WEBVTT

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<00:00:06.185>Hello <00:00:06.648>and <00:00:07.112>welcome.

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<00:00:17.885>that <00:00:18.060>we <00:00:18.235>are <00:00:18.410>talking <00:00:18.585>about <00:00:18.760>micro <00:00:18.935>fabric <00:00:19.110>data <00:00:19.285>analytics

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<00:00:23.195>So <00:00:23.370>yes. <00:00:23.545>Hannah, <00:00:23.720>would <00:00:23.895>you <00:00:24.070>like <00:00:24.245>to <00:00:24.420>introduce <00:00:24.595>yourself?

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<00:00:27.165>Yeah, <00:00:27.445>sure. <00:00:27.724>Thank <00:00:28.005>you <00:00:28.285>Alex, <00:00:28.564>um,

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<00:00:31.835>My <00:00:31.962>name <00:00:32.089>is <00:00:32.216>Hannah <00:00:32.344>and <00:00:32.471>I <00:00:32.598>work <00:00:32.725>as <00:00:32.853>an <00:00:32.980>Azure <00:00:33.107>cloud <00:00:33.235>developer

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<00:00:42.015>for <00:00:42.295>you <00:00:42.575>today <00:00:42.855>around <00:00:43.135>Microsoft <00:00:43.415>Fabric.

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<00:00:44.675>Um, <00:00:44.802>we <00:00:44.929>want <00:00:45.056>to <00:00:45.184>introduce <00:00:45.311>you <00:00:45.438>to <00:00:45.565>some <00:00:45.693>best <00:00:45.820>practices, <00:00:45.947>um, <00:00:46.074>of,

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<00:00:56.805>that <00:00:56.932>data <00:00:57.059>agents <00:00:57.186>on <00:00:57.314>fabric <00:00:57.441>and <00:00:57.568>yeah, <00:00:57.695>I'm <00:00:57.823>excited <00:00:57.950>to <00:00:58.077>be <00:00:58.205>here.

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<00:01:01.685>Alex, <00:01:01.918>do <00:01:02.151>you <00:01:02.385>wanna <00:01:02.618>say <00:01:02.851>some <00:01:03.085>words

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<00:01:03.255>about <00:01:03.552>yourself <00:01:03.849>as <00:01:04.146>well? <00:01:04.443>Sure,

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<00:01:05.015>I <00:01:05.190>am, <00:01:05.364>I'm <00:01:05.540>v <00:01:05.715>vp, <00:01:05.890>uh, <00:01:06.065>for <00:01:06.240>five <00:01:06.415>years.

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<00:01:07.235>Yes, <00:01:07.435>right <00:01:07.635>now. <00:01:07.835>Um, <00:01:08.035>trainer <00:01:08.235>since <00:01:08.435>the <00:01:08.635>decade,

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<00:01:14.914>How <00:01:15.148>was <00:01:15.381>the, <00:01:15.615>the <00:01:15.848>environment <00:01:16.081>from <00:01:16.315>ourself,

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<00:01:19.255>from <00:01:19.429>the <00:01:19.604>topics, <00:01:19.780>from, <00:01:19.955>from <00:01:20.130>the <00:01:20.304>customer <00:01:20.479>also, <00:01:20.655>uh,

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<00:01:38.995>And <00:01:39.150>we <00:01:39.306>see <00:01:39.461>like <00:01:39.617>a <00:01:39.772>traditional, <00:01:39.928>uh, <00:01:40.083>data <00:01:40.239>architecture <00:01:40.395>here.

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<00:01:46.955>before <00:01:47.095>fabric <00:01:47.235>we <00:01:47.375>had, <00:01:47.515>um, <00:01:47.655>a <00:01:47.795>lot <00:01:47.935>of <00:01:48.075>data <00:01:48.215>of <00:01:48.355>course,

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<00:01:50.965>that <00:01:51.120>we <00:01:51.276>want <00:01:51.431>to <00:01:51.587>use <00:01:51.742>for <00:01:51.898>our <00:01:52.053>analytics <00:01:52.209>use <00:01:52.365>cases.

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<00:01:59.155>and <00:01:59.310>we <00:01:59.466>want <00:01:59.621>to <00:01:59.777>use <00:01:59.932>all <00:02:00.088>of <00:02:00.243>that <00:02:00.399>for <00:02:00.555>predictions,

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<00:02:03.395>for <00:02:03.861>analytics, <00:02:04.328>for <00:02:04.795>reporting.

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<00:02:05.595>But, <00:02:05.828>um, <00:02:06.061>how <00:02:06.295>did <00:02:06.528>we <00:02:06.761>do <00:02:06.995>that?

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<00:02:07.635>We <00:02:07.762>used <00:02:07.889>a <00:02:08.016>ton <00:02:08.144>of <00:02:08.271>different <00:02:08.398>services <00:02:08.525>as <00:02:08.653>a <00:02:08.780>services, <00:02:08.907>uh, <00:02:09.035>first

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<00:02:11.855>of <00:02:11.994>all, <00:02:12.135>of <00:02:12.274>course <00:02:12.415>for <00:02:12.554>ingestions <00:02:12.695>that <00:02:12.834>we <00:02:12.975>can <00:02:13.114>use <00:02:13.255>pipelines,

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<00:02:16.155>um, <00:02:16.435>for <00:02:16.715>example <00:02:16.995>with <00:02:17.275>Azure <00:02:17.555>synapse

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<00:02:18.375>analytics <00:02:18.699>that <00:02:19.023>we <00:02:19.347>see <00:02:19.671>here.

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<00:02:20.395>Um, <00:02:20.570>of <00:02:20.745>course <00:02:20.920>we <00:02:21.095>want <00:02:21.270>to <00:02:21.445>store <00:02:21.620>the <00:02:21.795>data.

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<00:02:22.595>So <00:02:22.750>we <00:02:22.906>had, <00:02:23.061>uh, <00:02:23.217>Azure <00:02:23.372>Data <00:02:23.528>Lake <00:02:23.683>storage <00:02:23.839>for <00:02:23.995>example.

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<00:02:26.285>Then <00:02:26.412>we <00:02:26.539>had <00:02:26.666>a <00:02:26.794>layer <00:02:26.921>for <00:02:27.048>processing <00:02:27.175>the <00:02:27.303>data, <00:02:27.430>um, <00:02:27.557>with, <00:02:27.685>uh,

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<00:02:30.605>data <00:02:30.760>explorer <00:02:30.916>tools, <00:02:31.071>for <00:02:31.227>example, <00:02:31.382>spark <00:02:31.538>pools, <00:02:31.693>all <00:02:31.849>of <00:02:32.005>that.

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<00:02:34.995>And <00:02:35.111>then <00:02:35.228>we <00:02:35.345>needed <00:02:35.461>even <00:02:35.578>more <00:02:35.695>services <00:02:35.811>if <00:02:35.928>we <00:02:36.045>want <00:02:36.161>to <00:02:36.278>use, <00:02:36.395>um,

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<00:02:40.115>AI <00:02:40.290>services <00:02:40.465>or <00:02:40.640>machine <00:02:40.815>learning <00:02:40.990>and <00:02:41.165>all <00:02:41.340>of <00:02:41.515>that.

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<00:02:43.595>And <00:02:43.722>at <00:02:43.849>the <00:02:43.976>end, <00:02:44.104>if <00:02:44.231>we <00:02:44.358>want <00:02:44.485>to, <00:02:44.613>um, <00:02:44.740>visualize <00:02:44.867>our <00:02:44.995>data,

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<00:02:47.355>we <00:02:47.530>had <00:02:47.704>to <00:02:47.880>use <00:02:48.054>for <00:02:48.230>example, <00:02:48.405>uh, <00:02:48.579>power <00:02:48.755>BI

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<00:02:50.995>or <00:02:51.150>um, <00:02:51.306>other <00:02:51.461>tools <00:02:51.617>here <00:02:51.772>in <00:02:51.928>the <00:02:52.083>surf <00:02:52.239>layer, <00:02:52.395>um,

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<00:02:55.725>that <00:02:55.864>can <00:02:56.005>at <00:02:56.144>the <00:02:56.285>end <00:02:56.424>be <00:02:56.565>consumed <00:02:56.704>by <00:02:56.845>our <00:02:56.984>applications. <00:02:57.125>So

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<00:03:00.585>That's <00:03:01.035>great. <00:03:01.485>So

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<00:03:01.585>the <00:03:02.051>ecosystem <00:03:02.518>was <00:03:02.985>combined

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<00:03:04.145>or <00:03:04.320>a <00:03:04.495>combination <00:03:04.670>of <00:03:04.845>different <00:03:05.020>services <00:03:05.195>that <00:03:05.370>you <00:03:05.545>have

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<00:03:07.405>to <00:03:07.605>apply <00:03:07.805>some <00:03:08.005>policies, <00:03:08.205>um, <00:03:08.405>um, <00:03:08.605>access <00:03:08.805>rights

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<00:03:12.245>and <00:03:12.525>so <00:03:12.805>on <00:03:13.085>for <00:03:13.365>several <00:03:13.645>users.

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<00:03:14.625>Uh, <00:03:14.800>you <00:03:14.975>have <00:03:15.150>talked <00:03:15.325>about <00:03:15.500>ingestion <00:03:15.675>from <00:03:15.850>the <00:03:16.025>data.

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<00:03:18.145>It <00:03:18.425>can <00:03:18.705>be <00:03:18.985>whatever <00:03:19.265>we <00:03:19.545>want.

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<00:03:19.985>And <00:03:20.125>if <00:03:20.265>you <00:03:20.405>like <00:03:20.545>to <00:03:20.685>hear <00:03:20.825>something, <00:03:20.965>what <00:03:21.105>is <00:03:21.245>fabric <00:03:21.385>changes?

