:17:20.710 align:start position:0%
<00:17:17.439>Q <00:17:17.532>with <00:17:17.625>a <00:17:17.719>K <00:17:17.812>you <00:17:17.905>can <00:17:17.999>search <00:17:18.092>it <00:17:18.185>out <00:17:18.279>uh <00:17:18.372>allows <00:17:18.465>us <00:17:18.559>to <00:17:18.652>have <00:17:18.745>different <00:17:18.839>kota

00:17:20.710 --> 00:17:20.720 align:start position:0%
<00:17:20.710>allows <00:17:20.711>us <00:17:20.713>to <00:17:20.715>have <00:17:20.717>different <00:17:20.719>kota

00:17:20.720 --> 00:17:22.949 align:start position:0%
<00:17:20.720>allows <00:17:20.875>us <00:17:21.031>to <00:17:21.186>have <00:17:21.342>different <00:17:21.497>kota <00:17:21.653>management <00:17:21.808>between <00:17:21.964>different <00:17:22.120>research

00:17:22.949 --> 00:17:22.959 align:start position:0%
<00:17:22.949>management <00:17:22.952>between <00:17:22.955>different <00:17:22.958>research

00:17:22.959 --> 00:17:25.669 align:start position:0%
<00:17:22.959>management <00:17:23.099>between <00:17:23.239>different <00:17:23.379>research <00:17:23.519>groups <00:17:23.659>within <00:17:23.799>the <00:17:23.939>same <00:17:24.079>institute. <00:17:24.219>So <00:17:24.359>if

00:17:25.669 --> 00:17:25.679 align:start position:0%
<00:17:25.669>groups <00:17:25.670>within <00:17:25.672>the <00:17:25.673>same <00:17:25.675>institute. <00:17:25.676>So <00:17:25.678>if

00:17:25.679 --> 00:17:28.630 align:start position:0%
<00:17:25.679>groups <00:17:25.772>within <00:17:25.865>the <00:17:25.959>same <00:17:26.052>institute. <00:17:26.145>So <00:17:26.239>if <00:17:26.332>your <00:17:26.425>research <00:17:26.519>group <00:17:26.612>has <00:17:26.705>uh <00:17:26.799>a <00:17:26.892>kota <00:17:26.985>of <00:17:27.079>10

00:17:28.630 --> 00:17:28.640 align:start position:0%
<00:17:28.630>your <00:17:28.631>research <00:17:28.632>group <00:17:28.633>has <00:17:28.634>uh <00:17:28.635>a <00:17:28.636>kota <00:17:28.637>of <00:17:28.639>10

00:17:28.640 --> 00:17:30.950 align:start position:0%
<00:17:28.640>your <00:17:28.727>research <00:17:28.815>group <00:17:28.902>has <00:17:28.990>uh <00:17:29.077>a <00:17:29.165>kota <00:17:29.252>of <00:17:29.340>10 <00:17:29.427>GPUs, <00:17:29.515>you <00:17:29.602>can <00:17:29.690>make <00:17:29.777>sure <00:17:29.865>you <00:17:29.952>always <00:17:30.040>have

00:17:30.950 --> 00:17:30.960 align:start position:0%
<00:17:30.950>GPUs, <00:17:30.951>you <00:17:30.952>can <00:17:30.953>make <00:17:30.955>sure <00:17:30.956>you <00:17:30.957>always <00:17:30.959>have

00:17:30.960 --> 00:17:34.230 align:start position:0%
<00:17:30.960>GPUs, <00:17:31.053>you <00:17:31.146>can <00:17:31.240>make <00:17:31.333>sure <00:17:31.426>you <00:17:31.520>always <00:17:31.613>have <00:17:31.706>access <00:17:31.800>to <00:17:31.893>them <00:17:31.986>rather <00:17:32.080>than <00:17:32.173>giving <00:17:32.266>you <00:17:32.360>a

00:17:34.230 --> 00:17:34.240 align:start position:0%
<00:17:34.230>access <00:17:34.231>to <00:17:34.232>them <00:17:34.233>rather <00:17:34.235>than <00:17:34.236>giving <00:17:34.237>you <00:17:34.239>a

00:17:34.240 --> 00:17:37.669 align:start position:0%
<00:17:34.240>access <00:17:34.340>to <00:17:34.440>them <00:17:34.540>rather <00:17:34.640>than <00:17:34.740>giving <00:17:34.840>you <00:17:34.940>a <00:17:35.040>slurm <00:17:35.140>based <00:17:35.240>approach <00:17:35.340>where <00:17:35.440>you're <00:17:35.540>put <00:17:35.640>in

00:17:37.669 --> 00:17:37.679 align:start position:0%
<00:17:37.669>slurm <00:17:37.670>based <00:17:37.672>approach <00:17:37.673>where <00:17:37.675>you're <00:17:37.676>put <00:17:37.678>in

00:17:37.679 --> 00:17:39.430 align:start position:0%
<00:17:37.679>slurm <00:17:37.786>based <00:17:37.894>approach <00:17:38.002>where <00:17:38.109>you're <00:17:38.217>put <00:17:38.325>in <00:17:38.432>a <00:17:38.540>big <00:17:38.648>pool <00:17:38.755>where <00:17:38.863>everybody's <00:17:38.971>trying <00:17:39.079>to

00:17:39.430 --> 00:17:39.440 align:start position:0%
<00:17:39.430>a <00:17:39.431>big <00:17:39.433>pool <00:17:39.434>where <00:17:39.436>everybody's <00:17:39.437>trying <00:17:39.439>to

00:17:39.440 --> 00:17:42.950 align:start position:0%
<00:17:39.440>a <00:17:39.522>big <00:17:39.604>pool <00:17:39.687>where <00:17:39.769>everybody's <00:17:39.851>trying <00:17:39.934>to <00:17:40.016>get <00:17:40.098>access <00:17:40.181>to <00:17:40.263>it. <00:17:40.345>So <00:17:40.428>it's <00:17:40.510>in <00:17:40.592>in <00:17:40.675>in <00:17:40.757>a <00:17:40.840>way

00:17:42.950 --> 00:17:42.960 align:start position:0%
<00:17:42.950>get <00:17:42.950>access <00:17:42.951>to <00:17:42.952>it. <00:17:42.953>So <00:17:42.954>it's <00:17:42.955>in <00:17:42.956>in <00:17:42.957>in <00:17:42.958>a <00:17:42.959>way

00:17:42.960 --> 00:17:46.150 align:start position:0%
<00:17:42.960>get <00:17:43.053>access <00:17:43.146>to <00:17:43.240>it. <00:17:43.333>So <00:17:43.426>it's <00:17:43.520>in <00:17:43.613>in <00:17:43.706>in <00:17:43.800>a <00:17:43.893>way <00:17:43.986>a <00:17:44.080>multi-tenency <00:17:44.173>within <00:17:44.266>the <00:17:44.360>kota

00:17:46.150 --> 00:17:46.160 align:start position:0%
<00:17:46.150>a <00:17:46.152>multi-tenency <00:17:46.154>within <00:17:46.156>the <00:17:46.159>kota

00:17:46.160 --> 00:17:50.789 align:start position:0%
<00:17:46.160>a <00:17:46.300>multi-tenency <00:17:46.440>within <00:17:46.580>the <00:17:46.720>kota <00:17:46.860>management <00:17:47.000>that <00:17:47.140>you <00:17:47.280>have <00:17:47.420>on <00:17:47.560>clusters.

00:17:50.799 --> 00:17:53.590 align:start position:0%
<00:17:50.799>when <00:17:50.999>you're <00:17:51.199>using <00:17:51.399>Q <00:17:51.599>uh <00:17:51.799>Qflow <00:17:51.999>has <00:17:52.199>trainer

00:17:53.590 --> 00:17:53.600 align:start position:0%
<00:17:53.590>when <00:17:53.591>you're <00:17:53.592>using <00:17:53.593>Q <00:17:53.595>uh <00:17:53.596>Qflow <00:17:53.597>has <00:17:53.599>trainer

00:17:53.600 --> 00:17:57.270 align:start position:0%
<00:17:53.600>when <00:17:53.693>you're <00:17:53.786>using <00:17:53.879>Q <00:17:53.973>uh <00:17:54.066>Qflow <00:17:54.159>has <00:17:54.253>trainer <00:17:54.346>a <00:17:54.439>trainer <00:17:54.533>V2 <00:17:54.626>uh <00:17:54.719>has <00:17:54.813>two <00:17:54.906>different <00:17:55.000>ways

00:17:57.270 --> 00:17:57.280 align:start position:0%
<00:17:57.270>a <00:17:57.271>trainer <00:17:57.272>V2 <00:17:57.273>uh <00:17:57.275>has <00:17:57.276>two <00:17:57.277>different <00:17:57.279>ways

00:17:57.280 --> 00:17:59.510 align:start position:0%
<00:17:57.280>a <00:17:57.373>trainer <00:17:57.466>V2 <00:17:57.560>uh <00:17:57.653>has <00:17:57.746>two <00:17:57.840>different <00:17:57.933>ways <00:17:58.026>of <00:17:58.120>accessing <00:17:58.213>the <00:17:58.306>queue. <00:17:58.399>Now <00:17:58.493>if <00:17:58.586>you <00:17:58.680>are

00:17:59.510 --> 00:17:59.520 align:start position:0%
<00:17:59.510>of <00:17:59.511>accessing <00:17:59.512>the <00:17:59.513>queue. <00:17:59.515>Now <00:17:59.516>if <00:17:59.517>you <00:17:59.519>are

00:17:59.520 --> 00:18:01.990 align:start position:0%
<00:17:59.520>of <00:17:59.620>accessing <00:17:59.720>the <00:17:59.820>queue. <00:17:59.920>Now <00:18:00.020>if <00:18:00.120>you <00:18:00.220>are <00:18:00.320>from <00:18:00.420>a <00:18:00.520>slurm <00:18:00.620>this <00:18:00.720>would <00:18:00.820>probably <00:18:00.920>make

00:18:01.990 --> 00:18:02.000 align:start position:0%
<00:18:01.990>from <00:18:01.991>a <00:18:01.993>slurm <00:18:01.994>this <00:18:01.996>would <00:18:01.997>probably <00:18:01.999>make

00:18:02.000 --> 00:18:05.510 align:start position:0%
<00:18:02.000>from <00:18:02.100>a <00:18:02.200>slurm <00:18:02.300>this <00:18:02.400>would <00:18:02.500>probably <00:18:02.600>make <00:18:02.700>sense <00:18:02.800>to <00:18:02.900>you <00:18:03.000>but <00:18:03.100>behind <00:18:03.200>the <00:18:03.300>scenes <00:18:03.400>this

00:18:05.510 --> 00:18:05.520 align:start position:0%
<00:18:05.510>sense <00:18:05.511>to <00:18:05.512>you <00:18:05.513>but <00:18:05.515>behind <00:18:05.516>the <00:18:05.517>scenes <00:18:05.519>this

00:18:05.520 --> 00:18:08.870 align:start position:0%
<00:18:05.520>sense <00:18:05.613>to <00:18:05.706>you <00:18:05.800>but <00:18:05.893>behind <00:18:05.986>the <00:18:06.080>scenes <00:18:06.173>this <00:18:06.266>is <00:18:06.360>all <00:18:06.453>using <00:18:06.546>uh <00:18:06.639>a <00:18:06.733>Kubernetes <00:18:06.826>cluster <00:18:06.920>on

00:18:08.870 --> 00:18:08.880 align:start position:0%
<00:18:08.870>is <00:18:08.871>all <00:18:08.872>using <00:18:08.873>uh <00:18:08.875>a <00:18:08.876>Kubernetes <00:18:08.877>cluster <00:18:08.879>on

00:18:08.880 --> 00:18:11.750 align:start position:0%
<00:18:08.880>is <00:18:08.973>all <00:18:09.066>using <00:18:09.160>uh <00:18:09.253>a <00:18:09.346>Kubernetes <00:18:09.440>cluster <00:18:09.533>on <00:18:09.626>bare <00:18:09.720>metals <00:18:09.813>eventually. <00:18:09.906>So <00:18:10.000>you <00:18:10.093>can <00:18:10.186>use <00:18:10.280>a

00:18:11.750 --> 00:18:11.760 align:start position:0%
<00:18:11.750>bare <00:18:11.751>metals <00:18:11.752>eventually. <00:18:11.753>So <00:18:11.755>you <00:18:11.756>can <00:18:11.757>use <00:18:11.759>a

00:18:11.760 --> 00:18:13.590 align:start position:0%
<00:18:11.760>bare <00:18:11.860>metals <00:18:11.960>eventually. <00:18:12.060>So <00:18:12.160>you <00:18:12.260>can <00:18:12.360>use <00:18:12.460>a <00:18:12.560>a <00:18:12.660>YAML <00:18:12.760>approach. <00:18:12.860>If <00:18:12.960>you <00:18:13.060>don't <00:18:13.160>know

00:18:13.590 --> 00:18:13.600 align:start position:0%
<00:18:13.590>a <00:18:13.591>YAML <00:18:13.592>approach. <00:18:13.594>If <00:18:13.596>you <00:18:13.597>don't <00:18:13.599>know

00:18:13.600 --> 00:18:16.710 align:start position:0%
<00:18:13.600>a <00:18:13.716>YAML <00:18:13.833>approach. <00:18:13.949>If <00:18:14.066>you <00:18:14.183>don't <00:18:14.300>know <00:18:14.416>Kubernetes, <00:18:14.533>then <00:18:14.649>you <00:18:14.766>can <00:18:14.883>probably <00:18:15.000>ignore