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<00:03:24.545>For <00:03:24.700>us, <00:03:24.856>that <00:03:25.011>is <00:03:25.167>something <00:03:25.322>what <00:03:25.478>we <00:03:25.633>called <00:03:25.789>one <00:03:25.945>platform

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<00:03:28.995>that <00:03:29.334>we <00:03:29.673>combine <00:03:30.012>all

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<00:03:30.125>of <00:03:30.280>the <00:03:30.436>services <00:03:30.591>you <00:03:30.747>have <00:03:30.902>seen <00:03:31.058>earlier <00:03:31.213>on <00:03:31.369>this <00:03:31.525>slide.

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<00:03:33.305>So <00:03:33.505>for <00:03:33.705>ingestion, <00:03:33.905>um, <00:03:34.105>we <00:03:34.305>have <00:03:34.505>data <00:03:34.705>factory

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<00:03:37.295>where <00:03:37.450>it <00:03:37.606>can <00:03:37.761>bin <00:03:37.917>build <00:03:38.072>pipelines, <00:03:38.228>we <00:03:38.383>can <00:03:38.539>transform <00:03:38.695>data,

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<00:03:40.265>we <00:03:40.498>can <00:03:40.731>move <00:03:40.964>data, <00:03:41.198>whatever <00:03:41.431>we <00:03:41.665>want.

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<00:03:42.665>Uh, <00:03:42.945>we <00:03:43.225>can <00:03:43.505>do <00:03:43.785>analytics <00:03:44.065>here

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<00:03:45.105>and <00:03:45.280>um, <00:03:45.454>of <00:03:45.630>course <00:03:45.804>save <00:03:45.980>also <00:03:46.155>data <00:03:46.329>on <00:03:46.505>databases,

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<00:03:50.025>uh, <00:03:50.272>on <00:03:50.520>the <00:03:50.767>first <00:03:51.015>row.

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<00:03:51.305>Uh, <00:03:51.538>do <00:03:51.771>some <00:03:52.005>analytics <00:03:52.238>on <00:03:52.471>real <00:03:52.705>time.

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<00:03:53.915>What <00:03:54.114>we <00:03:54.315>will <00:03:54.515>also <00:03:54.715>show <00:03:54.915>in <00:03:55.114>a <00:03:55.315>minute,

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<00:03:56.265>and <00:03:56.404>we <00:03:56.545>all <00:03:56.684>save <00:03:56.825>this <00:03:56.964>on <00:03:57.105>one <00:03:57.244>leg. <00:03:57.385>What's <00:03:57.524>that? <00:03:57.665>Yes.

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<00:04:01.195>Yeah, <00:04:01.350>so <00:04:01.506>one <00:04:01.661>leg <00:04:01.817>is <00:04:01.972>actually <00:04:02.128>a <00:04:02.283>super <00:04:02.439>important, <00:04:02.595>uh,

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<00:04:05.245>feature <00:04:05.731>of <00:04:06.216>fabric.

77
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<00:04:06.945>One <00:04:07.072>leg <00:04:07.199>is <00:04:07.326>the <00:04:07.454>place <00:04:07.581>where <00:04:07.708>we <00:04:07.835>store <00:04:07.963>all <00:04:08.090>of <00:04:08.217>our <00:04:08.345>data.

78
00:04:11.065 --> 00:04:12.685
<00:04:11.065>So <00:04:11.298>we <00:04:11.531>have <00:04:11.765>many <00:04:11.998>different <00:04:12.231>data <00:04:12.465>sources

79
00:04:13.705 --> 00:04:16.205
<00:04:13.705>and <00:04:13.905>we <00:04:14.105>can <00:04:14.305>integrate <00:04:14.505>them <00:04:14.705>all <00:04:14.905>into <00:04:15.105>fabric

80
00:04:16.505 --> 00:04:19.765
<00:04:16.505>and <00:04:16.680>then <00:04:16.855>ultimately <00:04:17.029>save <00:04:17.204>them <00:04:17.380>in <00:04:17.555>one <00:04:17.730>leg <00:04:17.904>so

81
00:04:19.765 --> 00:04:22.525
<00:04:19.765>that <00:04:19.940>we <00:04:20.115>can <00:04:20.289>use <00:04:20.464>them <00:04:20.640>for <00:04:20.815>our, <00:04:20.990>for <00:04:21.164>example,

82
00:04:22.525 --> 00:04:23.965
<00:04:22.525>analytics <00:04:23.173>use <00:04:23.820>case.

83
00:04:24.705 --> 00:04:27.845
<00:04:24.705>And <00:04:24.938>um, <00:04:25.171>yeah, <00:04:25.405>fabric <00:04:25.638>in <00:04:25.871>general <00:04:26.104>brings

84
00:04:28.465 --> 00:04:29.885
<00:04:28.465>so <00:04:29.104>many <00:04:29.743>advantages.

85
00:04:30.305 --> 00:04:33.085
<00:04:30.305>So <00:04:30.538>we <00:04:30.771>have, <00:04:31.005>for <00:04:31.238>example, <00:04:31.471>a <00:04:31.705>very,

86
00:04:33.085 --> 00:04:35.565
<00:04:33.085>like <00:04:33.364>tremendously <00:04:33.645>shorter <00:04:33.924>time <00:04:34.205>to <00:04:34.484>production.

87
00:04:35.585 --> 00:04:38.845
<00:04:35.585>If <00:04:35.818>we, <00:04:36.051>um, <00:04:36.284>develop, <00:04:36.518>uh, <00:04:36.751>new <00:04:36.984>applications

88
00:04:38.945 --> 00:04:41.525
<00:04:38.945>or <00:04:39.224>use <00:04:39.505>cases, <00:04:39.784>it's <00:04:40.065>much <00:04:40.344>leaner

89
00:04:41.865 --> 00:04:44.725
<00:04:41.865>and <00:04:42.065>we <00:04:42.265>can <00:04:42.465>realize <00:04:42.665>quick <00:04:42.865>wins <00:04:43.065>even <00:04:43.265>faster.

90
00:04:44.905 --> 00:04:49.205
<00:04:44.905>Mm-hmm. <00:04:45.060>And <00:04:45.216>this <00:04:45.371>is <00:04:45.527>also, <00:04:45.682>um, <00:04:45.838>yeah, <00:04:45.993>super <00:04:46.149>good <00:04:46.304>advantage

91
00:04:49.345 --> 00:04:50.445
<00:04:49.345>of <00:04:49.840>one <00:04:50.335>leg

92
00:04:50.445 --> 00:04:53.485
<00:04:50.445>because <00:04:50.620>then <00:04:50.795>we <00:04:50.969>have <00:04:51.145>all <00:04:51.320>our <00:04:51.495>data <00:04:51.670>already <00:04:51.844>together

93
00:04:54.025 --> 00:04:57.605
<00:04:54.025>and <00:04:54.141>we <00:04:54.258>can <00:04:54.375>use <00:04:54.491>the <00:04:54.608>data <00:04:54.724>then <00:04:54.841>to <00:04:54.958>do <00:04:55.075>all <00:04:55.191>kind <00:04:55.308>of <00:04:55.424>analytics

94
00:04:57.755 --> 00:05:01.725
<00:04:57.755>with <00:04:57.910>all <00:04:58.066>the <00:04:58.221>services <00:04:58.377>we <00:04:58.532>see <00:04:58.688>here, <00:04:58.843>like, <00:04:58.999>uh, <00:04:59.155>pipelines

95
00:05:01.905 --> 00:05:04.365
<00:05:01.905>or <00:05:02.104>Yeah, <00:05:02.304>real <00:05:02.505>time <00:05:02.705>intelligence <00:05:02.905>as <00:05:03.104>well. <00:05:03.304>Yeah.

96
00:05:05.335 --> 00:05:08.315
<00:05:05.335>You <00:05:05.462>can <00:05:05.589>also <00:05:05.716>say <00:05:05.844>to <00:05:05.971>one <00:05:06.098>leg <00:05:06.225>that's <00:05:06.353>a <00:05:06.480>OneDrive <00:05:06.607>for <00:05:06.734>data.

97
00:05:08.615 --> 00:05:11.555
<00:05:08.615>So <00:05:08.731>how <00:05:08.848>you <00:05:08.965>do <00:05:09.081>not <00:05:09.198>care <00:05:09.315>about <00:05:09.431>what <00:05:09.548>kind <00:05:09.665>of <00:05:09.781>data <00:05:09.898>you <00:05:10.015>want

98
00:05:11.555 --> 00:05:13.915
<00:05:11.555>to <00:05:11.755>store, <00:05:11.955>you <00:05:12.155>just <00:05:12.355>put <00:05:12.555>it <00:05:12.755>all <00:05:12.955>there.

99
00:05:14.615 --> 00:05:16.995
<00:05:14.615>You <00:05:14.790>are <00:05:14.965>also <00:05:15.140>using <00:05:15.315>like <00:05:15.490>a <00:05:15.665>Dropbox <00:05:15.840>or <00:05:16.015>OneDrive.

100
00:05:17.215 --> 00:05:20.035
<00:05:17.215>You <00:05:17.331>put <00:05:17.448>it, <00:05:17.565>your <00:05:17.681>data <00:05:17.798>there, <00:05:17.914>that <00:05:18.031>can <00:05:18.148>be <00:05:18.265>file, <00:05:18.381>it <00:05:18.498>can <00:05:18.614>be

101
00:05:20.755 --> 00:05:22.515
<00:05:20.755>documents, <00:05:20.988>whatever <00:05:21.221>you <00:05:21.455>want <00:05:21.688>to <00:05:21.921>store <00:05:22.155>there.