00:18:16.710 --> 00:18:16.720 align:start position:0%
<00:18:16.710>Kubernetes, <00:18:16.711>then <00:18:16.713>you <00:18:16.715>can <00:18:16.717>probably <00:18:16.719>ignore

00:18:16.720 --> 00:18:19.029 align:start position:0%
<00:18:16.720>Kubernetes, <00:18:16.820>then <00:18:16.920>you <00:18:17.020>can <00:18:17.120>probably <00:18:17.220>ignore <00:18:17.320>it. <00:18:17.420>But <00:18:17.520>you <00:18:17.620>have <00:18:17.720>to <00:18:17.820>use <00:18:17.920>cubectl <00:18:18.020>to <00:18:18.120>apply

00:18:19.029 --> 00:18:19.039 align:start position:0%
<00:18:19.029>it. <00:18:19.030>But <00:18:19.031>you <00:18:19.032>have <00:18:19.033>to <00:18:19.034>use <00:18:19.035>cubectl <00:18:19.036>to <00:18:19.038>apply

00:18:19.039 --> 00:18:21.110 align:start position:0%
<00:18:19.039>it. <00:18:19.139>But <00:18:19.239>you <00:18:19.339>have <00:18:19.439>to <00:18:19.539>use <00:18:19.639>cubectl <00:18:19.739>to <00:18:19.839>apply <00:18:19.939>this <00:18:20.039>within <00:18:20.139>your <00:18:20.239>VS <00:18:20.339>code <00:18:20.439>environment

00:18:21.110 --> 00:18:21.120 align:start position:0%
<00:18:21.110>this <00:18:21.111>within <00:18:21.113>your <00:18:21.115>VS <00:18:21.117>code <00:18:21.119>environment

00:18:21.120 --> 00:18:24.630 align:start position:0%
<00:18:21.120>this <00:18:21.236>within <00:18:21.353>your <00:18:21.469>VS <00:18:21.586>code <00:18:21.703>environment <00:18:21.820>running <00:18:21.936>inside <00:18:22.053>a <00:18:22.169>cubeflow <00:18:22.286>cluster <00:18:22.403>or <00:18:22.520>you

00:18:24.630 --> 00:18:24.640 align:start position:0%
<00:18:24.630>running <00:18:24.631>inside <00:18:24.633>a <00:18:24.634>cubeflow <00:18:24.636>cluster <00:18:24.637>or <00:18:24.639>you

00:18:24.640 --> 00:18:27.909 align:start position:0%
<00:18:24.640>running <00:18:24.740>inside <00:18:24.840>a <00:18:24.940>cubeflow <00:18:25.040>cluster <00:18:25.140>or <00:18:25.240>you <00:18:25.340>can <00:18:25.440>use <00:18:25.540>your <00:18:25.640>good <00:18:25.740>old <00:18:25.840>Python <00:18:25.940>SDK <00:18:26.040>like

00:18:27.909 --> 00:18:27.919 align:start position:0%
<00:18:27.909>can <00:18:27.910>use <00:18:27.911>your <00:18:27.912>good <00:18:27.914>old <00:18:27.915>Python <00:18:27.916>SDK <00:18:27.918>like

00:18:27.919 --> 00:18:30.390 align:start position:0%
<00:18:27.919>can <00:18:28.026>use <00:18:28.134>your <00:18:28.242>good <00:18:28.349>old <00:18:28.457>Python <00:18:28.565>SDK <00:18:28.672>like <00:18:28.780>every <00:18:28.888>researcher <00:18:28.995>does. <00:18:29.103>So <00:18:29.211>pip <00:18:29.319>install

00:18:30.390 --> 00:18:30.400 align:start position:0%
<00:18:30.390>every <00:18:30.391>researcher <00:18:30.393>does. <00:18:30.395>So <00:18:30.397>pip <00:18:30.399>install

00:18:30.400 --> 00:18:32.710 align:start position:0%
<00:18:30.400>every <00:18:30.507>researcher <00:18:30.615>does. <00:18:30.723>So <00:18:30.830>pip <00:18:30.938>install <00:18:31.046>Cubeflow <00:18:31.153>and <00:18:31.261>then <00:18:31.369>get <00:18:31.476>access <00:18:31.584>to <00:18:31.692>the <00:18:31.800>GPU

00:18:32.710 --> 00:18:32.720 align:start position:0%
<00:18:32.710>Cubeflow <00:18:32.711>and <00:18:32.712>then <00:18:32.713>get <00:18:32.715>access <00:18:32.716>to <00:18:32.717>the <00:18:32.719>GPU

00:18:32.720 --> 00:18:35.830 align:start position:0%
<00:18:32.720>Cubeflow <00:18:32.820>and <00:18:32.920>then <00:18:33.020>get <00:18:33.120>access <00:18:33.220>to <00:18:33.320>the <00:18:33.420>GPU <00:18:33.520>cluster. <00:18:33.620>But <00:18:33.720>if <00:18:33.820>your <00:18:33.920>GPU <00:18:34.020>cluster <00:18:34.120>is

00:18:35.830 --> 00:18:35.840 align:start position:0%
<00:18:35.830>cluster. <00:18:35.831>But <00:18:35.832>if <00:18:35.834>your <00:18:35.836>GPU <00:18:35.837>cluster <00:18:35.839>is

00:18:35.840 --> 00:18:37.830 align:start position:0%
<00:18:35.840>cluster. <00:18:35.956>But <00:18:36.073>if <00:18:36.189>your <00:18:36.306>GPU <00:18:36.423>cluster <00:18:36.540>is <00:18:36.656>using <00:18:36.773>make <00:18:36.889>configuration, <00:18:37.006>there <00:18:37.123>are <00:18:37.240>some

00:18:37.830 --> 00:18:37.840 align:start position:0%
<00:18:37.830>using <00:18:37.831>make <00:18:37.833>configuration, <00:18:37.835>there <00:18:37.837>are <00:18:37.839>some

00:18:37.840 --> 00:18:39.190 align:start position:0%
<00:18:37.840>using <00:18:37.941>make <00:18:38.042>configuration, <00:18:38.143>there <00:18:38.245>are <00:18:38.346>some <00:18:38.447>other <00:18:38.548>changes <00:18:38.650>that <00:18:38.751>you <00:18:38.852>would <00:18:38.953>have <00:18:39.055>to

00:18:39.190 --> 00:18:39.200 align:start position:0%
<00:18:39.190>other <00:18:39.191>changes <00:18:39.193>that <00:18:39.194>you <00:18:39.196>would <00:18:39.197>have <00:18:39.199>to

00:18:39.200 --> 00:18:41.430 align:start position:0%
<00:18:39.200>other <00:18:39.327>changes <00:18:39.454>that <00:18:39.581>you <00:18:39.709>would <00:18:39.836>have <00:18:39.963>to <00:18:40.090>make. <00:18:40.218>Obviously <00:18:40.345>understanding <00:18:40.472>those <00:18:40.600>is

00:18:41.430 --> 00:18:41.440 align:start position:0%
<00:18:41.430>make. <00:18:41.432>Obviously <00:18:41.434>understanding <00:18:41.436>those <00:18:41.439>is

00:18:41.440 --> 00:18:43.430 align:start position:0%
<00:18:41.440>make. <00:18:41.580>Obviously <00:18:41.720>understanding <00:18:41.860>those <00:18:42.000>is <00:18:42.140>is <00:18:42.280>extremely <00:18:42.420>key <00:18:42.560>before <00:18:42.700>you <00:18:42.840>start

00:18:43.430 --> 00:18:43.440 align:start position:0%
<00:18:43.430>is <00:18:43.431>extremely <00:18:43.433>key <00:18:43.435>before <00:18:43.437>you <00:18:43.439>start

00:18:43.440 --> 00:18:46.630 align:start position:0%
<00:18:43.440>is <00:18:43.556>extremely <00:18:43.673>key <00:18:43.790>before <00:18:43.906>you <00:18:44.023>start <00:18:44.140>running <00:18:44.256>u <00:18:44.373>you <00:18:44.490>know <00:18:44.606>large <00:18:44.723>larger <00:18:44.840>training

00:18:46.630 --> 00:18:46.640 align:start position:0%
<00:18:46.630>running <00:18:46.631>u <00:18:46.633>you <00:18:46.634>know <00:18:46.636>large <00:18:46.637>larger <00:18:46.639>training

00:18:46.640 --> 00:18:50.230 align:start position:0%
<00:18:46.640>running <00:18:46.747>u <00:18:46.855>you <00:18:46.963>know <00:18:47.070>large <00:18:47.178>larger <00:18:47.286>training <00:18:47.393>models <00:18:47.501>uh <00:18:47.609>on <00:18:47.716>your <00:18:47.824>cluster <00:18:47.932>and <00:18:48.040>accessing

00:18:50.230 --> 00:18:50.240 align:start position:0%
<00:18:50.230>models <00:18:50.231>uh <00:18:50.233>on <00:18:50.234>your <00:18:50.236>cluster <00:18:50.237>and <00:18:50.239>accessing

00:18:50.240 --> 00:18:53.350 align:start position:0%
<00:18:50.240>models <00:18:50.333>uh <00:18:50.426>on <00:18:50.520>your <00:18:50.613>cluster <00:18:50.706>and <00:18:50.800>accessing <00:18:50.893>the <00:18:50.986>MIG <00:18:51.080>GPU. <00:18:51.173>So <00:18:51.266>on <00:18:51.360>on <00:18:51.453>our <00:18:51.546>platform <00:18:51.640>what

00:18:53.350 --> 00:18:53.360 align:start position:0%
<00:18:53.350>the <00:18:53.351>MIG <00:18:53.352>GPU. <00:18:53.353>So <00:18:53.354>on <00:18:53.355>on <00:18:53.356>our <00:18:53.357>platform <00:18:53.359>what

00:18:53.360 --> 00:18:56.070 align:start position:0%
<00:18:53.360>the <00:18:53.467>MIG <00:18:53.575>GPU. <00:18:53.683>So <00:18:53.790>on <00:18:53.898>on <00:18:54.006>our <00:18:54.113>platform <00:18:54.221>what <00:18:54.329>we <00:18:54.436>try <00:18:54.544>to <00:18:54.652>do <00:18:54.760>is

00:18:56.070 --> 00:18:56.080 align:start position:0%
<00:18:56.070>we <00:18:56.072>try <00:18:56.074>to <00:18:56.076>do <00:18:56.079>is

00:18:56.080 --> 00:18:57.830 align:start position:0%
<00:18:56.080>we <00:18:56.235>try <00:18:56.391>to <00:18:56.546>do <00:18:56.702>is <00:18:56.857>remove <00:18:57.013>the <00:18:57.168>complexity <00:18:57.324>of <00:18:57.480>Kubernetes

00:18:57.830 --> 00:18:57.840 align:start position:0%
<00:18:57.830>remove <00:18:57.832>the <00:18:57.834>complexity <00:18:57.836>of <00:18:57.839>Kubernetes

00:18:57.840 --> 00:18:59.830 align:start position:0%
<00:18:57.840>remove <00:18:57.980>the <00:18:58.120>complexity <00:18:58.260>of <00:18:58.399>Kubernetes <00:18:58.540>completely <00:18:58.679>away <00:18:58.820>from <00:18:58.959>the <00:18:59.100>researchers <00:18:59.240>so

00:18:59.830 --> 00:18:59.840 align:start position:0%
<00:18:59.830>completely <00:18:59.831>away <00:18:59.833>from <00:18:59.835>the <00:18:59.837>researchers <00:18:59.839>so

00:18:59.840 --> 00:19:02.789 align:start position:0%
<00:18:59.840>completely <00:18:59.947>away <00:19:00.055>from <00:19:00.163>the <00:19:00.270>researchers <00:19:00.378>so <00:19:00.486>they <00:19:00.593>have <00:19:00.701>a <00:19:00.809>few <00:19:00.916>clicks <00:19:01.024>to <00:19:01.132>deploy <00:19:01.240>things.

00:19:02.789 --> 00:19:02.799 align:start position:0%
<00:19:02.789>they <00:19:02.790>have <00:19:02.791>a <00:19:02.792>few <00:19:02.794>clicks <00:19:02.795>to <00:19:02.796>deploy <00:19:02.798>things.