102
00:05:22.815 --> 00:05:26.915
<00:05:22.815>And <00:05:22.970>then <00:05:23.126>you <00:05:23.281>can <00:05:23.437>work <00:05:23.592>from <00:05:23.748>this <00:05:23.903>kind <00:05:24.059>of <00:05:24.215>storage

103
00:05:27.455 --> 00:05:28.835
<00:05:27.455>on <00:05:27.869>all <00:05:28.282>different <00:05:28.697>services.

104
00:05:29.575 --> 00:05:33.355
<00:05:29.575>So <00:05:29.775>what <00:05:29.974>is <00:05:30.175>new <00:05:30.375>since, <00:05:30.575>um, <00:05:30.775>few <00:05:30.974>months

105
00:05:33.575 --> 00:05:36.275
<00:05:33.575>or <00:05:33.925>also <00:05:34.275>fabric <00:05:34.625>data <00:05:34.974>agents,

106
00:05:36.895 --> 00:05:40.395
<00:05:36.895>we <00:05:37.070>can <00:05:37.245>use <00:05:37.419>AI <00:05:37.594>services <00:05:37.770>right <00:05:37.945>now <00:05:38.120>through <00:05:38.294>different,

107
00:05:40.495 --> 00:05:43.195
<00:05:40.495>if <00:05:40.670>you <00:05:40.845>are <00:05:41.020>looking <00:05:41.195>on <00:05:41.370>the, <00:05:41.545>on <00:05:41.720>the <00:05:41.895>top,

108
00:05:44.295 --> 00:05:45.795
<00:05:44.295>of <00:05:44.520>course <00:05:44.745>we <00:05:44.970>can <00:05:45.195>stay <00:05:45.420>on <00:05:45.645>fabric.

109
00:05:46.135 --> 00:05:49.755
<00:05:46.135>We <00:05:46.275>can <00:05:46.414>also <00:05:46.555>go <00:05:46.695>to <00:05:46.835>Azure <00:05:46.974>Foundry, <00:05:47.115>so <00:05:47.255>using <00:05:47.395>a <00:05:47.534>chatbot

110
00:05:49.755 --> 00:05:51.035
<00:05:49.755>or <00:05:50.043>providing <00:05:50.330>them <00:05:50.619>an <00:05:50.907>agent

111
00:05:51.295 --> 00:05:53.235
<00:05:51.295>and <00:05:51.528>then <00:05:51.761>going <00:05:51.995>to <00:05:52.228>provide <00:05:52.461>a <00:05:52.695>knowledge

112
00:05:53.235 --> 00:05:54.315
<00:05:53.235>that <00:05:53.478>is <00:05:53.721>stored <00:05:53.964>on <00:05:54.207>fabric.

113
00:05:54.855 --> 00:05:58.005
<00:05:54.855>So <00:05:55.030>somehow <00:05:55.205>it <00:05:55.380>is <00:05:55.555>just <00:05:55.730>a <00:05:55.905>user <00:05:56.080>interface <00:05:56.255>there

114
00:05:58.425 --> 00:06:00.085
<00:05:58.425>to, <00:05:58.891>to <00:05:59.358>join <00:05:59.825>there.

115
00:06:00.225 --> 00:06:02.685
<00:06:00.225>And, <00:06:00.458>um, <00:06:00.691>yeah, <00:06:00.925>use <00:06:01.158>the, <00:06:01.391>the <00:06:01.625>data.

116
00:06:03.505 --> 00:06:05.965
<00:06:03.505>Uh, <00:06:03.660>on <00:06:03.816>the <00:06:03.971>bottom <00:06:04.127>we <00:06:04.282>are <00:06:04.438>on <00:06:04.593>the <00:06:04.749>one <00:06:04.905>leg,

117
00:06:06.025 --> 00:06:08.205
<00:06:06.025>so <00:06:06.304>we <00:06:06.585>are <00:06:06.864>using <00:06:07.145>this <00:06:07.424>kind

118
00:06:08.205 --> 00:06:10.125
<00:06:08.205>of <00:06:08.484>AI <00:06:08.765>services <00:06:09.044>and <00:06:09.325>natural <00:06:09.604>language.

119
00:06:10.185 --> 00:06:11.525
<00:06:10.185>We <00:06:10.587>will <00:06:10.989>talk, <00:06:11.390>uh,

120
00:06:11.525 --> 00:06:14.005
<00:06:11.525>with <00:06:11.680>Hannah <00:06:11.836>in <00:06:11.991>a <00:06:12.147>few <00:06:12.302>minutes <00:06:12.458>more <00:06:12.613>about <00:06:12.769>this <00:06:12.924>one,

121
00:06:14.625 --> 00:06:18.645
<00:06:14.625>but <00:06:14.765>you <00:06:14.905>can <00:06:15.045>just <00:06:15.185>imagine <00:06:15.325>we <00:06:15.465>have <00:06:15.605>something <00:06:15.745>like <00:06:15.885>we <00:06:16.025>are,

122
00:06:18.665 --> 00:06:21.445
<00:06:18.665>we <00:06:18.820>have <00:06:18.976>a <00:06:19.131>knowledge <00:06:19.287>base <00:06:19.442>with <00:06:19.598>stored <00:06:19.753>in <00:06:19.909>one <00:06:20.065>lake,

123
00:06:21.445 --> 00:06:22.645
<00:06:21.445>and <00:06:21.715>then <00:06:21.985>the <00:06:22.255>data <00:06:22.525>agents

124
00:06:22.705 --> 00:06:25.205
<00:06:22.705>or <00:06:22.905>the <00:06:23.104>AI <00:06:23.305>components <00:06:23.505>will <00:06:23.705>grab <00:06:23.905>the <00:06:24.104>data

125
00:06:25.265 --> 00:06:26.845
<00:06:25.265>and <00:06:25.498>answer <00:06:25.731>the <00:06:25.965>questions <00:06:26.198>on <00:06:26.431>this <00:06:26.664>one.

126
00:06:28.355 --> 00:06:32.045
<00:06:28.355>What <00:06:28.530>kind <00:06:28.705>of, <00:06:28.880>um, <00:06:29.055>data <00:06:29.230>do <00:06:29.405>we <00:06:29.580>have <00:06:29.755>there?

127
00:06:32.145 --> 00:06:34.845
<00:06:32.145>The <00:06:32.378>data <00:06:32.611>sources, <00:06:32.844>what <00:06:33.078>can <00:06:33.311>we <00:06:33.544>do?

128
00:06:36.325 --> 00:06:38.205
<00:06:36.325>I <00:06:36.500>mean, <00:06:36.675>for <00:06:36.849>the <00:06:37.025>data <00:06:37.200>agent <00:06:37.375>we <00:06:37.550>can <00:06:37.724>have

129
00:06:38.705 --> 00:06:39.845
<00:06:38.705>all <00:06:39.047>different <00:06:39.389>data <00:06:39.731>sources.

130
00:06:39.905 --> 00:06:43.285
<00:06:39.905>Mm-hmm. <00:06:40.044>Which <00:06:40.184>we <00:06:40.325>will <00:06:40.465>explore <00:06:40.604>now <00:06:40.744>in <00:06:40.885>the <00:06:41.025>use <00:06:41.164>case <00:06:41.304>Okay.

131
00:06:43.285 --> 00:06:44.845
<00:06:43.284>That <00:06:43.751>we <00:06:44.218>brought. <00:06:44.684>Um,

132
00:06:45.305 --> 00:06:49.045
<00:06:45.305>but <00:06:45.432>yeah, <00:06:45.559>in <00:06:45.686>general, <00:06:45.814>all <00:06:45.941>data <00:06:46.068>that <00:06:46.195>we <00:06:46.323>have <00:06:46.450>on <00:06:46.577>one <00:06:46.705>leg,

133
00:06:49.045 --> 00:06:53.125
<00:06:49.045>basically <00:06:49.200>we <00:06:49.356>can <00:06:49.511>use, <00:06:49.667>um, <00:06:49.822>for <00:06:49.978>the <00:06:50.133>data <00:06:50.289>agent, <00:06:50.445>um,

134
00:06:53.625 --> 00:06:55.645
<00:06:53.625>we <00:06:53.905>can <00:06:54.185>query <00:06:54.465>these <00:06:54.745>data <00:06:55.025>mm-hmm.

135
00:06:55.875 --> 00:07:00.045
<00:06:55.875>With <00:06:56.075>either <00:06:56.275>sql, <00:06:56.475>KQL <00:06:56.675>or <00:06:56.875>D <00:06:57.075>queries. <00:06:57.275>Mm-hmm.

136
00:07:00.125 --> 00:07:03.975
<00:07:00.125>Which <00:07:00.300>we'll <00:07:00.475>also <00:07:00.650>see <00:07:00.825>later <00:07:01.000>on. <00:07:01.175>That's <00:07:01.350>great. <00:07:01.525>And

137
00:07:05.275 --> 00:07:06.695
<00:07:05.275>So <00:07:05.488>we <00:07:05.700>go <00:07:05.914>on <00:07:06.127>the <00:07:06.340>next <00:07:06.553>slide,

138
00:07:06.715 --> 00:07:09.255
<00:07:06.715>you <00:07:06.948>see <00:07:07.181>the <00:07:07.414>end <00:07:07.648>to <00:07:07.881>end <00:07:08.114>scenario.

139
00:07:09.715 --> 00:07:13.335
<00:07:09.715>If <00:07:09.842>you <00:07:09.969>want <00:07:10.096>to <00:07:10.224>have <00:07:10.351>this <00:07:10.478>one <00:07:10.605>that <00:07:10.733>will <00:07:10.860>be <00:07:10.987>published <00:07:11.114>also

140
00:07:13.875 --> 00:07:15.495
<00:07:13.875>on <00:07:14.225>your <00:07:14.575>channel <00:07:14.925>on <00:07:15.275>LinkedIn.