00:19:02.799 --> 00:19:04.390 align:start position:0%
<00:19:02.799>they <00:19:02.899>have <00:19:02.999>a <00:19:03.099>few <00:19:03.199>clicks <00:19:03.299>to <00:19:03.399>deploy <00:19:03.499>things. <00:19:03.599>Now <00:19:03.699>once <00:19:03.799>you're <00:19:03.899>in <00:19:03.999>within <00:19:04.099>your <00:19:04.199>notebook

00:19:04.390 --> 00:19:04.400 align:start position:0%
<00:19:04.390>Now <00:19:04.391>once <00:19:04.393>you're <00:19:04.394>in <00:19:04.396>within <00:19:04.397>your <00:19:04.399>notebook

00:19:04.400 --> 00:19:07.750 align:start position:0%
<00:19:04.400>Now <00:19:04.516>once <00:19:04.633>you're <00:19:04.750>in <00:19:04.866>within <00:19:04.983>your <00:19:05.100>notebook <00:19:05.216>you <00:19:05.333>have <00:19:05.450>access <00:19:05.566>to <00:19:05.683>a <00:19:05.800>diverse

00:19:07.750 --> 00:19:07.760 align:start position:0%
<00:19:07.750>you <00:19:07.751>have <00:19:07.753>access <00:19:07.755>to <00:19:07.757>a <00:19:07.759>diverse

00:19:07.760 --> 00:19:10.870 align:start position:0%
<00:19:07.760>you <00:19:07.915>have <00:19:08.071>access <00:19:08.226>to <00:19:08.382>a <00:19:08.537>diverse <00:19:08.693>click <00:19:08.848>and <00:19:09.004>deploy <00:19:09.160>databases

00:19:10.870 --> 00:19:10.880 align:start position:0%
<00:19:10.870>click <00:19:10.873>and <00:19:10.876>deploy <00:19:10.879>databases

00:19:10.880 --> 00:19:13.190 align:start position:0%
<00:19:10.880>click <00:19:11.020>and <00:19:11.160>deploy <00:19:11.300>databases <00:19:11.440>and <00:19:11.580>looking <00:19:11.720>at <00:19:11.860>these <00:19:12.000>databases <00:19:12.140>you <00:19:12.280>can

00:19:13.190 --> 00:19:13.200 align:start position:0%
<00:19:13.190>and <00:19:13.191>looking <00:19:13.193>at <00:19:13.194>these <00:19:13.196>databases <00:19:13.197>you <00:19:13.199>can

00:19:13.200 --> 00:19:15.430 align:start position:0%
<00:19:13.200>and <00:19:13.300>looking <00:19:13.400>at <00:19:13.500>these <00:19:13.600>databases <00:19:13.700>you <00:19:13.800>can <00:19:13.900>probably <00:19:14.000>recognize <00:19:14.100>a <00:19:14.200>few <00:19:14.300>but <00:19:14.400>if <00:19:14.500>you <00:19:14.600>were

00:19:15.430 --> 00:19:15.440 align:start position:0%
<00:19:15.430>probably <00:19:15.431>recognize <00:19:15.432>a <00:19:15.433>few <00:19:15.435>but <00:19:15.436>if <00:19:15.437>you <00:19:15.439>were

00:19:15.440 --> 00:19:20.150 align:start position:0%
<00:19:15.440>probably <00:19:15.547>recognize <00:19:15.655>a <00:19:15.763>few <00:19:15.870>but <00:19:15.978>if <00:19:16.086>you <00:19:16.193>were <00:19:16.301>using <00:19:16.409>time <00:19:16.516>series <00:19:16.624>databases <00:19:16.732>for <00:19:16.840>EEG

00:19:20.150 --> 00:19:20.160 align:start position:0%
<00:19:20.150>using <00:19:20.151>time <00:19:20.153>series <00:19:20.155>databases <00:19:20.157>for <00:19:20.159>EEG

00:19:20.160 --> 00:19:22.070 align:start position:0%
<00:19:20.160>using <00:19:20.267>time <00:19:20.375>series <00:19:20.483>databases <00:19:20.590>for <00:19:20.698>EEG <00:19:20.806>which <00:19:20.913>one <00:19:21.021>would <00:19:21.129>you <00:19:21.236>use <00:19:21.344>like <00:19:21.452>my <00:19:21.560>favorite

00:19:22.070 --> 00:19:22.080 align:start position:0%
<00:19:22.070>which <00:19:22.071>one <00:19:22.072>would <00:19:22.073>you <00:19:22.075>use <00:19:22.076>like <00:19:22.077>my <00:19:22.079>favorite

00:19:22.080 --> 00:19:25.110 align:start position:0%
<00:19:22.080>which <00:19:22.167>one <00:19:22.254>would <00:19:22.342>you <00:19:22.429>use <00:19:22.517>like <00:19:22.605>my <00:19:22.692>favorite <00:19:22.780>would <00:19:22.867>be <00:19:22.955>the <00:19:23.042>influx <00:19:23.129>DB <00:19:23.217>or <00:19:23.304>time <00:19:23.392>scale <00:19:23.480>DB

00:19:25.110 --> 00:19:25.120 align:start position:0%
<00:19:25.110>would <00:19:25.111>be <00:19:25.112>the <00:19:25.113>influx <00:19:25.114>DB <00:19:25.115>or <00:19:25.116>time <00:19:25.117>scale <00:19:25.119>DB

00:19:25.120 --> 00:19:27.510 align:start position:0%
<00:19:25.120>would <00:19:25.213>be <00:19:25.306>the <00:19:25.399>influx <00:19:25.493>DB <00:19:25.586>or <00:19:25.679>time <00:19:25.773>scale <00:19:25.866>DB <00:19:25.959>but <00:19:26.053>these <00:19:26.146>are <00:19:26.239>the <00:19:26.333>choices <00:19:26.426>we <00:19:26.520>leave

00:19:27.510 --> 00:19:27.520 align:start position:0%
<00:19:27.510>but <00:19:27.511>these <00:19:27.513>are <00:19:27.514>the <00:19:27.516>choices <00:19:27.517>we <00:19:27.519>leave

00:19:27.520 --> 00:19:30.150 align:start position:0%
<00:19:27.520>but <00:19:27.660>these <00:19:27.800>are <00:19:27.940>the <00:19:28.080>choices <00:19:28.220>we <00:19:28.360>leave <00:19:28.500>research <00:19:28.639>teams <00:19:28.780>to <00:19:28.920>explore

00:19:30.150 --> 00:19:30.160 align:start position:0%
<00:19:30.150>research <00:19:30.153>teams <00:19:30.156>to <00:19:30.159>explore

00:19:30.160 --> 00:19:32.310 align:start position:0%
<00:19:30.160>research <00:19:30.287>teams <00:19:30.414>to <00:19:30.541>explore <00:19:30.669>once <00:19:30.796>you're <00:19:30.923>a <00:19:31.050>developer <00:19:31.178>in <00:19:31.305>a <00:19:31.432>company <00:19:31.560>non

00:19:32.310 --> 00:19:32.320 align:start position:0%
<00:19:32.310>once <00:19:32.311>you're <00:19:32.312>a <00:19:32.313>developer <00:19:32.315>in <00:19:32.316>a <00:19:32.317>company <00:19:32.319>non

00:19:32.320 --> 00:19:35.029 align:start position:0%
<00:19:32.320>once <00:19:32.419>you're <00:19:32.520>a <00:19:32.620>developer <00:19:32.720>in <00:19:32.820>a <00:19:32.919>company <00:19:33.020>non <00:19:33.120>on <00:19:33.220>research, <00:19:33.320>you <00:19:33.419>have <00:19:33.520>the <00:19:33.620>ability <00:19:33.720>to

00:19:35.029 --> 00:19:35.039 align:start position:0%
<00:19:35.029>on <00:19:35.030>research, <00:19:35.032>you <00:19:35.033>have <00:19:35.035>the <00:19:35.036>ability <00:19:35.038>to

00:19:35.039 --> 00:19:37.270 align:start position:0%
<00:19:35.039>on <00:19:35.146>research, <00:19:35.254>you <00:19:35.362>have <00:19:35.469>the <00:19:35.577>ability <00:19:35.685>to <00:19:35.792>spin <00:19:35.900>things <00:19:36.008>up <00:19:36.115>and <00:19:36.223>try <00:19:36.331>them <00:19:36.439>very

00:19:37.270 --> 00:19:37.280 align:start position:0%
<00:19:37.270>spin <00:19:37.271>things <00:19:37.273>up <00:19:37.274>and <00:19:37.276>try <00:19:37.277>them <00:19:37.279>very

00:19:37.280 --> 00:19:39.270 align:start position:0%
<00:19:37.280>spin <00:19:37.396>things <00:19:37.513>up <00:19:37.629>and <00:19:37.746>try <00:19:37.863>them <00:19:37.980>very <00:19:38.096>quickly. <00:19:38.213>But <00:19:38.330>when <00:19:38.446>you're <00:19:38.563>a <00:19:38.680>researcher,

00:19:39.270 --> 00:19:39.280 align:start position:0%
<00:19:39.270>quickly. <00:19:39.271>But <00:19:39.273>when <00:19:39.275>you're <00:19:39.277>a <00:19:39.279>researcher,

00:19:39.280 --> 00:19:44.310 align:start position:0%
<00:19:39.280>quickly. <00:19:39.407>But <00:19:39.534>when <00:19:39.661>you're <00:19:39.789>a <00:19:39.916>researcher, <00:19:40.043>that <00:19:40.170>is <00:19:40.298>not <00:19:40.425>usually <00:19:40.552>the <00:19:40.680>case.

00:19:44.320 --> 00:19:46.230 align:start position:0%
<00:19:44.320>We <00:19:44.553>we <00:19:44.786>built <00:19:45.020>something <00:19:45.253>else <00:19:45.486>for <00:19:45.720>the

00:19:46.230 --> 00:19:46.240 align:start position:0%
<00:19:46.230>We <00:19:46.231>we <00:19:46.233>built <00:19:46.234>something <00:19:46.236>else <00:19:46.237>for <00:19:46.239>the

00:19:46.240 --> 00:19:49.830 align:start position:0%
<00:19:46.240>We <00:19:46.347>we <00:19:46.455>built <00:19:46.563>something <00:19:46.670>else <00:19:46.778>for <00:19:46.886>the <00:19:46.993>researchers <00:19:47.101>is <00:19:47.209>what <00:19:47.316>we <00:19:47.424>call <00:19:47.532>the <00:19:47.640>achitect

00:19:49.830 --> 00:19:49.840 align:start position:0%
<00:19:49.830>researchers <00:19:49.831>is <00:19:49.832>what <00:19:49.834>we <00:19:49.836>call <00:19:49.837>the <00:19:49.839>achitect

00:19:49.840 --> 00:19:53.909 align:start position:0%
<00:19:49.840>researchers <00:19:49.933>is <00:19:50.026>what <00:19:50.120>we <00:19:50.213>call <00:19:50.306>the <00:19:50.399>achitect <00:19:50.493>um <00:19:50.586>where <00:19:50.679>you <00:19:50.773>can <00:19:50.866>simply <00:19:50.959>tell <00:19:51.053>say <00:19:51.146>I <00:19:51.240>have

00:19:53.909 --> 00:19:53.919 align:start position:0%
<00:19:53.909>um <00:19:53.910>where <00:19:53.911>you <00:19:53.912>can <00:19:53.913>simply <00:19:53.914>tell <00:19:53.915>say <00:19:53.916>I <00:19:53.918>have

00:19:53.919 --> 00:19:56.310 align:start position:0%
<00:19:53.919>um <00:19:54.006>where <00:19:54.094>you <00:19:54.181>can <00:19:54.269>simply <00:19:54.356>tell <00:19:54.444>say <00:19:54.531>I <00:19:54.619>have <00:19:54.706>I <00:19:54.794>have <00:19:54.881>20 <00:19:54.969>terabytes <00:19:55.056>of <00:19:55.144>MRI <00:19:55.231>images. <00:19:55.319>Help

00:19:56.310 --> 00:19:56.320 align:start position:0%
<00:19:56.310>I <00:19:56.311>have <00:19:56.312>20 <00:19:56.313>terabytes <00:19:56.315>of <00:19:56.316>MRI <00:19:56.317>images. <00:19:56.319>Help

00:19:56.320 --> 00:19:58.310 align:start position:0%
<00:19:56.320>I <00:19:56.407>have <00:19:56.495>20 <00:19:56.582>terabytes <00:19:56.669>of <00:19:56.757>MRI <00:19:56.845>images. <00:19:56.932>Help <00:19:57.020>me <00:19:57.107>create <00:19:57.195>a <00:19:57.282>model <00:19:57.370>of <00:19:57.457>it. <00:19:57.544>It <00:19:57.632>will <00:19:57.720>help

00:19:58.310 --> 00:19:58.320 align:start position:0%
<00:19:58.310>me <00:19:58.311>create <00:19:58.312>a <00:19:58.313>model <00:19:58.314>of <00:19:58.315>it. <00:19:58.316>It <00:19:58.317>will <00:19:58.319>help

00:19:58.320 --> 00:20:00.390 align:start position:0%
<00:19:58.320>me <00:19:58.460>create <00:19:58.600>a <00:19:58.740>model <00:19:58.879>of <00:19:59.020>it. <00:19:59.159>It <00:19:59.300>will <00:19:59.439>help <00:19:59.580>you <00:19:59.720>guide.

00:20:00.390 --> 00:20:00.400 align:start position:0%
<00:20:00.390>you <00:20:00.399>guide.

00:20:00.400 --> 00:20:01.750 align:start position:0%
<00:20:00.400>you <00:20:00.551>guide. <00:20:00.703>For <00:20:00.855>example, <00:20:01.007>it <00:20:01.159>will <00:20:01.311>tell <00:20:01.463>you, <00:20:01.615>hey,

00:20:01.750 --> 00:20:01.760 align:start position:0%
<00:20:01.750>For <00:20:01.751>example, <00:20:01.753>it <00:20:01.754>will <00:20:01.756>tell <00:20:01.757>you, <00:20:01.759>hey,

00:20:01.760 --> 00:20:03.430 align:start position:0%
<00:20:01.760>For <00:20:01.860>example, <00:20:01.960>it <00:20:02.060>will <00:20:02.160>tell <00:20:02.260>you, <00:20:02.360>hey, <00:20:02.460>you're <00:20:02.560>trying <00:20:02.660>to <00:20:02.760>do <00:20:02.860>an <00:20:02.960>MRI <00:20:03.060>model. <00:20:03.160>What

00:20:03.430 --> 00:20:03.440 align:start position:0%
<00:20:03.430>you're <00:20:03.431>trying <00:20:03.432>to <00:20:03.433>do <00:20:03.435>an <00:20:03.436>MRI <00:20:03.437>model. <00:20:03.439>What

00:20:03.440 --> 00:20:04.710 align:start position:0%
<00:20:03.440>you're <00:20:03.511>trying <00:20:03.582>to <00:20:03.654>do <00:20:03.725>an <00:20:03.797>MRI <00:20:03.868>model. <00:20:03.940>What <00:20:04.011>are <00:20:04.082>you <00:20:04.154>trying <00:20:04.225>to <00:20:04.297>train <00:20:04.368>it <00:20:04.440>for? <00:20:04.511>Is <00:20:04.583>it

00:20:04.710 --> 00:20:04.720 align:start position:0%
<00:20:04.710>are <00:20:04.711>you <00:20:04.712>trying <00:20:04.713>to <00:20:04.714>train <00:20:04.715>it <00:20:04.716>for? <00:20:04.717>Is <00:20:04.719>it

00:20:04.720 --> 00:20:07.190 align:start position:0%
<00:20:04.720>are <00:20:04.813>you <00:20:04.906>trying <00:20:05.000>to <00:20:05.093>train <00:20:05.186>it <00:20:05.280>for? <00:20:05.373>Is <00:20:05.466>it <00:20:05.560>for <00:20:05.653>brain <00:20:05.746>tumor? <00:20:05.840>Yes, <00:20:05.933>it's <00:20:06.026>brain <00:20:06.120>tumor.

00:20:07.190 --> 00:20:07.200 align:start position:0%
<00:20:07.190>for <00:20:07.191>brain <00:20:07.193>tumor? <00:20:07.194>Yes, <00:20:07.196>it's <00:20:07.197>brain <00:20:07.199>tumor.

00:20:07.200 --> 00:20:09.110 align:start position:0%
<00:20:07.200>for <00:20:07.307>brain <00:20:07.415>tumor? <00:20:07.523>Yes, <00:20:07.630>it's <00:20:07.738>brain <00:20:07.846>tumor. <00:20:07.953>Hey, <00:20:08.061>by <00:20:08.169>the <00:20:08.276>way, <00:20:08.384>hugging <00:20:08.492>face <00:20:08.600>already

00:20:09.110 --> 00:20:09.120 align:start position:0%
<00:20:09.110>Hey, <00:20:09.111>by <00:20:09.112>the <00:20:09.114>way, <00:20:09.116>hugging <00:20:09.117>face <00:20:09.119>already

00:20:09.120 --> 00:20:11.270 align:start position:0%
<00:20:09.120>Hey, <00:20:09.213>by <00:20:09.306>the <00:20:09.399>way, <00:20:09.493>hugging <00:20:09.586>face <00:20:09.679>already <00:20:09.773>has <00:20:09.866>five <00:20:09.959>models <00:20:10.053>that <00:20:10.146>you <00:20:10.239>can <00:20:10.333>pull <00:20:10.426>in <00:20:10.520>and

00:20:11.270 --> 00:20:11.280 align:start position:0%
<00:20:11.270>has <00:20:11.271>five <00:20:11.272>models <00:20:11.273>that <00:20:11.274>you <00:20:11.275>can <00:20:11.276>pull <00:20:11.277>in <00:20:11.279>and

00:20:11.280 --> 00:20:13.590 align:start position:0%
<00:20:11.280>has <00:20:11.367>five <00:20:11.455>models <00:20:11.542>that <00:20:11.629>you <00:20:11.717>can <00:20:11.805>pull <00:20:11.892>in <00:20:11.980>and <00:20:12.067>use. <00:20:12.155>Have <00:20:12.242>you <00:20:12.330>tried <00:20:12.417>those? <00:20:12.504>Maybe <00:20:12.592>you <00:20:12.680>try

00:20:13.590 --> 00:20:13.600 align:start position:0%
<00:20:13.590>use. <00:20:13.591>Have <00:20:13.592>you <00:20:13.593>tried <00:20:13.595>those? <00:20:13.596>Maybe <00:20:13.597>you <00:20:13.599>try

00:20:13.600 --> 00:20:15.590 align:start position:0%
<00:20:13.600>use. <00:20:13.707>Have <00:20:13.815>you <00:20:13.923>tried <00:20:14.030>those? <00:20:14.138>Maybe <00:20:14.246>you <00:20:14.353>try <00:20:14.461>doing <00:20:14.569>that <00:20:14.676>before <00:20:14.784>you <00:20:14.892>start <00:20:15.000>building

00:20:15.590 --> 00:20:15.600 align:start position:0%
<00:20:15.590>doing <00:20:15.591>that <00:20:15.593>before <00:20:15.595>you <00:20:15.597>start <00:20:15.599>building

00:20:15.600 --> 00:20:17.669 align:start position:0%
<00:20:15.600>doing <00:20:15.774>that <00:20:15.949>before <00:20:16.125>you <00:20:16.300>start <00:20:16.475>building <00:20:16.649>everything <00:20:16.824>from <00:20:17.000>scratch.

00:20:17.669 --> 00:20:17.679 align:start position:0%
<00:20:17.669>everything <00:20:17.673>from <00:20:17.678>scratch.

00:20:17.679 --> 00:20:19.430 align:start position:0%
<00:20:17.679>everything <00:20:17.854>from <00:20:18.029>scratch. <00:20:18.204>So, <00:20:18.379>the <00:20:18.554>egg <00:20:18.729>architect <00:20:18.904>really <00:20:19.079>helps

00:20:19.430 --> 00:20:19.440 align:start position:0%
<00:20:19.430>So, <00:20:19.431>the <00:20:19.433>egg <00:20:19.435>architect <00:20:19.437>really <00:20:19.439>helps

00:20:19.440 --> 00:20:21.029 align:start position:0%
<00:20:19.440>So, <00:20:19.673>the <00:20:19.906>egg <00:20:20.140>architect <00:20:20.373>really <00:20:20.606>helps <00:20:20.840>researchers

00:20:21.029 --> 00:20:21.039 align:start position:0%
researchers

00:20:21.039 --> 00:20:23.830 align:start position:0%
<00:20:21.039>researchers <00:20:21.239>find <00:20:21.439>the <00:20:21.639>right <00:20:21.839>solution <00:20:22.039>and <00:20:22.239>also <00:20:22.439>knits

00:20:23.830 --> 00:20:23.840 align:start position:0%
<00:20:23.830>find <00:20:23.831>the <00:20:23.832>right <00:20:23.834>solution <00:20:23.836>and <00:20:23.837>also <00:20:23.839>knits

00:20:23.840 --> 00:20:25.909 align:start position:0%
<00:20:23.840>find <00:20:23.947>the <00:20:24.055>right <00:20:24.163>solution <00:20:24.270>and <00:20:24.378>also <00:20:24.486>knits <00:20:24.593>them <00:20:24.701>up <00:20:24.809>with <00:20:24.916>the <00:20:25.024>right <00:20:25.132>choice <00:20:25.240>of

00:20:25.909 --> 00:20:25.919 align:start position:0%
<00:20:25.909>them <00:20:25.910>up <00:20:25.912>with <00:20:25.913>the <00:20:25.915>right <00:20:25.916>choice <00:20:25.918>of

00:20:25.919 --> 00:20:27.830 align:start position:0%
<00:20:25.919>them <00:20:26.035>up <00:20:26.152>with <00:20:26.269>the <00:20:26.385>right <00:20:26.502>choice <00:20:26.619>of <00:20:26.735>databases. <00:20:26.852>Like <00:20:26.969>I <00:20:27.085>mentioned, <00:20:27.202>tons <00:20:27.319>of

00:20:27.830 --> 00:20:27.840 align:start position:0%
<00:20:27.830>databases. <00:20:27.831>Like <00:20:27.833>I <00:20:27.835>mentioned, <00:20:27.837>tons <00:20:27.839>of

00:20:27.840 --> 00:20:29.669 align:start position:0%
<00:20:27.840>databases. <00:20:27.980>Like <00:20:28.120>I <00:20:28.260>mentioned, <00:20:28.399>tons <00:20:28.540>of <00:20:28.679>different <00:20:28.820>databases <00:20:28.959>for <00:20:29.100>your <00:20:29.240>research.

00:20:29.669 --> 00:20:29.679 align:start position:0%
<00:20:29.669>different <00:20:29.671>databases <00:20:29.673>for <00:20:29.675>your <00:20:29.678>research.

00:20:29.679 --> 00:20:31.990 align:start position:0%
<00:20:29.679>different <00:20:29.806>databases <00:20:29.933>for <00:20:30.060>your <00:20:30.188>research. <00:20:30.315>It <00:20:30.442>can <00:20:30.569>become <00:20:30.697>big <00:20:30.824>and <00:20:30.951>confusing <00:20:31.079>very

00:20:31.990 --> 00:20:32.000 align:start position:0%
<00:20:31.990>It <00:20:31.991>can <00:20:31.993>become <00:20:31.994>big <00:20:31.996>and <00:20:31.997>confusing <00:20:31.999>very

00:20:32.000 --> 00:20:37.350 align:start position:0%
<00:20:32.000>It <00:20:32.175>can <00:20:32.350>become <00:20:32.525>big <00:20:32.700>and <00:20:32.875>confusing <00:20:33.050>very <00:20:33.225>very <00:20:33.400>quickly.

00:20:37.360 --> 00:20:39.990 align:start position:0%
<00:20:37.360>We <00:20:37.534>have <00:20:37.709>uh <00:20:37.885>support <00:20:38.060>for <00:20:38.235>LLMs <00:20:38.409>as <00:20:38.584>well. <00:20:38.760>I'm

00:20:39.990 --> 00:20:40.000 align:start position:0%
<00:20:39.990>We <00:20:39.991>have <00:20:39.992>uh <00:20:39.993>support <00:20:39.994>for <00:20:39.995>LLMs <00:20:39.996>as <00:20:39.997>well. <00:20:39.999>I'm

00:20:40.000 --> 00:20:41.430 align:start position:0%
<00:20:40.000>We <00:20:40.075>have <00:20:40.151>uh <00:20:40.227>support <00:20:40.302>for <00:20:40.378>LLMs <00:20:40.454>as <00:20:40.529>well. <00:20:40.605>I'm <00:20:40.681>going <00:20:40.757>to <00:20:40.832>skip <00:20:40.908>the <00:20:40.984>slide. <00:20:41.059>I <00:20:41.135>think <00:20:41.211>it's <00:20:41.287>a

00:20:41.430 --> 00:20:41.440 align:start position:0%
<00:20:41.430>going <00:20:41.431>to <00:20:41.432>skip <00:20:41.433>the <00:20:41.434>slide. <00:20:41.435>I <00:20:41.436>think <00:20:41.437>it's <00:20:41.439>a

00:20:41.440 --> 00:20:43.909 align:start position:0%
<00:20:41.440>going <00:20:41.540>to <00:20:41.640>skip <00:20:41.740>the <00:20:41.840>slide. <00:20:41.940>I <00:20:42.040>think <00:20:42.140>it's <00:20:42.240>a <00:20:42.340>bit <00:20:42.440>too <00:20:42.540>technical. <00:20:42.640>And <00:20:42.740>come <00:20:42.840>to

00:20:43.909 --> 00:20:43.919 align:start position:0%
<00:20:43.909>bit <00:20:43.910>too <00:20:43.912>technical. <00:20:43.914>And <00:20:43.916>come <00:20:43.918>to

00:20:43.919 --> 00:20:45.590 align:start position:0%
<00:20:43.919>bit <00:20:44.035>too <00:20:44.152>technical. <00:20:44.269>And <00:20:44.385>come <00:20:44.502>to <00:20:44.619>serverless <00:20:44.735>functions. <00:20:44.852>This <00:20:44.969>is <00:20:45.085>what <00:20:45.202>I <00:20:45.319>was

00:20:45.590 --> 00:20:45.600 align:start position:0%
<00:20:45.590>serverless <00:20:45.591>functions. <00:20:45.592>This <00:20:45.594>is <00:20:45.596>what <00:20:45.597>I <00:20:45.599>was

00:20:45.600 --> 00:20:47.510 align:start position:0%
<00:20:45.600>serverless <00:20:45.707>functions. <00:20:45.815>This <00:20:45.923>is <00:20:46.030>what <00:20:46.138>I <00:20:46.246>was <00:20:46.353>mentioning <00:20:46.461>before. <00:20:46.569>We <00:20:46.676>had <00:20:46.784>to <00:20:46.892>really <00:20:47.000>put

00:20:47.510 --> 00:20:47.520 align:start position:0%
<00:20:47.510>mentioning <00:20:47.511>before. <00:20:47.513>We <00:20:47.514>had <00:20:47.516>to <00:20:47.517>really <00:20:47.519>put

00:20:47.520 --> 00:20:50.630 align:start position:0%
<00:20:47.520>mentioning <00:20:47.636>before. <00:20:47.753>We <00:20:47.870>had <00:20:47.986>to <00:20:48.103>really <00:20:48.220>put <00:20:48.336>emphasis <00:20:48.453>on <00:20:48.570>uh <00:20:48.686>on <00:20:48.803>on <00:20:48.920>developers

00:20:50.630 --> 00:20:50.640 align:start position:0%
<00:20:50.630>emphasis <00:20:50.631>on <00:20:50.633>uh <00:20:50.635>on <00:20:50.637>on <00:20:50.639>developers

00:20:50.640 --> 00:20:53.110 align:start position:0%
<00:20:50.640>emphasis <00:20:50.780>on <00:20:50.920>uh <00:20:51.060>on <00:20:51.200>on <00:20:51.340>developers <00:20:51.480>understanding <00:20:51.620>that <00:20:51.760>not <00:20:51.900>every <00:20:52.040>function