141
00:07:15.555 --> 00:07:17.615
<00:07:15.555>So <00:07:15.755>you <00:07:15.955>can <00:07:16.155>perhaps <00:07:16.355>scan <00:07:16.555>this <00:07:16.755>square <00:07:16.955>code

142
00:07:17.875 --> 00:07:20.095
<00:07:17.875>and <00:07:18.050>then <00:07:18.225>you <00:07:18.400>will <00:07:18.575>see <00:07:18.750>the <00:07:18.925>information, <00:07:19.100>uh, <00:07:19.275>there.

143
00:07:20.675 --> 00:07:24.335
<00:07:20.675>If <00:07:20.815>we <00:07:20.955>want <00:07:21.095>to <00:07:21.235>create, <00:07:21.375>um, <00:07:21.515>fabric <00:07:21.655>data <00:07:21.795>agent, <00:07:21.935>you <00:07:22.075>have

144
00:07:24.335 --> 00:07:25.335
<00:07:24.335>to <00:07:24.560>create <00:07:24.784>the <00:07:25.010>agent <00:07:25.234>first.

145
00:07:25.355 --> 00:07:27.255
<00:07:25.355>You <00:07:25.510>will <00:07:25.666>see <00:07:25.821>that <00:07:25.977>is <00:07:26.132>in <00:07:26.288>demo <00:07:26.443>in <00:07:26.599>few <00:07:26.755>seconds.

146
00:07:27.795 --> 00:07:31.175
<00:07:27.795>And <00:07:27.950>then <00:07:28.106>you <00:07:28.261>create, <00:07:28.417>uh, <00:07:28.572>you'd <00:07:28.728>add <00:07:28.883>data <00:07:29.039>there. <00:07:29.195>Yes.

147
00:07:31.305 --> 00:07:33.735
<00:07:31.305>After <00:07:31.505>this <00:07:31.705>one <00:07:31.905>you <00:07:32.105>configure, <00:07:32.305>so <00:07:32.505>you <00:07:32.705>say

148
00:07:33.875 --> 00:07:36.615
<00:07:33.875>how <00:07:34.030>the <00:07:34.186>agent <00:07:34.341>should <00:07:34.497>work <00:07:34.652>and <00:07:34.808>then <00:07:34.963>you <00:07:35.119>can <00:07:35.275>share

149
00:07:36.675 --> 00:07:40.335
<00:07:36.675>and <00:07:36.815>also <00:07:36.955>publish <00:07:37.095>this <00:07:37.235>one <00:07:37.375>to <00:07:37.515>several, <00:07:37.655>uh, <00:07:37.795>channels <00:07:37.935>you <00:07:38.075>want

150
00:07:40.335 --> 00:07:41.495
<00:07:40.335>to <00:07:40.683>use, <00:07:41.031>uh, <00:07:41.379>later.

151
00:07:42.445 --> 00:07:45.095
<00:07:42.445>Yeah. <00:07:42.600>And <00:07:42.756>the <00:07:42.911>agent <00:07:43.067>then <00:07:43.222>can <00:07:43.378>then <00:07:43.533>be <00:07:43.689>consumed <00:07:43.844>by

152
00:07:45.685 --> 00:07:47.135
<00:07:45.685>different <00:07:46.337>other <00:07:46.990>applications.

153
00:07:47.135 --> 00:07:48.135
Mm-hmm.

154
00:07:48.725 --> 00:07:52.605
<00:07:48.725>That's <00:07:48.880>great. <00:07:49.036>And <00:07:49.191>uh, <00:07:49.347>yeah, <00:07:49.502>perhaps <00:07:49.658>we <00:07:49.813>can <00:07:49.969>go <00:07:50.125>further

155
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<00:07:52.784>and <00:07:52.940>speak <00:07:53.096>about <00:07:53.251>end-to-end <00:07:53.407>use <00:07:53.562>case <00:07:53.718>on <00:07:53.873>a <00:07:54.029>data <00:07:54.184>agent.

156
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<00:07:56.625>So <00:07:56.944>what <00:07:57.264>is <00:07:57.583>it <00:07:57.903>about?

157
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<00:07:58.195>Yeah, <00:07:58.350>that's <00:07:58.506>actually <00:07:58.661>the <00:07:58.817>exciting <00:07:58.972>part <00:07:59.128>now <00:07:59.283>of <00:07:59.439>our <00:07:59.594>talk.

158
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<00:08:02.545>Um, <00:08:02.700>we <00:08:02.856>brought <00:08:03.011>a <00:08:03.167>use <00:08:03.322>case, <00:08:03.478>um, <00:08:03.633>that <00:08:03.789>we <00:08:03.945>created,

159
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<00:08:06.825>um, <00:08:07.320>for <00:08:07.815>today.

160
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<00:08:08.705>And <00:08:08.844>now <00:08:08.984>as <00:08:09.125>a <00:08:09.265>small <00:08:09.405>introduction, <00:08:09.544>I <00:08:09.685>want <00:08:09.825>you <00:08:09.965>to <00:08:10.104>imagine

161
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<00:08:14.185>to <00:08:14.418>work <00:08:14.651>for <00:08:14.885>this, <00:08:15.118>uh, <00:08:15.351>pharmaceutical <00:08:15.585>company,

162
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<00:08:17.265>in <00:08:17.498>our <00:08:17.731>case <00:08:17.965>called <00:08:18.198>Demo <00:08:18.431>Pharma <00:08:18.664>Aging.

163
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<00:08:20.555>Very <00:08:20.882>creative. <00:08:21.209>I <00:08:21.536>know.

164
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<00:08:22.425>Um, <00:08:22.552>and <00:08:22.679>I <00:08:22.806>want <00:08:22.934>you <00:08:23.061>to <00:08:23.188>imagine <00:08:23.315>that <00:08:23.443>you <00:08:23.570>are <00:08:23.697>a <00:08:23.825>buyer

165
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<00:08:26.105>for <00:08:26.571>this <00:08:27.038>pharmaceutical <00:08:27.505>company.

166
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<00:08:28.385>So <00:08:28.585>you <00:08:28.784>want <00:08:28.985>to <00:08:29.185>buy <00:08:29.385>different, <00:08:29.585>um, <00:08:29.784>products

167
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<00:08:31.755>that <00:08:31.930>you <00:08:32.105>can <00:08:32.280>then, <00:08:32.455>um, <00:08:32.630>sell <00:08:32.804>to <00:08:32.980>other <00:08:33.155>wholesalers.

168
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<00:08:36.385>And <00:08:36.525>as <00:08:36.664>a <00:08:36.804>buyer, <00:08:36.944>of <00:08:37.085>course, <00:08:37.225>you <00:08:37.365>need <00:08:37.505>an <00:08:37.645>overview <00:08:37.784>about,

169
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<00:08:41.184>um, <00:08:41.340>your <00:08:41.496>portfolio, <00:08:41.651>the <00:08:41.807>products <00:08:41.962>that <00:08:42.118>you <00:08:42.273>have <00:08:42.429>in <00:08:42.584>stock,

170
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<00:08:44.805>your <00:08:45.005>inventories, <00:08:45.204>and <00:08:45.405>also <00:08:45.604>you <00:08:45.805>want <00:08:46.005>to <00:08:46.204>know

171
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<00:08:48.275>what <00:08:48.475>the <00:08:48.675>future <00:08:48.875>demand <00:08:49.074>will <00:08:49.275>look <00:08:49.475>like <00:08:49.675>for,

172
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<00:08:51.065>um, <00:08:51.578>your <00:08:52.091>products.

173
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<00:08:52.905>And <00:08:53.045>um, <00:08:53.185>yeah, <00:08:53.324>that's <00:08:53.464>the <00:08:53.605>situation <00:08:53.745>we <00:08:53.885>are <00:08:54.025>in <00:08:54.165>right <00:08:54.305>now.

174
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<00:08:58.465>Um, <00:08:58.605>at <00:08:58.745>the <00:08:58.885>top <00:08:59.025>right <00:08:59.165>corner, <00:08:59.305>there's <00:08:59.445>also <00:08:59.585>another <00:08:59.725>QR <00:08:59.865>code.

175
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<00:09:02.865>I'm <00:09:03.020>sorry, <00:09:03.176>you <00:09:03.331>want <00:09:03.487>to <00:09:03.642>move <00:09:03.798>back? <00:09:03.953>If <00:09:04.109>you <00:09:04.265>like

176
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<00:09:05.145>to <00:09:05.300>have <00:09:05.456>this <00:09:05.611>one, <00:09:05.767>yes, <00:09:05.922>please <00:09:06.078>scan <00:09:06.233>the <00:09:06.389>QR <00:09:06.545>code.

177
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<00:09:07.565>It <00:09:07.925>would <00:09:08.285>also <00:09:08.645>published,

178
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<00:09:09.185>and <00:09:09.324>then <00:09:09.464>you <00:09:09.604>can <00:09:09.744>grab <00:09:09.885>the <00:09:10.025>information <00:09:10.165>there <00:09:10.305>more <00:09:10.444>in <00:09:10.584>detail.

179
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<00:09:14.265>Yes. <00:09:15.665>So

180
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<00:09:19.195>well <00:09:19.703>now <00:09:20.212>let's

181
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<00:09:20.325>Talk <00:09:20.550>about <00:09:20.775>the <00:09:21.000>data <00:09:21.225>sources.

182
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<00:09:21.375>Let's <00:09:21.608>have <00:09:21.841>a <00:09:22.075>look <00:09:22.308>compared <00:09:22.541>three <00:09:22.775>different,

183
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<00:09:23.175>let's <00:09:23.415>talk <00:09:23.656>about <00:09:23.897>this <00:09:24.138>one.