00:20:53.110 --> 00:20:53.120 align:start position:0%
<00:20:53.110>understanding <00:20:53.112>that <00:20:53.114>not <00:20:53.116>every <00:20:53.119>function

00:20:53.120 --> 00:20:55.270 align:start position:0%
<00:20:53.120>understanding <00:20:53.247>that <00:20:53.374>not <00:20:53.501>every <00:20:53.629>function <00:20:53.756>has <00:20:53.883>to <00:20:54.010>sit <00:20:54.138>within <00:20:54.265>your <00:20:54.392>uh <00:20:54.520>Jupyter

00:20:55.270 --> 00:20:55.280 align:start position:0%
<00:20:55.270>has <00:20:55.271>to <00:20:55.273>sit <00:20:55.274>within <00:20:55.276>your <00:20:55.277>uh <00:20:55.279>Jupyter

00:20:55.280 --> 00:20:56.950 align:start position:0%
<00:20:55.280>has <00:20:55.407>to <00:20:55.534>sit <00:20:55.661>within <00:20:55.789>your <00:20:55.916>uh <00:20:56.043>Jupyter <00:20:56.170>notebook. <00:20:56.298>There's <00:20:56.425>a <00:20:56.552>there's <00:20:56.680>some

00:20:56.950 --> 00:20:56.960 align:start position:0%
<00:20:56.950>notebook. <00:20:56.952>There's <00:20:56.954>a <00:20:56.956>there's <00:20:56.959>some

00:20:56.960 --> 00:20:59.590 align:start position:0%
<00:20:56.960>notebook. <00:20:57.076>There's <00:20:57.193>a <00:20:57.310>there's <00:20:57.426>some <00:20:57.543>functions <00:20:57.660>that <00:20:57.776>could <00:20:57.893>be <00:20:58.010>spun <00:20:58.126>out <00:20:58.243>as <00:20:58.360>a

00:20:59.590 --> 00:20:59.600 align:start position:0%
<00:20:59.590>functions <00:20:59.591>that <00:20:59.592>could <00:20:59.593>be <00:20:59.595>spun <00:20:59.596>out <00:20:59.597>as <00:20:59.599>a

00:20:59.600 --> 00:21:01.190 align:start position:0%
<00:20:59.600>functions <00:20:59.707>that <00:20:59.815>could <00:20:59.923>be <00:21:00.030>spun <00:21:00.138>out <00:21:00.246>as <00:21:00.353>a <00:21:00.461>serverless <00:21:00.569>function <00:21:00.676>so <00:21:00.784>that <00:21:00.892>your <00:21:01.000>other

00:21:01.190 --> 00:21:01.200 align:start position:0%
<00:21:01.190>serverless <00:21:01.191>function <00:21:01.193>so <00:21:01.195>that <00:21:01.197>your <00:21:01.199>other

00:21:01.200 --> 00:21:03.430 align:start position:0%
<00:21:01.200>serverless <00:21:01.316>function <00:21:01.433>so <00:21:01.550>that <00:21:01.666>your <00:21:01.783>other <00:21:01.900>researchers <00:21:02.016>can <00:21:02.133>use <00:21:02.250>it. <00:21:02.366>For <00:21:02.483>example, <00:21:02.600>the

00:21:03.430 --> 00:21:03.440 align:start position:0%
<00:21:03.430>researchers <00:21:03.431>can <00:21:03.433>use <00:21:03.434>it. <00:21:03.436>For <00:21:03.437>example, <00:21:03.439>the

00:21:03.440 --> 00:21:07.909 align:start position:0%
<00:21:03.440>researchers <00:21:03.567>can <00:21:03.694>use <00:21:03.821>it. <00:21:03.949>For <00:21:04.076>example, <00:21:04.203>the <00:21:04.330>medical <00:21:04.458>imaging <00:21:04.585>automation <00:21:04.712>OCR <00:21:04.840>stuff.

00:21:07.909 --> 00:21:07.919 align:start position:0%
<00:21:07.909>medical <00:21:07.911>imaging <00:21:07.913>automation <00:21:07.915>OCR <00:21:07.918>stuff.

00:21:07.919 --> 00:21:11.990 align:start position:0%
<00:21:07.919>medical <00:21:08.026>imaging <00:21:08.134>automation <00:21:08.242>OCR <00:21:08.349>stuff. <00:21:08.457>If <00:21:08.565>a <00:21:08.672>model <00:21:08.780>is <00:21:08.888>good <00:21:08.995>enough, <00:21:09.103>you <00:21:09.211>can <00:21:09.319>spin

00:21:11.990 --> 00:21:12.000 align:start position:0%
<00:21:11.990>If <00:21:11.991>a <00:21:11.992>model <00:21:11.993>is <00:21:11.994>good <00:21:11.995>enough, <00:21:11.996>you <00:21:11.997>can <00:21:11.999>spin

00:21:12.000 --> 00:21:15.110 align:start position:0%
<00:21:12.000>If <00:21:12.087>a <00:21:12.175>model <00:21:12.262>is <00:21:12.350>good <00:21:12.437>enough, <00:21:12.525>you <00:21:12.612>can <00:21:12.700>spin <00:21:12.787>it <00:21:12.875>out <00:21:12.962>as <00:21:13.050>an <00:21:13.137>inferencing <00:21:13.225>layer <00:21:13.312>as <00:21:13.400>a

00:21:15.110 --> 00:21:15.120 align:start position:0%
<00:21:15.110>it <00:21:15.111>out <00:21:15.112>as <00:21:15.113>an <00:21:15.115>inferencing <00:21:15.116>layer <00:21:15.117>as <00:21:15.119>a

00:21:15.120 --> 00:21:16.710 align:start position:0%
<00:21:15.120>it <00:21:15.236>out <00:21:15.353>as <00:21:15.469>an <00:21:15.586>inferencing <00:21:15.703>layer <00:21:15.820>as <00:21:15.936>a <00:21:16.053>serverless <00:21:16.169>edge <00:21:16.286>function <00:21:16.403>within <00:21:16.520>your

00:21:16.710 --> 00:21:16.720 align:start position:0%
<00:21:16.710>serverless <00:21:16.712>edge <00:21:16.714>function <00:21:16.716>within <00:21:16.719>your

00:21:16.720 --> 00:21:19.190 align:start position:0%
<00:21:16.720>serverless <00:21:16.836>edge <00:21:16.953>function <00:21:17.070>within <00:21:17.186>your <00:21:17.303>cluster <00:21:17.420>and <00:21:17.536>get <00:21:17.653>your <00:21:17.770>users <00:21:17.886>the <00:21:18.003>give <00:21:18.120>your

00:21:19.190 --> 00:21:19.200 align:start position:0%
<00:21:19.190>cluster <00:21:19.191>and <00:21:19.192>get <00:21:19.193>your <00:21:19.195>users <00:21:19.196>the <00:21:19.197>give <00:21:19.199>your

00:21:19.200 --> 00:21:21.029 align:start position:0%
<00:21:19.200>cluster <00:21:19.300>and <00:21:19.400>get <00:21:19.500>your <00:21:19.600>users <00:21:19.700>the <00:21:19.800>give <00:21:19.900>your <00:21:20.000>users <00:21:20.100>the <00:21:20.200>API <00:21:20.300>endpoints <00:21:20.400>so <00:21:20.500>they <00:21:20.600>can

00:21:21.029 --> 00:21:21.039 align:start position:0%
<00:21:21.029>users <00:21:21.030>the <00:21:21.032>API <00:21:21.033>endpoints <00:21:21.035>so <00:21:21.036>they <00:21:21.038>can

00:21:21.039 --> 00:21:23.830 align:start position:0%
<00:21:21.039>users <00:21:21.139>the <00:21:21.239>API <00:21:21.339>endpoints <00:21:21.439>so <00:21:21.539>they <00:21:21.639>can <00:21:21.739>quickly <00:21:21.839>send <00:21:21.939>data <00:21:22.039>to <00:21:22.139>it. <00:21:22.239>And <00:21:22.339>what <00:21:22.439>this

00:21:23.830 --> 00:21:23.840 align:start position:0%
<00:21:23.830>quickly <00:21:23.831>send <00:21:23.832>data <00:21:23.833>to <00:21:23.835>it. <00:21:23.836>And <00:21:23.837>what <00:21:23.839>this

00:21:23.840 --> 00:21:26.789 align:start position:0%
<00:21:23.840>quickly <00:21:23.933>send <00:21:24.026>data <00:21:24.120>to <00:21:24.213>it. <00:21:24.306>And <00:21:24.399>what <00:21:24.493>this <00:21:24.586>does <00:21:24.679>is <00:21:24.773>goes <00:21:24.866>behind <00:21:24.959>the <00:21:25.053>scenes, <00:21:25.146>finds <00:21:25.240>a

00:21:26.789 --> 00:21:26.799 align:start position:0%
<00:21:26.789>does <00:21:26.790>is <00:21:26.791>goes <00:21:26.792>behind <00:21:26.794>the <00:21:26.795>scenes, <00:21:26.796>finds <00:21:26.798>a

00:21:26.799 --> 00:21:30.230 align:start position:0%
<00:21:26.799>does <00:21:26.906>is <00:21:27.014>goes <00:21:27.122>behind <00:21:27.229>the <00:21:27.337>scenes, <00:21:27.445>finds <00:21:27.552>a <00:21:27.660>GPU <00:21:27.768>that's <00:21:27.875>available <00:21:27.983>and <00:21:28.091>deploys <00:21:28.199>your

00:21:30.230 --> 00:21:30.240 align:start position:0%
<00:21:30.230>GPU <00:21:30.231>that's <00:21:30.233>available <00:21:30.235>and <00:21:30.237>deploys <00:21:30.239>your

00:21:30.240 --> 00:21:31.990 align:start position:0%
<00:21:30.240>GPU <00:21:30.356>that's <00:21:30.473>available <00:21:30.590>and <00:21:30.706>deploys <00:21:30.823>your <00:21:30.940>function <00:21:31.056>on <00:21:31.173>it <00:21:31.290>and <00:21:31.406>gives <00:21:31.523>you <00:21:31.640>results

00:21:31.990 --> 00:21:32.000 align:start position:0%
<00:21:31.990>function <00:21:31.991>on <00:21:31.993>it <00:21:31.994>and <00:21:31.996>gives <00:21:31.997>you <00:21:31.999>results

00:21:32.000 --> 00:21:34.149 align:start position:0%
<00:21:32.000>function <00:21:32.107>on <00:21:32.215>it <00:21:32.323>and <00:21:32.430>gives <00:21:32.538>you <00:21:32.646>results <00:21:32.753>within <00:21:32.861>a <00:21:32.969>few <00:21:33.076>seconds. <00:21:33.184>So <00:21:33.292>not <00:21:33.400>every

00:21:34.149 --> 00:21:34.159 align:start position:0%
<00:21:34.149>within <00:21:34.150>a <00:21:34.152>few <00:21:34.153>seconds. <00:21:34.155>So <00:21:34.156>not <00:21:34.158>every

00:21:34.159 --> 00:21:37.270 align:start position:0%
<00:21:34.159>within <00:21:34.266>a <00:21:34.374>few <00:21:34.482>seconds. <00:21:34.589>So <00:21:34.697>not <00:21:34.805>every <00:21:34.912>researcher <00:21:35.020>needs <00:21:35.128>to <00:21:35.235>run <00:21:35.343>this <00:21:35.451>in <00:21:35.559>their

00:21:37.270 --> 00:21:37.280 align:start position:0%
<00:21:37.270>researcher <00:21:37.271>needs <00:21:37.273>to <00:21:37.274>run <00:21:37.276>this <00:21:37.277>in <00:21:37.279>their

00:21:37.280 --> 00:21:39.270 align:start position:0%
<00:21:37.280>researcher <00:21:37.407>needs <00:21:37.534>to <00:21:37.661>run <00:21:37.789>this <00:21:37.916>in <00:21:38.043>their <00:21:38.170>own <00:21:38.298>environment, <00:21:38.425>but <00:21:38.552>use <00:21:38.680>something

00:21:39.270 --> 00:21:39.280 align:start position:0%
<00:21:39.270>own <00:21:39.272>environment, <00:21:39.274>but <00:21:39.276>use <00:21:39.279>something

00:21:39.280 --> 00:21:41.350 align:start position:0%
<00:21:39.280>own <00:21:39.420>environment, <00:21:39.560>but <00:21:39.700>use <00:21:39.840>something <00:21:39.980>that's <00:21:40.120>a <00:21:40.260>bit <00:21:40.399>more <00:21:40.540>universal. <00:21:40.680>So

00:21:41.350 --> 00:21:41.360 align:start position:0%
<00:21:41.350>that's <00:21:41.351>a <00:21:41.353>bit <00:21:41.355>more <00:21:41.357>universal. <00:21:41.359>So

00:21:41.360 --> 00:21:43.190 align:start position:0%
<00:21:41.360>that's <00:21:41.487>a <00:21:41.614>bit <00:21:41.741>more <00:21:41.869>universal. <00:21:41.996>So <00:21:42.123>serverless <00:21:42.250>functions <00:21:42.378>are <00:21:42.505>really <00:21:42.632>key <00:21:42.760>to

00:21:43.190 --> 00:21:43.200 align:start position:0%
<00:21:43.190>serverless <00:21:43.191>functions <00:21:43.193>are <00:21:43.195>really <00:21:43.197>key <00:21:43.199>to

00:21:43.200 --> 00:21:47.669 align:start position:0%
<00:21:43.200>serverless <00:21:43.327>functions <00:21:43.454>are <00:21:43.581>really <00:21:43.709>key <00:21:43.836>to <00:21:43.963>scale, <00:21:44.090>especially <00:21:44.218>at <00:21:44.345>research <00:21:44.472>as <00:21:44.600>well.

00:21:47.669 --> 00:21:47.679 align:start position:0%
<00:21:47.669>scale, <00:21:47.670>especially <00:21:47.672>at <00:21:47.674>research <00:21:47.676>as <00:21:47.678>well.

00:21:47.679 --> 00:21:49.430 align:start position:0%
<00:21:47.679>scale, <00:21:47.779>especially <00:21:47.879>at <00:21:47.979>research <00:21:48.079>as <00:21:48.179>well. <00:21:48.279>I'm <00:21:48.379>going <00:21:48.479>to <00:21:48.579>be <00:21:48.679>quick <00:21:48.779>here. <00:21:48.879>This <00:21:48.979>is <00:21:49.079>my

00:21:49.430 --> 00:21:49.440 align:start position:0%
<00:21:49.430>I'm <00:21:49.431>going <00:21:49.432>to <00:21:49.433>be <00:21:49.434>quick <00:21:49.435>here. <00:21:49.436>This <00:21:49.437>is <00:21:49.439>my

00:21:49.440 --> 00:21:51.350 align:start position:0%
<00:21:49.440>I'm <00:21:49.522>going <00:21:49.604>to <00:21:49.687>be <00:21:49.769>quick <00:21:49.851>here. <00:21:49.934>This <00:21:50.016>is <00:21:50.098>my <00:21:50.181>last <00:21:50.263>slide. <00:21:50.345>I <00:21:50.428>think <00:21:50.510>I <00:21:50.592>I <00:21:50.675>kind <00:21:50.757>of <00:21:50.840>baffled

00:21:51.350 --> 00:21:51.360 align:start position:0%
<00:21:51.350>last <00:21:51.351>slide. <00:21:51.352>I <00:21:51.353>think <00:21:51.354>I <00:21:51.355>I <00:21:51.356>kind <00:21:51.357>of <00:21:51.359>baffled

00:21:51.360 --> 00:21:54.230 align:start position:0%
<00:21:51.360>last <00:21:51.442>slide. <00:21:51.524>I <00:21:51.607>think <00:21:51.689>I <00:21:51.771>I <00:21:51.854>kind <00:21:51.936>of <00:21:52.018>baffled <00:21:52.101>through <00:21:52.183>all <00:21:52.265>of <00:21:52.348>them. <00:21:52.430>Our <00:21:52.512>aim <00:21:52.595>is <00:21:52.677>to <00:21:52.760>find

00:21:54.230 --> 00:21:54.240 align:start position:0%
<00:21:54.230>through <00:21:54.231>all <00:21:54.232>of <00:21:54.233>them. <00:21:54.234>Our <00:21:54.235>aim <00:21:54.236>is <00:21:54.237>to <00:21:54.239>find

00:21:54.240 --> 00:21:57.909 align:start position:0%
<00:21:54.240>through <00:21:54.340>all <00:21:54.440>of <00:21:54.540>them. <00:21:54.640>Our <00:21:54.740>aim <00:21:54.840>is <00:21:54.940>to <00:21:55.040>find <00:21:55.140>a <00:21:55.240>way <00:21:55.340>to <00:21:55.440>federate <00:21:55.540>the <00:21:55.640>research

00:21:57.909 --> 00:21:57.919 align:start position:0%
<00:21:57.909>a <00:21:57.910>way <00:21:57.912>to <00:21:57.914>federate <00:21:57.916>the <00:21:57.918>research

00:21:57.919 --> 00:21:59.430 align:start position:0%
<00:21:57.919>a <00:21:58.145>way <00:21:58.372>to <00:21:58.598>federate <00:21:58.825>the <00:21:59.052>research <00:21:59.278>institutes

00:21:59.430 --> 00:21:59.440 align:start position:0%
institutes

00:21:59.440 --> 00:22:02.390 align:start position:0%
<00:21:59.440>institutes <00:21:59.615>beyond <00:21:59.790>a <00:21:59.965>single <00:22:00.140>site. <00:22:00.315>A <00:22:00.490>federated <00:22:00.665>map <00:22:00.840>in

00:22:02.390 --> 00:22:02.400 align:start position:0%
<00:22:02.390>beyond <00:22:02.391>a <00:22:02.392>single <00:22:02.393>site. <00:22:02.395>A <00:22:02.396>federated <00:22:02.397>map <00:22:02.399>in

00:22:02.400 --> 00:22:04.230 align:start position:0%
<00:22:02.400>beyond <00:22:02.493>a <00:22:02.586>single <00:22:02.680>site. <00:22:02.773>A <00:22:02.866>federated <00:22:02.960>map <00:22:03.053>in <00:22:03.146>the <00:22:03.240>UK <00:22:03.333>would <00:22:03.426>look <00:22:03.520>like <00:22:03.613>this <00:22:03.706>where <00:22:03.800>you

00:22:04.230 --> 00:22:04.240 align:start position:0%
<00:22:04.230>the <00:22:04.231>UK <00:22:04.232>would <00:22:04.233>look <00:22:04.235>like <00:22:04.236>this <00:22:04.237>where <00:22:04.239>you

00:22:04.240 --> 00:22:05.830 align:start position:0%
<00:22:04.240>the <00:22:04.367>UK <00:22:04.494>would <00:22:04.621>look <00:22:04.749>like <00:22:04.876>this <00:22:05.003>where <00:22:05.130>you <00:22:05.258>have <00:22:05.385>different <00:22:05.512>research <00:22:05.640>institutes,

00:22:05.830 --> 00:22:05.840 align:start position:0%
<00:22:05.830>have <00:22:05.832>different <00:22:05.836>research <00:22:05.839>institutes,

00:22:05.840 --> 00:22:08.950 align:start position:0%
<00:22:05.840>have <00:22:05.980>different <00:22:06.120>research <00:22:06.260>institutes, <00:22:06.399>cloud <00:22:06.540>providers <00:22:06.679>uh <00:22:06.820>all <00:22:06.959>in <00:22:07.100>one <00:22:07.240>giving

00:22:08.950 --> 00:22:08.960 align:start position:0%
<00:22:08.950>cloud <00:22:08.951>providers <00:22:08.953>uh <00:22:08.954>all <00:22:08.956>in <00:22:08.957>one <00:22:08.959>giving

00:22:08.960 --> 00:22:11.350 align:start position:0%
<00:22:08.960>cloud <00:22:09.067>providers <00:22:09.175>uh <00:22:09.283>all <00:22:09.390>in <00:22:09.498>one <00:22:09.606>giving <00:22:09.713>access <00:22:09.821>to <00:22:09.929>compute <00:22:10.036>who <00:22:10.144>really <00:22:10.252>needs <00:22:10.360>it

00:22:11.350 --> 00:22:11.360 align:start position:0%
<00:22:11.350>access <00:22:11.351>to <00:22:11.352>compute <00:22:11.354>who <00:22:11.356>really <00:22:11.357>needs <00:22:11.359>it

00:22:11.360 --> 00:22:15.510 align:start position:0%
<00:22:11.360>access <00:22:11.459>to <00:22:11.560>compute <00:22:11.659>who <00:22:11.760>really <00:22:11.860>needs <00:22:11.959>it <00:22:12.060>with <00:22:12.159>a <00:22:12.260>few <00:22:12.360>clicks <00:22:12.459>and <00:22:12.560>without <00:22:12.659>the <00:22:12.760>shared

00:22:15.510 --> 00:22:15.520 align:start position:0%
<00:22:15.510>with <00:22:15.511>a <00:22:15.512>few <00:22:15.513>clicks <00:22:15.515>and <00:22:15.516>without <00:22:15.517>the <00:22:15.519>shared

00:22:15.520 --> 00:22:18.630 align:start position:0%
<00:22:15.520>with <00:22:15.695>a <00:22:15.870>few <00:22:16.045>clicks <00:22:16.220>and <00:22:16.395>without <00:22:16.570>the <00:22:16.745>shared <00:22:16.920>risks.

00:22:18.640 --> 00:22:21.029 align:start position:0%
<00:22:18.640>So <00:22:19.340>key <00:22:20.040>recap,

00:22:21.029 --> 00:22:21.039 align:start position:0%
<00:22:21.029>So <00:22:21.033>key <00:22:21.038>recap,

00:22:21.039 --> 00:22:24.630 align:start position:0%
<00:22:21.039>So <00:22:21.239>key <00:22:21.439>recap, <00:22:21.639>AI <00:22:21.839>research <00:22:22.039>demands <00:22:22.239>GPU <00:22:22.439>reproducibility,

00:22:24.630 --> 00:22:24.640 align:start position:0%
<00:22:24.630>AI <00:22:24.632>research <00:22:24.634>demands <00:22:24.636>GPU <00:22:24.639>reproducibility,

00:22:24.640 --> 00:22:28.230 align:start position:0%
<00:22:24.640>AI <00:22:24.815>research <00:22:24.990>demands <00:22:25.165>GPU <00:22:25.340>reproducibility, <00:22:25.515>sovereignty, <00:22:25.690>and <00:22:25.865>collaboration <00:22:26.040>together.

00:22:28.230 --> 00:22:28.240 align:start position:0%
<00:22:28.230>sovereignty, <00:22:28.233>and <00:22:28.236>collaboration <00:22:28.239>together.

00:22:28.240 --> 00:22:30.470 align:start position:0%
<00:22:28.240>sovereignty, <00:22:28.356>and <00:22:28.473>collaboration <00:22:28.590>together. <00:22:28.706>We <00:22:28.823>have <00:22:28.940>to <00:22:29.056>find <00:22:29.173>ways <00:22:29.290>to <00:22:29.406>make <00:22:29.523>it <00:22:29.640>really

00:22:30.470 --> 00:22:30.480 align:start position:0%
<00:22:30.470>We <00:22:30.471>have <00:22:30.472>to <00:22:30.473>find <00:22:30.474>ways <00:22:30.475>to <00:22:30.476>make <00:22:30.477>it <00:22:30.479>really

00:22:30.480 --> 00:22:33.510 align:start position:0%
<00:22:30.480>We <00:22:30.567>have <00:22:30.655>to <00:22:30.742>find <00:22:30.830>ways <00:22:30.917>to <00:22:31.005>make <00:22:31.092>it <00:22:31.180>really <00:22:31.267>easy <00:22:31.355>for <00:22:31.442>the <00:22:31.530>real <00:22:31.617>the <00:22:31.705>people <00:22:31.792>using <00:22:31.880>AI

00:22:33.510 --> 00:22:33.520 align:start position:0%
<00:22:33.510>easy <00:22:33.511>for <00:22:33.512>the <00:22:33.513>real <00:22:33.515>the <00:22:33.516>people <00:22:33.517>using <00:22:33.519>AI

00:22:33.520 --> 00:22:36.470 align:start position:0%
<00:22:33.520>easy <00:22:33.647>for <00:22:33.774>the <00:22:33.901>real <00:22:34.029>the <00:22:34.156>people <00:22:34.283>using <00:22:34.410>AI <00:22:34.538>for <00:22:34.665>the <00:22:34.792>better <00:22:34.920>good.

00:22:36.470 --> 00:22:36.480 align:start position:0%
<00:22:36.470>for <00:22:36.473>the <00:22:36.476>better <00:22:36.479>good.

00:22:36.480 --> 00:22:38.710 align:start position:0%
<00:22:36.480>for <00:22:36.620>the <00:22:36.760>better <00:22:36.900>good. <00:22:37.040>We've <00:22:37.180>tried <00:22:37.320>to <00:22:37.460>do <00:22:37.600>that <00:22:37.740>with <00:22:37.880>Kubernetes

00:22:38.710 --> 00:22:38.720 align:start position:0%
<00:22:38.710>We've <00:22:38.711>tried <00:22:38.713>to <00:22:38.714>do <00:22:38.716>that <00:22:38.717>with <00:22:38.719>Kubernetes

00:22:38.720 --> 00:22:41.909 align:start position:0%
<00:22:38.720>We've <00:22:38.827>tried <00:22:38.935>to <00:22:39.043>do <00:22:39.150>that <00:22:39.258>with <00:22:39.366>Kubernetes <00:22:39.473>and <00:22:39.581>CubeFlow <00:22:39.689>working <00:22:39.796>in <00:22:39.904>a <00:22:40.012>hybrid <00:22:40.120>on

00:22:41.909 --> 00:22:41.919 align:start position:0%
<00:22:41.909>and <00:22:41.910>CubeFlow <00:22:41.912>working <00:22:41.913>in <00:22:41.915>a <00:22:41.916>hybrid <00:22:41.918>on

00:22:41.919 --> 00:22:44.470 align:start position:0%
<00:22:41.919>and <00:22:42.035>CubeFlow <00:22:42.152>working <00:22:42.269>in <00:22:42.385>a <00:22:42.502>hybrid <00:22:42.619>on <00:22:42.735>premise <00:22:42.852>to <00:22:42.969>cloud <00:22:43.085>situations <00:22:43.202>and <00:22:43.319>have

00:22:44.470 --> 00:22:44.480 align:start position:0%
<00:22:44.470>premise <00:22:44.471>to <00:22:44.473>cloud <00:22:44.475>situations <00:22:44.477>and <00:22:44.479>have

00:22:44.480 --> 00:22:46.390 align:start position:0%
<00:22:44.480>premise <00:22:44.655>to <00:22:44.830>cloud <00:22:45.005>situations <00:22:45.180>and <00:22:45.355>have <00:22:45.530>worked <00:22:45.705>really <00:22:45.880>well.