184
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<00:09:24.875>Yeah, <00:09:25.015>let's <00:09:25.155>have <00:09:25.295>a <00:09:25.435>look <00:09:25.575>at <00:09:25.715>the <00:09:25.855>data <00:09:25.995>sources <00:09:26.135>we <00:09:26.275>have

185
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<00:09:27.345>for <00:09:27.578>our, <00:09:27.811>uh, <00:09:28.045>demo <00:09:28.278>Pharma <00:09:28.511>HG <00:09:28.745>company.

186
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<00:09:31.105>So <00:09:31.280>you <00:09:31.455>can <00:09:31.630>see <00:09:31.805>we <00:09:31.980>have <00:09:32.155>an <00:09:32.330>enterprise <00:09:32.505>resource

187
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<00:09:35.725>planning <00:09:35.900>system <00:09:36.075>that <00:09:36.250>we <00:09:36.425>want <00:09:36.600>to <00:09:36.775>connect <00:09:36.950>to <00:09:37.125>fabric.

188
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<00:09:39.065>We <00:09:39.240>also <00:09:39.415>have, <00:09:39.590>uh, <00:09:39.765>a <00:09:39.940>customer <00:09:40.115>relationship <00:09:40.290>management, <00:09:40.465>um,

189
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<00:09:44.195>data <00:09:44.370>that <00:09:44.545>we <00:09:44.720>want <00:09:44.895>to <00:09:45.070>use <00:09:45.245>for <00:09:45.420>our <00:09:45.595>analysis.

190
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<00:09:47.225>And <00:09:47.380>then <00:09:47.536>lastly, <00:09:47.691>we <00:09:47.847>also <00:09:48.002>have <00:09:48.158>a <00:09:48.313>warehouse <00:09:48.469>management <00:09:48.625>system,

191
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<00:09:51.625>um, <00:09:51.825>because <00:09:52.025>of <00:09:52.225>course <00:09:52.425>we <00:09:52.625>need <00:09:52.825>to, <00:09:53.025>um,

192
00:09:54.515 --> 00:09:57.845
<00:09:54.515>monitor <00:09:54.715>our <00:09:54.915>inventory <00:09:55.115>in <00:09:55.314>the <00:09:55.515>warehouses <00:09:55.715>in <00:09:55.915>order

193
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<00:09:57.865>to <00:09:58.065>make <00:09:58.265>even <00:09:58.465>better <00:09:58.665>predictions <00:09:58.865>for <00:09:59.065>the <00:09:59.265>future.

194
00:10:01.025 --> 00:10:03.245
<00:10:01.025>And <00:10:01.375>now <00:10:01.725>we <00:10:02.074>will <00:10:02.425>see

195
00:10:03.585 --> 00:10:06.805
<00:10:03.585>how <00:10:03.785>we <00:10:03.985>will <00:10:04.185>integrate <00:10:04.385>those <00:10:04.585>different <00:10:04.785>data <00:10:04.985>sources

196
00:10:07.075 --> 00:10:08.725
<00:10:07.075>with <00:10:07.541>different <00:10:08.008>techniques <00:10:08.475>mm-hmm.

197
00:10:09.145 --> 00:10:10.845
<00:10:09.145>Um, <00:10:09.495>into <00:10:09.845>fabric. <00:10:10.194>One <00:10:10.545>leg.

198
00:10:11.075 --> 00:10:14.045
<00:10:11.075>Okay. <00:10:11.275>Let's <00:10:11.475>start. <00:10:11.675>First <00:10:11.875>we <00:10:12.075>have <00:10:12.275>database. <00:10:12.475>Yes.

199
00:10:14.265 --> 00:10:16.365
<00:10:14.265>So <00:10:14.439>what <00:10:14.615>is <00:10:14.790>it <00:10:14.965>about? <00:10:15.140>How <00:10:15.314>does <00:10:15.490>it <00:10:15.665>work?

200
00:10:17.265 --> 00:10:21.805
<00:10:17.265>So <00:10:17.381>now <00:10:17.498>what <00:10:17.615>we <00:10:17.731>see <00:10:17.848>is <00:10:17.965>a <00:10:18.081>database <00:10:18.198>mirroring <00:10:18.314>that <00:10:18.431>we <00:10:18.548>can <00:10:18.665>do

201
00:10:21.805 --> 00:10:22.845
<00:10:21.805>with <00:10:22.273>Microsoft <00:10:22.741>Fabric.

202
00:10:23.465 --> 00:10:27.205
<00:10:23.465>Um, <00:10:23.640>as <00:10:23.815>I <00:10:23.990>said, <00:10:24.165>we <00:10:24.340>have <00:10:24.515>an <00:10:24.690>ERP <00:10:24.865>system

203
00:10:28.145 --> 00:10:32.125
<00:10:28.145>and <00:10:28.272>a <00:10:28.399>lot <00:10:28.526>of <00:10:28.654>ERP <00:10:28.781>systems <00:10:28.908>are <00:10:29.035>based <00:10:29.163>on <00:10:29.290>a <00:10:29.417>SQL <00:10:29.545>database.

204
00:10:32.665 --> 00:10:35.965
<00:10:32.665>And <00:10:32.792>this <00:10:32.919>is <00:10:33.046>what <00:10:33.174>we <00:10:33.301>see <00:10:33.428>on <00:10:33.555>the <00:10:33.683>right <00:10:33.810>hand <00:10:33.937>side, <00:10:34.064>um,

205
00:10:36.465 --> 00:10:38.925
<00:10:36.465>in <00:10:36.815>the <00:10:37.165>Azure <00:10:37.515>Data <00:10:37.865>Explorer.

206
00:10:39.625 --> 00:10:42.805
<00:10:39.625>Um, <00:10:39.780>we <00:10:39.936>can <00:10:40.091>see <00:10:40.247>that <00:10:40.402>we <00:10:40.558>have <00:10:40.713>our <00:10:40.869>database <00:10:41.025>there

207
00:10:42.945 --> 00:10:47.165
<00:10:42.945>and <00:10:43.100>we <00:10:43.256>want <00:10:43.411>to <00:10:43.567>update <00:10:43.722>the <00:10:43.878>price <00:10:44.033>of <00:10:44.189>a <00:10:44.345>product.

208
00:10:47.625 --> 00:10:50.645
<00:10:47.625>So, <00:10:47.765>um, <00:10:47.905>when <00:10:48.045>you <00:10:48.185>look <00:10:48.325>at <00:10:48.465>the <00:10:48.605>query, <00:10:48.745>you <00:10:48.885>can <00:10:49.025>see

209
00:10:50.645 --> 00:10:53.685
<00:10:50.645>that <00:10:50.772>we <00:10:50.899>will <00:10:51.026>update <00:10:51.154>the <00:10:51.281>price <00:10:51.408>from <00:10:51.535>one <00:10:51.663>20 <00:10:51.790>for <00:10:51.917>a <00:10:52.045>product

210
00:10:53.945 --> 00:10:54.965
<00:10:53.945>to <00:10:54.404>one <00:10:54.863>50.

211
00:10:55.745 --> 00:10:58.965
<00:10:55.745>And <00:10:55.885>then <00:10:56.025>on <00:10:56.165>the <00:10:56.305>left <00:10:56.445>hand <00:10:56.585>side, <00:10:56.725>we <00:10:56.865>are <00:10:57.005>on <00:10:57.145>fabric

212
00:10:59.705 --> 00:11:04.045
<00:10:59.705>and <00:10:59.845>we <00:10:59.985>can <00:11:00.125>see <00:11:00.265>the <00:11:00.405>changes <00:11:00.545>live <00:11:00.685>in <00:11:00.825>Fabric <00:11:00.965>one <00:11:01.105>Lake.

213
00:11:04.545 --> 00:11:07.725
<00:11:04.545>So <00:11:04.745>this <00:11:04.944>is <00:11:05.145>database <00:11:05.344>mirroring <00:11:05.545>that <00:11:05.745>we <00:11:05.944>use

214
00:11:08.305 --> 00:11:09.405
<00:11:08.305>to <00:11:08.635>integrate <00:11:08.964>the <00:11:09.295>data.

215
00:11:10.385 --> 00:11:12.765
<00:11:10.385>The <00:11:10.560>next <00:11:10.735>one <00:11:10.910>is <00:11:11.085>a <00:11:11.260>pipeline, <00:11:11.435>the <00:11:11.610>CRM <00:11:11.785>system

216
00:11:12.945 --> 00:11:14.725
<00:11:12.945>behind. <00:11:13.225>Yes. <00:11:13.505>What <00:11:13.785>is <00:11:14.065>it <00:11:14.345>about?

217
00:11:15.545 --> 00:11:19.925
<00:11:15.545>So <00:11:15.719>CRM <00:11:15.895>systems, <00:11:16.069>um, <00:11:16.245>are <00:11:16.420>often <00:11:16.594>also <00:11:16.770>legacy <00:11:16.944>systems.

218
00:11:20.825 --> 00:11:24.845
<00:11:20.825>Um, <00:11:20.952>we <00:11:21.079>have <00:11:21.206>customer <00:11:21.334>data <00:11:21.461>there <00:11:21.588>that <00:11:21.715>we <00:11:21.843>want <00:11:21.970>to <00:11:22.097>use, <00:11:22.225>um,

219
00:11:25.105 --> 00:11:26.445
<00:11:25.105>for <00:11:25.708>our <00:11:26.311>analysis.

220
00:11:27.145 --> 00:11:29.965
<00:11:27.145>And <00:11:27.319>uh, <00:11:27.495>here <00:11:27.670>we <00:11:27.845>have <00:11:28.020>a <00:11:28.194>simple <00:11:28.370>Excel <00:11:28.545>export

221
00:11:29.965 --> 00:11:31.325
<00:11:29.965>that <00:11:30.169>is <00:11:30.373>stored <00:11:30.577>in <00:11:30.781>a <00:11:30.985>data <00:11:31.189>lake.