00:22:46.390 --> 00:22:46.400 align:start position:0%
<00:22:46.390>worked <00:22:46.394>really <00:22:46.399>well.

00:22:46.400 --> 00:22:49.190 align:start position:0%
<00:22:46.400>worked <00:22:46.555>really <00:22:46.711>well. <00:22:46.866>And <00:22:47.022>finally, <00:22:47.177>how <00:22:47.333>can <00:22:47.488>you <00:22:47.644>bring <00:22:47.800>compute

00:22:49.190 --> 00:22:49.200 align:start position:0%
<00:22:49.190>And <00:22:49.191>finally, <00:22:49.193>how <00:22:49.194>can <00:22:49.196>you <00:22:49.197>bring <00:22:49.199>compute

00:22:49.200 --> 00:22:51.350 align:start position:0%
<00:22:49.200>And <00:22:49.300>finally, <00:22:49.400>how <00:22:49.500>can <00:22:49.600>you <00:22:49.700>bring <00:22:49.800>compute <00:22:49.900>to <00:22:50.000>the <00:22:50.100>data <00:22:50.200>rather <00:22:50.300>than <00:22:50.400>taking <00:22:50.500>your <00:22:50.600>data

00:22:51.350 --> 00:22:51.360 align:start position:0%
<00:22:51.350>to <00:22:51.351>the <00:22:51.352>data <00:22:51.353>rather <00:22:51.355>than <00:22:51.356>taking <00:22:51.357>your <00:22:51.359>data

00:22:51.360 --> 00:22:56.470 align:start position:0%
<00:22:51.360>to <00:22:51.467>the <00:22:51.575>data <00:22:51.683>rather <00:22:51.790>than <00:22:51.898>taking <00:22:52.006>your <00:22:52.113>data <00:22:52.221>to <00:22:52.329>the <00:22:52.436>cloud <00:22:52.544>or <00:22:52.652>the <00:22:52.760>compute?

00:22:56.480 --> 00:22:57.909 align:start position:0%
<00:22:56.480>&gt;&gt; <00:22:56.640>Thank <00:22:56.801>you. <00:22:56.962>I <00:22:57.123>think <00:22:57.283>it's <00:22:57.444>the <00:22:57.605>last <00:22:57.766>slide.

00:22:57.909 --> 00:22:57.919 align:start position:0%
<00:22:57.909>&gt;&gt; <00:22:57.910>Thank <00:22:57.911>you. <00:22:57.912>I <00:22:57.913>think <00:22:57.914>it's <00:22:57.915>the <00:22:57.916>last <00:22:57.918>slide.

00:22:57.919 --> 00:23:00.310 align:start position:0%
<00:22:57.919>&gt;&gt; <00:22:58.059>Thank <00:22:58.199>you. <00:22:58.339>I <00:22:58.479>think <00:22:58.619>it's <00:22:58.759>the <00:22:58.899>last <00:22:59.039>slide. <00:22:59.179>I <00:22:59.319>think

00:23:00.310 --> 00:23:00.320 align:start position:0%
<00:23:00.310>I <00:23:00.319>think

00:23:00.320 --> 00:23:02.710 align:start position:0%
<00:23:00.320>I <00:23:00.553>think <00:23:00.786>&gt;&gt; <00:23:01.020>please. <00:23:01.253>Thank <00:23:01.486>you, <00:23:01.720>Jeremy.

00:23:02.710 --> 00:23:02.720 align:start position:0%
<00:23:02.710>&gt;&gt; <00:23:02.712>please. <00:23:02.714>Thank <00:23:02.716>you, <00:23:02.719>Jeremy.

00:23:02.720 --> 00:23:04.630 align:start position:0%
<00:23:02.720>&gt;&gt; <00:23:02.820>please. <00:23:02.920>Thank <00:23:03.020>you, <00:23:03.120>Jeremy. <00:23:03.220>&gt;&gt; <00:23:03.320>There <00:23:03.420>is <00:23:03.520>no <00:23:03.620>questions <00:23:03.720>in <00:23:03.820>the <00:23:03.920>app <00:23:04.020>so <00:23:04.120>far,

00:23:04.630 --> 00:23:04.640 align:start position:0%
<00:23:04.630>&gt;&gt; <00:23:04.631>There <00:23:04.632>is <00:23:04.633>no <00:23:04.634>questions <00:23:04.635>in <00:23:04.636>the <00:23:04.637>app <00:23:04.638>so <00:23:04.639>far,

00:23:04.640 --> 00:23:07.110 align:start position:0%
<00:23:04.640>&gt;&gt; <00:23:04.713>There <00:23:04.787>is <00:23:04.861>no <00:23:04.934>questions <00:23:05.008>in <00:23:05.082>the <00:23:05.155>app <00:23:05.229>so <00:23:05.303>far, <00:23:05.376>but <00:23:05.450>I <00:23:05.524>do <00:23:05.597>have <00:23:05.671>one. <00:23:05.745>So, <00:23:05.818>you <00:23:05.892>focused <00:23:05.966>a <00:23:06.040>lot

00:23:07.110 --> 00:23:07.120 align:start position:0%
<00:23:07.110>but <00:23:07.110>I <00:23:07.111>do <00:23:07.112>have <00:23:07.113>one. <00:23:07.114>So, <00:23:07.116>you <00:23:07.117>focused <00:23:07.118>a <00:23:07.119>lot

00:23:07.120 --> 00:23:11.350 align:start position:0%
<00:23:07.120>but <00:23:07.207>I <00:23:07.294>do <00:23:07.382>have <00:23:07.469>one. <00:23:07.557>So, <00:23:07.645>you <00:23:07.732>focused <00:23:07.820>a <00:23:07.907>lot <00:23:07.995>on <00:23:08.082>um <00:23:08.169>health <00:23:08.257>research. <00:23:08.344>Um <00:23:08.432>just <00:23:08.520>a

00:23:11.350 --> 00:23:11.360 align:start position:0%
<00:23:11.350>on <00:23:11.351>um <00:23:11.352>health <00:23:11.354>research. <00:23:11.356>Um <00:23:11.357>just <00:23:11.359>a

00:23:11.360 --> 00:23:13.110 align:start position:0%
<00:23:11.360>on <00:23:11.459>um <00:23:11.560>health <00:23:11.659>research. <00:23:11.760>Um <00:23:11.860>just <00:23:11.959>a <00:23:12.060>question. <00:23:12.159>I'm <00:23:12.260>not <00:23:12.360>an <00:23:12.459>expert. <00:23:12.560>I <00:23:12.659>didn't <00:23:12.760>do

00:23:13.110 --> 00:23:13.120 align:start position:0%
<00:23:13.110>question. <00:23:13.111>I'm <00:23:13.112>not <00:23:13.113>an <00:23:13.115>expert. <00:23:13.116>I <00:23:13.117>didn't <00:23:13.119>do

00:23:13.120 --> 00:23:15.830 align:start position:0%
<00:23:13.120>question. <00:23:13.219>I'm <00:23:13.320>not <00:23:13.419>an <00:23:13.520>expert. <00:23:13.620>I <00:23:13.719>didn't <00:23:13.820>do <00:23:13.919>interviews <00:23:14.020>with <00:23:14.120>experts. <00:23:14.219>So <00:23:14.320>uh <00:23:14.419>would <00:23:14.520>you

00:23:15.830 --> 00:23:15.840 align:start position:0%
<00:23:15.830>interviews <00:23:15.831>with <00:23:15.832>experts. <00:23:15.834>So <00:23:15.836>uh <00:23:15.837>would <00:23:15.839>you

00:23:15.840 --> 00:23:18.630 align:start position:0%
<00:23:15.840>interviews <00:23:15.939>with <00:23:16.040>experts. <00:23:16.139>So <00:23:16.240>uh <00:23:16.340>would <00:23:16.439>you <00:23:16.540>say <00:23:16.639>it's <00:23:16.740>maybe <00:23:16.840>also <00:23:16.939>uh <00:23:17.040>use <00:23:17.139>cases <00:23:17.240>for

00:23:18.630 --> 00:23:18.640 align:start position:0%
<00:23:18.630>say <00:23:18.631>it's <00:23:18.632>maybe <00:23:18.633>also <00:23:18.635>uh <00:23:18.636>use <00:23:18.637>cases <00:23:18.639>for

00:23:18.640 --> 00:23:20.310 align:start position:0%
<00:23:18.640>say <00:23:18.756>it's <00:23:18.873>maybe <00:23:18.990>also <00:23:19.106>uh <00:23:19.223>use <00:23:19.340>cases <00:23:19.456>for <00:23:19.573>other <00:23:19.690>researchers <00:23:19.806>right <00:23:19.923>not <00:23:20.040>only

00:23:20.310 --> 00:23:20.320 align:start position:0%
<00:23:20.310>other <00:23:20.312>researchers <00:23:20.314>right <00:23:20.316>not <00:23:20.319>only

00:23:20.320 --> 00:23:21.909 align:start position:0%
<00:23:20.320>other <00:23:20.460>researchers <00:23:20.600>right <00:23:20.740>not <00:23:20.879>only <00:23:21.020>healthcare <00:23:21.159>it's <00:23:21.300>not <00:23:21.439>limited <00:23:21.580>to <00:23:21.720>that

00:23:21.909 --> 00:23:21.919 align:start position:0%
<00:23:21.909>healthcare <00:23:21.910>it's <00:23:21.912>not <00:23:21.914>limited <00:23:21.916>to <00:23:21.918>that

00:23:21.919 --> 00:23:22.390 align:start position:0%
<00:23:21.919>healthcare <00:23:21.989>it's <00:23:22.060>not <00:23:22.130>limited <00:23:22.201>to <00:23:22.272>that <00:23:22.342>right

00:23:22.390 --> 00:23:22.400 align:start position:0%
right

00:23:22.400 --> 00:23:26.230 align:start position:0%
<00:23:22.400>right <00:23:22.527>&gt;&gt; <00:23:22.654>yeah <00:23:22.781>I <00:23:22.909>think <00:23:23.036>u <00:23:23.163>uh <00:23:23.290>this <00:23:23.418>talk <00:23:23.545>I <00:23:23.672>I <00:23:23.800>said

00:23:26.230 --> 00:23:26.240 align:start position:0%
<00:23:26.230>&gt;&gt; <00:23:26.230>yeah <00:23:26.231>I <00:23:26.232>think <00:23:26.233>u <00:23:26.234>uh <00:23:26.235>this <00:23:26.236>talk <00:23:26.237>I <00:23:26.238>I <00:23:26.239>said

00:23:26.240 --> 00:23:28.310 align:start position:0%
<00:23:26.240>&gt;&gt; <00:23:26.322>yeah <00:23:26.404>I <00:23:26.487>think <00:23:26.569>u <00:23:26.651>uh <00:23:26.734>this <00:23:26.816>talk <00:23:26.898>I <00:23:26.981>I <00:23:27.063>said <00:23:27.145>that <00:23:27.228>for <00:23:27.310>life <00:23:27.392>sciences <00:23:27.475>uh <00:23:27.557>but <00:23:27.640>obviously

00:23:28.310 --> 00:23:28.320 align:start position:0%
<00:23:28.310>that <00:23:28.311>for <00:23:28.312>life <00:23:28.314>sciences <00:23:28.316>uh <00:23:28.317>but <00:23:28.319>obviously

00:23:28.320 --> 00:23:30.870 align:start position:0%
<00:23:28.320>that <00:23:28.419>for <00:23:28.520>life <00:23:28.620>sciences <00:23:28.720>uh <00:23:28.820>but <00:23:28.919>obviously <00:23:29.020>the <00:23:29.120>platform <00:23:29.220>is <00:23:29.320>being <00:23:29.419>used <00:23:29.520>by <00:23:29.620>uh <00:23:29.720>you

00:23:30.870 --> 00:23:30.880 align:start position:0%
<00:23:30.870>the <00:23:30.871>platform <00:23:30.872>is <00:23:30.873>being <00:23:30.875>used <00:23:30.876>by <00:23:30.877>uh <00:23:30.879>you

00:23:30.880 --> 00:23:34.470 align:start position:0%
<00:23:30.880>the <00:23:30.973>platform <00:23:31.066>is <00:23:31.160>being <00:23:31.253>used <00:23:31.346>by <00:23:31.440>uh <00:23:31.533>you <00:23:31.626>know <00:23:31.720>people <00:23:31.813>trying <00:23:31.906>to <00:23:32.000>uh <00:23:32.093>find <00:23:32.186>uh <00:23:32.280>you

00:23:34.470 --> 00:23:34.480 align:start position:0%
<00:23:34.470>know <00:23:34.471>people <00:23:34.472>trying <00:23:34.473>to <00:23:34.475>uh <00:23:34.476>find <00:23:34.477>uh <00:23:34.479>you

00:23:34.480 --> 00:23:35.830 align:start position:0%
<00:23:34.480>know <00:23:34.581>people <00:23:34.682>trying <00:23:34.783>to <00:23:34.885>uh <00:23:34.986>find <00:23:35.087>uh <00:23:35.188>you <00:23:35.290>know <00:23:35.391>the <00:23:35.492>most <00:23:35.593>efficient <00:23:35.695>battery