222
00:11:32.025 --> 00:11:35.205
<00:11:32.025>And, <00:11:32.199>um, <00:11:32.375>we <00:11:32.550>want <00:11:32.725>to <00:11:32.900>integrate <00:11:33.074>this <00:11:33.250>into <00:11:33.425>fabric

223
00:11:35.755 --> 00:11:38.205
<00:11:35.755>with <00:11:35.988>a <00:11:36.221>pipeline, <00:11:36.455>um, <00:11:36.688>that <00:11:36.921>we're <00:11:37.155>using

224
00:11:38.235 --> 00:11:39.605
<00:11:38.235>that <00:11:38.411>you <00:11:38.587>can <00:11:38.763>see <00:11:38.939>here <00:11:39.115>on <00:11:39.291>the <00:11:39.468>screen.

225
00:11:39.605 --> 00:11:42.485
<00:11:39.605>Maybe <00:11:39.745>it's <00:11:39.885>a <00:11:40.025>bit <00:11:40.165>fast, <00:11:40.305>but <00:11:40.445>I <00:11:40.585>hope <00:11:40.725>you <00:11:40.865>can <00:11:41.005>follow.

226
00:11:43.145 --> 00:11:46.685
<00:11:43.145>And <00:11:43.285>what <00:11:43.425>we <00:11:43.564>see <00:11:43.704>here <00:11:43.845>is <00:11:43.985>that <00:11:44.125>we <00:11:44.265>can <00:11:44.405>apply <00:11:44.545>transformations

227
00:11:47.485 --> 00:11:49.005
<00:11:47.485>directly <00:11:47.941>to <00:11:48.397>our <00:11:48.853>table

228
00:11:49.785 --> 00:11:53.725
<00:11:49.785>and <00:11:49.940>then <00:11:50.096>store, <00:11:50.251>uh, <00:11:50.407>this <00:11:50.562>table <00:11:50.718>also <00:11:50.873>in <00:11:51.029>Delta <00:11:51.185>format,

229
00:11:54.295 --> 00:11:56.685
<00:11:54.295>which <00:11:54.528>is <00:11:54.761>important <00:11:54.995>for <00:11:55.228>big <00:11:55.461>data <00:11:55.694>analytics.

230
00:11:58.095 --> 00:12:00.185
<00:11:58.095>Last <00:11:58.328>but <00:11:58.561>not <00:11:58.795>least, <00:11:59.028>real <00:11:59.261>time <00:11:59.495>intelligence.

231
00:12:00.485 --> 00:12:02.945
<00:12:00.485>Yes. <00:12:00.685>Last <00:12:00.885>but <00:12:01.085>not <00:12:01.285>least, <00:12:01.485>real <00:12:01.685>time <00:12:01.885>intelligence.

232
00:12:03.605 --> 00:12:07.385
<00:12:03.605>Um, <00:12:03.780>we <00:12:03.955>use <00:12:04.130>this <00:12:04.305>for <00:12:04.480>our <00:12:04.655>warehouse <00:12:04.830>management <00:12:05.005>system,

233
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<00:12:08.045>and <00:12:08.185>as <00:12:08.324>you <00:12:08.464>can <00:12:08.604>imagine, <00:12:08.745>if <00:12:08.885>we <00:12:09.025>are <00:12:09.165>in <00:12:09.305>a <00:12:09.444>warehouse,

234
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<00:12:11.095>there's <00:12:11.328>inventory <00:12:11.561>that <00:12:11.795>changes <00:12:12.028>all <00:12:12.261>the <00:12:12.495>time.

235
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<00:12:14.485>And <00:12:14.612>in <00:12:14.739>order <00:12:14.866>to <00:12:14.994>use <00:12:15.121>this <00:12:15.248>data, <00:12:15.375>um, <00:12:15.503>as <00:12:15.630>good <00:12:15.757>as <00:12:15.885>possible,

236
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<00:12:19.125>we <00:12:19.265>need <00:12:19.405>the <00:12:19.545>live <00:12:19.685>data, <00:12:19.825>of <00:12:19.965>course, <00:12:20.105>um, <00:12:20.245>from <00:12:20.385>our <00:12:20.525>inventories.

237
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<00:12:23.245>And <00:12:23.361>on <00:12:23.478>the <00:12:23.595>right <00:12:23.711>hand <00:12:23.828>side <00:12:23.945>of <00:12:24.061>the <00:12:24.178>screen, <00:12:24.295>you <00:12:24.411>can <00:12:24.528>see, <00:12:24.645>um,

238
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<00:12:27.035>again, <00:12:27.235>our <00:12:27.435>data <00:12:27.635>explorer, <00:12:27.834>um, <00:12:28.035>which, <00:12:28.235>uh, <00:12:28.435>shows,

239
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<00:12:32.205>uh, <00:12:32.485>life <00:12:32.765>and <00:12:33.045>life <00:12:33.325>update, <00:12:33.605>um,

240
00:12:34.885 --> 00:12:38.945
<00:12:34.885>of <00:12:35.025>our <00:12:35.165>inventories <00:12:35.305>in <00:12:35.444>the <00:12:35.585>warehouse <00:12:35.725>of <00:12:35.865>Berg, <00:12:36.005>which <00:12:36.145>is, <00:12:36.285>uh,

241
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<00:12:39.255>yeah, <00:12:39.605>short <00:12:39.955>for <00:12:40.305>NUE <00:12:40.655>here.

242
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<00:12:42.365>And <00:12:42.492>we <00:12:42.619>update, <00:12:42.746>um, <00:12:42.874>the <00:12:43.001>quantity <00:12:43.128>of <00:12:43.255>a <00:12:43.383>product, <00:12:43.510>um, <00:12:43.637>two <00:12:43.765>in

243
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<00:12:46.425>that <00:12:46.658>case, <00:12:46.891>600 <00:12:47.125>I <00:12:47.358>think <00:12:47.591>it <00:12:47.824>is.

244
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<00:12:48.965>And <00:12:49.120>then <00:12:49.276>you <00:12:49.431>can <00:12:49.587>see <00:12:49.742>the <00:12:49.898>live <00:12:50.053>update <00:12:50.209>here, <00:12:50.365>um,

245
00:12:52.485 --> 00:12:54.025
<00:12:52.485>on <00:12:52.716>the <00:12:52.947>left <00:12:53.178>hand <00:12:53.409>side <00:12:53.640>in <00:12:53.871>fabric.

246
00:12:54.685 --> 00:12:58.705
<00:12:54.685>Um, <00:12:54.812>so <00:12:54.939>we <00:12:55.066>can <00:12:55.194>use <00:12:55.321>this <00:12:55.448>data <00:12:55.575>as <00:12:55.703>well <00:12:55.830>for <00:12:55.957>our <00:12:56.084>analysis.

247
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<00:12:59.215>Okay. <00:12:59.448>So <00:12:59.681>that's <00:12:59.915>on <00:13:00.148>the <00:13:00.381>left <00:13:00.615>side.

248
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<00:13:03.205>We <00:13:03.380>are <00:13:03.555>somewhere <00:13:03.730>in <00:13:03.905>the <00:13:04.080>middle <00:13:04.255>of <00:13:04.430>this <00:13:04.605>one.

249
00:13:05.485 --> 00:13:08.105
<00:13:05.485>So <00:13:05.640>we <00:13:05.796>start <00:13:05.951>all <00:13:06.107>on <00:13:06.262>the, <00:13:06.418>on <00:13:06.573>the <00:13:06.729>one <00:13:06.885>lake,

250
00:13:08.125 --> 00:13:10.825
<00:13:08.125>and <00:13:08.252>then <00:13:08.379>we <00:13:08.506>are <00:13:08.634>ready <00:13:08.761>to <00:13:08.888>go <00:13:09.015>and <00:13:09.143>use <00:13:09.270>it <00:13:09.397>in <00:13:09.525>fabric.

251
00:13:11.045 --> 00:13:14.585
<00:13:11.045>So <00:13:11.200>yes, <00:13:11.356>exactly. <00:13:11.511>We <00:13:11.667>are <00:13:11.822>still <00:13:11.978>in <00:13:12.133>fabric <00:13:12.289>since, <00:13:12.444>uh,

252
00:13:14.605 --> 00:13:16.625
<00:13:14.605>you <00:13:14.805>have <00:13:15.005>seen <00:13:15.205>the <00:13:15.405>first <00:13:15.605>scenario <00:13:15.805>without <00:13:16.005>fabric,

253
00:13:16.965 --> 00:13:19.105
<00:13:16.965>that's <00:13:17.431>complete <00:13:17.898>different <00:13:18.365>resources

254
00:13:19.205 --> 00:13:22.145
<00:13:19.205>and <00:13:19.380>you <00:13:19.555>have <00:13:19.730>to <00:13:19.905>provide <00:13:20.080>all <00:13:20.255>the <00:13:20.430>resource, <00:13:20.605>uh,

255
00:13:22.145 --> 00:13:23.265
<00:13:22.145>access <00:13:22.396>points <00:13:22.649>and <00:13:22.901>so <00:13:23.153>on.

256
00:13:23.265 --> 00:13:26.705
<00:13:23.265>So <00:13:23.405>we <00:13:23.545>are <00:13:23.685>on <00:13:23.824>fabric <00:13:23.965>and <00:13:24.105>then <00:13:24.245>we <00:13:24.385>are <00:13:24.525>going <00:13:24.665>further.

257
00:13:26.845 --> 00:13:28.465
<00:13:26.845>So <00:13:27.078>you <00:13:27.311>store <00:13:27.545>the <00:13:27.778>data <00:13:28.011>on <00:13:28.245>fabric,

258
00:13:28.575 --> 00:13:31.705
<00:13:28.575>then <00:13:28.715>you <00:13:28.855>can <00:13:28.995>typically <00:13:29.135>you <00:13:29.275>want <00:13:29.415>to <00:13:29.555>learn <00:13:29.695>from <00:13:29.835>this <00:13:29.975>data,

259
00:13:31.845 --> 00:13:35.025
<00:13:31.845>you <00:13:32.000>can, <00:13:32.156>you <00:13:32.311>have <00:13:32.467>to <00:13:32.622>figure <00:13:32.778>out <00:13:32.933>what's <00:13:33.089>this <00:13:33.245>kind

260
00:13:35.025 --> 00:13:36.705
<00:13:35.025>of <00:13:35.225>analys <00:13:35.425>do <00:13:35.625>we <00:13:35.824>have <00:13:36.025>in <00:13:36.225>this <00:13:36.425>data?

261
00:13:36.935 --> 00:13:39.105
<00:13:36.935>Perhaps <00:13:37.135>you <00:13:37.334>want <00:13:37.535>to <00:13:37.734>do <00:13:37.935>a <00:13:38.135>classification, <00:13:38.334>whatever.

262
00:13:39.645 --> 00:13:41.825
<00:13:39.645>So <00:13:39.995>this <00:13:40.345>one, <00:13:40.694>what <00:13:41.045>you

263
00:13:42.665 --> 00:13:44.225
<00:13:42.665>actually <00:13:42.944>find <00:13:43.224>on <00:13:43.505>Azure <00:13:43.785>machine <00:13:44.064>learning

264
00:13:44.415 --> 00:13:48.225
<00:13:44.415>that <00:13:44.589>is <00:13:44.765>on <00:13:44.939>this <00:13:45.115>notebooks <00:13:45.290>are <00:13:45.464>integrated <00:13:45.640>in <00:13:45.814>fabric.

265
00:13:48.485 --> 00:13:51.585
<00:13:48.485>You <00:13:48.660>have, <00:13:48.835>you <00:13:49.010>provide, <00:13:49.185>uh, <00:13:49.360>this <00:13:49.535>kind <00:13:49.710>of <00:13:49.885>resources

266
00:13:51.805 --> 00:13:53.425
<00:13:51.805>inside <00:13:52.505>this <00:13:53.204>platform.

267
00:13:53.765 --> 00:13:57.345
<00:13:53.765>And <00:13:53.905>then, <00:13:54.045>yeah, <00:13:54.185>you <00:13:54.324>can <00:13:54.465>do <00:13:54.605>several <00:13:54.745>things <00:13:54.885>on <00:13:55.025>this <00:13:55.165>one.

268
00:13:57.565 --> 00:13:59.825
<00:13:57.565>So <00:13:57.705>what <00:13:57.845>is <00:13:57.985>a <00:13:58.125>typical <00:13:58.265>use <00:13:58.405>case <00:13:58.545>you <00:13:58.685>are <00:13:58.825>doing <00:13:58.965>here?

269
00:14:00.645 --> 00:14:04.825
<00:14:00.645>So <00:14:00.785>here, <00:14:00.925>for <00:14:01.064>example, <00:14:01.204>in <00:14:01.345>our <00:14:01.485>use <00:14:01.625>case, <00:14:01.765>um, <00:14:01.905>we <00:14:02.045>want

270
00:14:04.825 --> 00:14:07.065
<00:14:04.825>to <00:14:05.105>forecast <00:14:05.385>demand <00:14:05.665>for <00:14:05.945>our <00:14:06.225>products.

271
00:14:07.645 --> 00:14:11.585
<00:14:07.645>Um, <00:14:07.772>so <00:14:07.899>for <00:14:08.026>example, <00:14:08.154>you <00:14:08.281>see <00:14:08.408>that <00:14:08.535>in <00:14:08.663>the <00:14:08.790>past <00:14:08.917>month, <00:14:09.045>um,

272
00:14:12.285 --> 00:14:14.985
<00:14:12.285>demand <00:14:12.751>has <00:14:13.218>risen <00:14:13.685>unexpectedly.

273
00:14:15.085 --> 00:14:17.145
<00:14:15.085>Mm-hmm. <00:14:15.318>So <00:14:15.551>now <00:14:15.785>you <00:14:16.018>want <00:14:16.251>to <00:14:16.485>know

274
00:14:17.815 --> 00:14:20.505
<00:14:17.815>what <00:14:17.990>impact <00:14:18.165>does <00:14:18.340>it <00:14:18.515>have <00:14:18.690>on <00:14:18.865>the <00:14:19.040>future <00:14:19.215>demand?

275
00:14:21.085 --> 00:14:24.425
<00:14:21.085>And <00:14:21.212>as <00:14:21.339>a <00:14:21.466>buyer, <00:14:21.594>of <00:14:21.721>course, <00:14:21.848>you <00:14:21.975>need <00:14:22.103>to <00:14:22.230>know <00:14:22.357>how <00:14:22.485>much

276
00:14:24.485 --> 00:14:27.825
<00:14:24.485>of <00:14:24.640>new <00:14:24.796>product <00:14:24.951>you <00:14:25.107>want <00:14:25.262>to <00:14:25.418>buy, <00:14:25.573>um, <00:14:25.729>in <00:14:25.885>order

277
00:14:28.045 --> 00:14:29.345
<00:14:28.045>to <00:14:28.435>feed <00:14:28.825>the <00:14:29.215>demand.

278
00:14:29.845 --> 00:14:32.905
<00:14:29.845>Um, <00:14:29.972>and <00:14:30.099>this <00:14:30.226>is <00:14:30.354>what <00:14:30.481>you <00:14:30.608>can <00:14:30.735>do, <00:14:30.863>for <00:14:30.990>example, <00:14:31.117>here <00:14:31.245>with,

279
00:14:32.965 --> 00:14:34.105
<00:14:32.965>uh, <00:14:33.478>our <00:14:33.991>forecast.

280
00:14:34.205 --> 00:14:35.705
<00:14:34.205>So <00:14:34.430>you <00:14:34.655>have <00:14:34.880>the <00:14:35.105>machine <00:14:35.330>learning <00:14:35.555>model,

281
00:14:35.805 --> 00:14:39.385
<00:14:35.805>and <00:14:35.944>then <00:14:36.084>based <00:14:36.224>on <00:14:36.364>that <00:14:36.505>you <00:14:36.645>can <00:14:36.785>create <00:14:36.925>a <00:14:37.064>sales <00:14:37.204>forecast

282
00:14:39.925 --> 00:14:42.225
<00:14:39.925>and <00:14:40.158>also, <00:14:40.391>uh, <00:14:40.625>what <00:14:40.858>you <00:14:41.091>see <00:14:41.324>here,

283
00:14:42.565 --> 00:14:45.025
<00:14:42.565>you <00:14:42.765>can <00:14:42.965>just <00:14:43.165>easily <00:14:43.365>share <00:14:43.565>it <00:14:43.765>with <00:14:43.965>colleagues.

284
00:14:45.445 --> 00:14:47.105
<00:14:45.445>Um, <00:14:46.145>okay. <00:14:46.845>Yes.

285
00:14:47.485 --> 00:14:50.825
<00:14:47.485>And <00:14:47.640>then <00:14:47.796>you <00:14:47.951>see, <00:14:48.107>um, <00:14:48.262>when <00:14:48.418>we <00:14:48.573>look <00:14:48.729>at <00:14:48.885>the,

286
00:14:51.105 --> 00:14:53.805
<00:14:51.105>at <00:14:51.245>the <00:14:51.385>forecast <00:14:51.525>again <00:14:51.665>in <00:14:51.805>a <00:14:51.945>couple <00:14:52.085>of <00:14:52.225>seconds, <00:14:52.365>you <00:14:52.505>see

287
00:14:54.235 --> 00:14:58.245
<00:14:54.235>that <00:14:54.410>now <00:14:54.585>after <00:14:54.760>demand <00:14:54.935>has <00:14:55.110>risen, <00:14:55.285>the <00:14:55.460>model <00:14:55.635>predicted

288
00:14:58.395 --> 00:15:00.325
<00:14:58.395>that <00:14:58.628>in <00:14:58.861>the <00:14:59.095>next <00:14:59.328>months <00:14:59.561>as <00:14:59.795>well,

289
00:15:00.425 --> 00:15:02.805
<00:15:00.425>demand <00:15:00.625>will <00:15:00.824>be <00:15:01.025>a <00:15:01.224>bit <00:15:01.425>higher <00:15:01.625>than <00:15:01.824>usual.

290
00:15:03.545 --> 00:15:06.125
<00:15:03.545>So <00:15:03.700>you <00:15:03.856>have <00:15:04.011>call <00:15:04.167>to <00:15:04.322>action <00:15:04.478>there <00:15:04.633>to <00:15:04.789>provide <00:15:04.944>Exactly.

291
00:15:06.125 --> 00:15:10.085
<00:15:06.125>Body <00:15:06.280>sources <00:15:06.436>or <00:15:06.591>have <00:15:06.747>doing <00:15:06.902>anything <00:15:07.058>what <00:15:07.213>to <00:15:07.369>do. <00:15:07.525>Yeah.

292
00:15:10.105 --> 00:15:13.085
<00:15:10.105>Do <00:15:10.280>you <00:15:10.455>have <00:15:10.630>an <00:15:10.805>idea <00:15:10.980>that <00:15:11.155>something <00:15:11.330>going <00:15:11.505>right

293
00:15:13.105 --> 00:15:15.125
<00:15:13.105>for <00:15:13.338>you <00:15:13.571>on <00:15:13.805>sales, <00:15:14.038>then <00:15:14.271>you <00:15:14.505>have

294
00:15:15.125 --> 00:15:17.165
<00:15:15.125>to <00:15:15.475>provide <00:15:15.825>more <00:15:16.175>resources <00:15:16.525>there?