00:23:35.830 --> 00:23:35.840 align:start position:0%
<00:23:35.830>know <00:23:35.832>the <00:23:35.834>most <00:23:35.836>efficient <00:23:35.839>battery

00:23:35.840 --> 00:23:37.830 align:start position:0%
<00:23:35.840>know <00:23:35.980>the <00:23:36.120>most <00:23:36.260>efficient <00:23:36.399>battery <00:23:36.540>solutions. <00:23:36.679>So <00:23:36.820>a <00:23:36.959>lot <00:23:37.100>of <00:23:37.240>electrochemistry

00:23:37.830 --> 00:23:37.840 align:start position:0%
<00:23:37.830>solutions. <00:23:37.831>So <00:23:37.833>a <00:23:37.835>lot <00:23:37.837>of <00:23:37.839>electrochemistry

00:23:37.840 --> 00:23:40.230 align:start position:0%
<00:23:37.840>solutions. <00:23:37.956>So <00:23:38.073>a <00:23:38.189>lot <00:23:38.306>of <00:23:38.423>electrochemistry <00:23:38.540>stuff <00:23:38.656>then <00:23:38.773>you <00:23:38.889>have <00:23:39.006>construction <00:23:39.123>work <00:23:39.240>as

00:23:40.230 --> 00:23:40.240 align:start position:0%
<00:23:40.230>stuff <00:23:40.231>then <00:23:40.233>you <00:23:40.234>have <00:23:40.236>construction <00:23:40.237>work <00:23:40.239>as

00:23:40.240 --> 00:23:42.950 align:start position:0%
<00:23:40.240>stuff <00:23:40.333>then <00:23:40.426>you <00:23:40.520>have <00:23:40.613>construction <00:23:40.706>work <00:23:40.800>as <00:23:40.893>well. <00:23:40.986>um <00:23:41.080>how <00:23:41.173>do <00:23:41.266>you <00:23:41.360>tailor <00:23:41.453>you <00:23:41.546>know <00:23:41.640>uh

00:23:42.950 --> 00:23:42.960 align:start position:0%
<00:23:42.950>well. <00:23:42.951>um <00:23:42.952>how <00:23:42.953>do <00:23:42.954>you <00:23:42.955>tailor <00:23:42.956>you <00:23:42.957>know <00:23:42.959>uh

00:23:42.960 --> 00:23:45.190 align:start position:0%
<00:23:42.960>well. <00:23:43.060>um <00:23:43.160>how <00:23:43.260>do <00:23:43.360>you <00:23:43.460>tailor <00:23:43.560>you <00:23:43.660>know <00:23:43.760>uh <00:23:43.860>cement <00:23:43.960>for <00:23:44.060>different <00:23:44.160>situations? <00:23:44.260>So <00:23:44.360>I

00:23:45.190 --> 00:23:45.200 align:start position:0%
<00:23:45.190>cement <00:23:45.191>for <00:23:45.193>different <00:23:45.195>situations? <00:23:45.197>So <00:23:45.199>I

00:23:45.200 --> 00:23:47.270 align:start position:0%
<00:23:45.200>cement <00:23:45.307>for <00:23:45.415>different <00:23:45.523>situations? <00:23:45.630>So <00:23:45.738>I <00:23:45.846>think <00:23:45.953>uh <00:23:46.061>research <00:23:46.169>is <00:23:46.276>uh <00:23:46.384>pretty <00:23:46.492>broad. <00:23:46.600>I

00:23:47.270 --> 00:23:47.280 align:start position:0%
<00:23:47.270>think <00:23:47.271>uh <00:23:47.272>research <00:23:47.273>is <00:23:47.275>uh <00:23:47.276>pretty <00:23:47.277>broad. <00:23:47.279>I

00:23:47.280 --> 00:23:48.710 align:start position:0%
<00:23:47.280>think <00:23:47.371>uh <00:23:47.463>research <00:23:47.555>is <00:23:47.647>uh <00:23:47.739>pretty <00:23:47.831>broad. <00:23:47.923>I <00:23:48.015>try <00:23:48.107>to <00:23:48.199>focus <00:23:48.291>it <00:23:48.383>for <00:23:48.475>life <00:23:48.567>sciences

00:23:48.710 --> 00:23:48.720 align:start position:0%
<00:23:48.710>try <00:23:48.711>to <00:23:48.713>focus <00:23:48.714>it <00:23:48.716>for <00:23:48.717>life <00:23:48.719>sciences

00:23:48.720 --> 00:23:51.350 align:start position:0%
<00:23:48.720>try <00:23:48.827>to <00:23:48.935>focus <00:23:49.043>it <00:23:49.150>for <00:23:49.258>life <00:23:49.366>sciences <00:23:49.473>because <00:23:49.581>uh <00:23:49.689>I <00:23:49.796>think <00:23:49.904>it's <00:23:50.012>really <00:23:50.120>exciting

00:23:51.350 --> 00:23:51.360 align:start position:0%
<00:23:51.350>because <00:23:51.351>uh <00:23:51.352>I <00:23:51.354>think <00:23:51.356>it's <00:23:51.357>really <00:23:51.359>exciting

00:23:51.360 --> 00:23:53.990 align:start position:0%
<00:23:51.360>because <00:23:51.459>uh <00:23:51.560>I <00:23:51.659>think <00:23:51.760>it's <00:23:51.860>really <00:23:51.959>exciting <00:23:52.060>to <00:23:52.159>see <00:23:52.260>the <00:23:52.360>stuff <00:23:52.459>in <00:23:52.560>the <00:23:52.659>life <00:23:52.760>sciences

00:23:53.990 --> 00:23:54.000 align:start position:0%
<00:23:53.990>to <00:23:53.991>see <00:23:53.992>the <00:23:53.993>stuff <00:23:53.995>in <00:23:53.996>the <00:23:53.997>life <00:23:53.999>sciences

00:23:54.000 --> 00:23:56.230 align:start position:0%
<00:23:54.000>to <00:23:54.100>see <00:23:54.200>the <00:23:54.300>stuff <00:23:54.400>in <00:23:54.500>the <00:23:54.600>life <00:23:54.700>sciences <00:23:54.800>world <00:23:54.900>what's <00:23:55.000>happening <00:23:55.100>uh <00:23:55.200>because <00:23:55.300>we <00:23:55.400>all

00:23:56.230 --> 00:23:56.240 align:start position:0%
<00:23:56.230>world <00:23:56.231>what's <00:23:56.233>happening <00:23:56.234>uh <00:23:56.236>because <00:23:56.237>we <00:23:56.239>all

00:23:56.240 --> 00:24:00.390 align:start position:0%
<00:23:56.240>world <00:23:56.340>what's <00:23:56.440>happening <00:23:56.540>uh <00:23:56.640>because <00:23:56.740>we <00:23:56.840>all <00:23:56.940>have <00:23:57.040>you <00:23:57.140>know <00:23:57.240>um <00:23:57.340>grandparents <00:23:57.440>u <00:23:57.540>you <00:23:57.640>know

00:24:00.390 --> 00:24:00.400 align:start position:0%
<00:24:00.390>have <00:24:00.391>you <00:24:00.392>know <00:24:00.393>um <00:24:00.395>grandparents <00:24:00.396>u <00:24:00.397>you <00:24:00.399>know

00:24:00.400 --> 00:24:03.110 align:start position:0%
<00:24:00.400>have <00:24:00.482>you <00:24:00.564>know <00:24:00.647>um <00:24:00.729>grandparents <00:24:00.811>u <00:24:00.894>you <00:24:00.976>know <00:24:01.058>that <00:24:01.141>that <00:24:01.223>we <00:24:01.305>we <00:24:01.388>love <00:24:01.470>uh <00:24:01.552>and <00:24:01.635>I <00:24:01.717>think <00:24:01.800>the

00:24:03.110 --> 00:24:03.120 align:start position:0%
<00:24:03.110>that <00:24:03.110>that <00:24:03.111>we <00:24:03.112>we <00:24:03.113>love <00:24:03.114>uh <00:24:03.116>and <00:24:03.117>I <00:24:03.118>think <00:24:03.119>the

00:24:03.120 --> 00:24:04.710 align:start position:0%
<00:24:03.120>that <00:24:03.219>that <00:24:03.320>we <00:24:03.419>we <00:24:03.520>love <00:24:03.620>uh <00:24:03.719>and <00:24:03.820>I <00:24:03.919>think <00:24:04.020>the <00:24:04.120>work <00:24:04.219>at <00:24:04.320>Imperial <00:24:04.419>especially <00:24:04.520>with

00:24:04.710 --> 00:24:04.720 align:start position:0%
<00:24:04.710>work <00:24:04.712>at <00:24:04.714>Imperial <00:24:04.716>especially <00:24:04.719>with

00:24:04.720 --> 00:24:06.710 align:start position:0%
<00:24:04.720>work <00:24:04.836>at <00:24:04.953>Imperial <00:24:05.070>especially <00:24:05.186>with <00:24:05.303>dementia <00:24:05.420>has <00:24:05.536>been <00:24:05.653>really <00:24:05.770>close <00:24:05.886>to <00:24:06.003>me <00:24:06.120>as

00:24:06.710 --> 00:24:06.720 align:start position:0%
<00:24:06.710>dementia <00:24:06.711>has <00:24:06.712>been <00:24:06.713>really <00:24:06.715>close <00:24:06.716>to <00:24:06.717>me <00:24:06.719>as

00:24:06.720 --> 00:24:10.230 align:start position:0%
<00:24:06.720>dementia <00:24:06.797>has <00:24:06.875>been <00:24:06.953>really <00:24:07.031>close <00:24:07.108>to <00:24:07.186>me <00:24:07.264>as <00:24:07.342>well. <00:24:07.420>So <00:24:07.497>we <00:24:07.575>try <00:24:07.653>to <00:24:07.731>see <00:24:07.808>how <00:24:07.886>uh <00:24:07.964>we <00:24:08.042>can <00:24:08.120>uh

00:24:10.230 --> 00:24:10.240 align:start position:0%
<00:24:10.230>well. <00:24:10.230>So <00:24:10.231>we <00:24:10.232>try <00:24:10.233>to <00:24:10.234>see <00:24:10.235>how <00:24:10.236>uh <00:24:10.237>we <00:24:10.238>can <00:24:10.239>uh

00:24:10.240 --> 00:24:12.310 align:start position:0%
<00:24:10.240>well. <00:24:10.327>So <00:24:10.415>we <00:24:10.502>try <00:24:10.590>to <00:24:10.677>see <00:24:10.765>how <00:24:10.852>uh <00:24:10.940>we <00:24:11.027>can <00:24:11.115>uh <00:24:11.202>give <00:24:11.290>those <00:24:11.377>researchers <00:24:11.465>the <00:24:11.552>life <00:24:11.640>sciences

00:24:12.310 --> 00:24:12.320 align:start position:0%
<00:24:12.310>give <00:24:12.311>those <00:24:12.313>researchers <00:24:12.315>the <00:24:12.317>life <00:24:12.319>sciences

00:24:12.320 --> 00:24:14.070 align:start position:0%
<00:24:12.320>give <00:24:12.447>those <00:24:12.574>researchers <00:24:12.701>the <00:24:12.829>life <00:24:12.956>sciences <00:24:13.083>a <00:24:13.210>very <00:24:13.338>easy <00:24:13.465>experience <00:24:13.592>to <00:24:13.720>access

00:24:14.070 --> 00:24:14.080 align:start position:0%
<00:24:14.070>a <00:24:14.071>very <00:24:14.073>easy <00:24:14.075>experience <00:24:14.077>to <00:24:14.079>access

00:24:14.080 --> 00:24:15.909 align:start position:0%
<00:24:14.080>a <00:24:14.220>very <00:24:14.360>easy <00:24:14.500>experience <00:24:14.639>to <00:24:14.780>access <00:24:14.919>state-of-the-art <00:24:15.060>without <00:24:15.199>having <00:24:15.340>to <00:24:15.480>go

00:24:15.909 --> 00:24:15.919 align:start position:0%
<00:24:15.909>state-of-the-art <00:24:15.911>without <00:24:15.913>having <00:24:15.915>to <00:24:15.918>go

00:24:15.919 --> 00:24:17.510 align:start position:0%
<00:24:15.919>state-of-the-art <00:24:16.119>without <00:24:16.319>having <00:24:16.519>to <00:24:16.719>go <00:24:16.919>through <00:24:17.119>it <00:24:17.319>hurdles.

00:24:17.510 --> 00:24:17.520 align:start position:0%
<00:24:17.510>through <00:24:17.514>it <00:24:17.519>hurdles.

00:24:17.520 --> 00:24:19.350 align:start position:0%
<00:24:17.520>through <00:24:17.695>it <00:24:17.870>hurdles. <00:24:18.045>&gt;&gt; <00:24:18.220>Yeah. <00:24:18.395>Thank <00:24:18.570>you <00:24:18.745>very <00:24:18.920>much.

00:24:19.350 --> 00:24:19.360 align:start position:0%
<00:24:19.350>&gt;&gt; <00:24:19.351>Yeah. <00:24:19.353>Thank <00:24:19.355>you <00:24:19.357>very <00:24:19.359>much.

00:24:19.360 --> 00:24:23.080 align:start position:0%
<00:24:19.360>&gt;&gt; <00:24:19.515>Yeah. <00:24:19.671>Thank <00:24:19.826>you <00:24:19.982>very <00:24:20.137>much. <00:24:20.293>&gt;&gt; <00:24:20.448>Thank <00:24:20.604>you. <00:24:20.760>Thanks.