295
00:15:17.165 --> 00:15:22.045
<00:15:17.165>Exactly. <00:15:17.305>So <00:15:17.444>what <00:15:17.584>we <00:15:17.724>have <00:15:17.865>done <00:15:18.005>already, <00:15:18.145>we <00:15:18.285>store <00:15:18.425>the <00:15:18.564>data,

296
00:15:22.305 --> 00:15:25.085
<00:15:22.305>we <00:15:22.538>created <00:15:22.771>some <00:15:23.005>Azure <00:15:23.238>machine <00:15:23.471>learning, <00:15:23.704>um,

297
00:15:25.885 --> 00:15:28.005
<00:15:25.885>notebooks <00:15:26.351>provide <00:15:26.818>the <00:15:27.285>forecast.

298
00:15:28.275 --> 00:15:31.525
<00:15:28.275>Okay. <00:15:28.475>What <00:15:28.675>about, <00:15:28.875>uh, <00:15:29.074>fabric, <00:15:29.275>uh, <00:15:29.475>data <00:15:29.675>agents?

299
00:15:31.705 --> 00:15:34.685
<00:15:31.705>Um, <00:15:31.880>what <00:15:32.055>we <00:15:32.230>can <00:15:32.405>do <00:15:32.580>here <00:15:32.755>right <00:15:32.930>now <00:15:33.105>is

300
00:15:35.745 --> 00:15:39.005
<00:15:35.745>now <00:15:35.885>you <00:15:36.025>can <00:15:36.165>ask <00:15:36.305>also <00:15:36.445>questions <00:15:36.585>on, <00:15:36.725>you <00:15:36.865>have <00:15:37.005>to <00:15:37.145>create

301
00:15:39.025 --> 00:15:40.725
<00:15:39.025>of <00:15:39.258>course, <00:15:39.491>this <00:15:39.725>kind <00:15:39.958>of <00:15:40.191>resource <00:15:40.425>first.

302
00:15:41.185 --> 00:15:43.925
<00:15:41.185>You <00:15:41.385>can <00:15:41.584>ask <00:15:41.785>questions, <00:15:41.984>what <00:15:42.185>do <00:15:42.385>we <00:15:42.584>need?

303
00:15:43.925 --> 00:15:46.805
<00:15:43.925>This <00:15:44.125>one, <00:15:44.324>what <00:15:44.525>is <00:15:44.724>your <00:15:44.925>explanation <00:15:45.125>on <00:15:45.324>this?

304
00:15:47.585 --> 00:15:49.165
<00:15:47.585>Do <00:15:47.865>I <00:15:48.145>need <00:15:48.425>this <00:15:48.705>agent <00:15:48.985>here?

305
00:15:50.025 --> 00:15:54.965
<00:15:50.025>So <00:15:50.165>actually <00:15:50.305>the <00:15:50.444>data <00:15:50.584>agent <00:15:50.725>is <00:15:50.865>super <00:15:51.005>useful <00:15:51.145>if <00:15:51.285>you <00:15:51.425>just

306
00:15:55.075 --> 00:15:58.885
<00:15:55.075>want <00:15:55.250>to <00:15:55.425>gain <00:15:55.600>some <00:15:55.775>quick <00:15:55.950>insights <00:15:56.125>into <00:15:56.300>your <00:15:56.475>data.

307
00:15:58.985 --> 00:16:02.685
<00:15:58.985>Mm-hmm. <00:15:59.185>Because <00:15:59.385>as <00:15:59.585>we <00:15:59.785>already <00:15:59.985>mentioned, <00:16:00.185>um, <00:16:00.385>instead

308
00:16:02.685 --> 00:16:06.805
<00:16:02.685>of <00:16:02.885>writing <00:16:03.084>SQL <00:16:03.285>queries <00:16:03.484>or <00:16:03.685>KQL <00:16:03.885>queries <00:16:04.084>mm-hmm.

309
00:16:06.985 --> 00:16:10.045
<00:16:06.985>You <00:16:07.160>can <00:16:07.335>just <00:16:07.510>type <00:16:07.685>it <00:16:07.860>in <00:16:08.035>conversational <00:16:08.210>language. <00:16:08.385>Mm-hmm.

310
00:16:10.185 --> 00:16:14.605
<00:16:10.185>Um, <00:16:10.340>also <00:16:10.496>for <00:16:10.651>people <00:16:10.807>that <00:16:10.962>do <00:16:11.118>not <00:16:11.273>work <00:16:11.429>in <00:16:11.584>development,

311
00:16:14.625 --> 00:16:16.285
<00:16:14.625>for <00:16:14.905>example, <00:16:15.185>and <00:16:15.465>are <00:16:15.745>not <00:16:16.025>familiar

312
00:16:16.515 --> 00:16:20.045
<00:16:16.515>with <00:16:16.670>programming <00:16:16.826>languages, <00:16:16.981>they <00:16:17.137>can <00:16:17.292>just <00:16:17.448>use <00:16:17.603>the <00:16:17.759>agent <00:16:17.915>to

313
00:16:20.625 --> 00:16:22.325
<00:16:20.625>ask <00:16:20.975>question <00:16:21.325>about <00:16:21.675>the <00:16:22.025>data

314
00:16:22.625 --> 00:16:24.925
<00:16:22.625>and <00:16:22.905>get <00:16:23.185>super <00:16:23.465>fast <00:16:23.745>answers. <00:16:24.025>Sure.

315
00:16:25.105 --> 00:16:28.405
<00:16:25.105>You <00:16:25.260>can <00:16:25.416>learn <00:16:25.571>kael <00:16:25.727>queries, <00:16:25.882>how <00:16:26.038>to <00:16:26.193>write <00:16:26.349>them, <00:16:26.505>how

316
00:16:28.405 --> 00:16:29.685
<00:16:28.405>to <00:16:28.635>use <00:16:28.865>them, <00:16:29.096>and <00:16:29.326>so <00:16:29.556>on.

317
00:16:30.385 --> 00:16:33.645
<00:16:30.385>You <00:16:30.540>can <00:16:30.696>also <00:16:30.851>doing <00:16:31.007>something <00:16:31.162>like <00:16:31.318>in <00:16:31.473>your <00:16:31.629>native <00:16:31.785>language

318
00:16:33.785 --> 00:16:36.725
<00:16:33.785>and <00:16:34.018>do <00:16:34.251>this <00:16:34.485>transition <00:16:34.718>from <00:16:34.951>native <00:16:35.185>language

319
00:16:36.725 --> 00:16:38.405
<00:16:36.725>to <00:16:37.075>kael <00:16:37.425>by <00:16:37.775>the <00:16:38.125>system.

320
00:16:38.405 --> 00:16:40.965
<00:16:38.405>However, <00:16:38.605>so <00:16:38.805>you <00:16:39.005>have <00:16:39.204>seen, <00:16:39.405>first <00:16:39.605>of <00:16:39.805>all,

321
00:16:41.065 --> 00:16:42.685
<00:16:41.065>we <00:16:41.531>created <00:16:41.998>this <00:16:42.465>agent

322
00:16:42.945 --> 00:16:46.565
<00:16:42.945>and <00:16:43.085>what <00:16:43.225>we <00:16:43.365>need, <00:16:43.505>um, <00:16:43.645>you <00:16:43.785>have <00:16:43.925>seen <00:16:44.065>earlier, <00:16:44.205>we <00:16:44.345>need

323
00:16:46.565 --> 00:16:50.005
<00:16:46.565>to <00:16:46.740>provide <00:16:46.915>some <00:16:47.090>instructions <00:16:47.265>how <00:16:47.440>the <00:16:47.615>system <00:16:47.790>should <00:16:47.965>act.

324
00:16:50.545 --> 00:16:53.085
<00:16:50.545>Um, <00:16:50.778>we <00:16:51.011>call <00:16:51.245>this <00:16:51.478>one <00:16:51.711>agent <00:16:51.944>configuration.

325
00:16:53.945 --> 00:16:57.005
<00:16:53.945>And, <00:16:54.120>uh, <00:16:54.295>instructions <00:16:54.470>for <00:16:54.645>AI <00:16:54.820>is <00:16:54.995>the <00:16:55.170>third <00:16:55.345>step,

326
00:16:57.195 --> 00:16:58.485
<00:16:57.195>what <00:16:57.427>we <00:16:57.659>are <00:16:57.891>doing <00:16:58.123>right <00:16:58.356>now.

327
00:16:58.865 --> 00:17:00.645
<00:16:58.865>So <00:16:59.040>on <00:16:59.215>the <00:16:59.390>first <00:16:59.565>one, <00:16:59.740>we <00:16:59.915>created <00:17:00.090>the <00:17:00.265>agent.

328
00:17:00.765 --> 00:17:03.605
<00:17:00.765>Second <00:17:00.892>one, <00:17:01.019>we <00:17:01.146>added <00:17:01.274>the <00:17:01.401>data, <00:17:01.528>what <00:17:01.655>we <00:17:01.783>want <00:17:01.910>to <00:17:02.037>talk <00:17:02.165>about

329
00:17:04.185 --> 00:17:08.285
<00:17:04.185>and <00:17:04.325>first, <00:17:04.464>and <00:17:04.605>the <00:17:04.744>third, <00:17:04.885>uh, <00:17:05.024>step <00:17:05.165>is <00:17:05.304>instructional <00:17:05.444>on <00:17:05.585>ai.

330
00:17:08.585 --> 00:17:10.125
<00:17:08.585>So <00:17:08.816>why <00:17:09.047>do <00:17:09.278>I <00:17:09.509>need <00:17:09.740>this <00:17:09.971>one?

331
00:17:11.035 --> 00:17:15.685
<00:17:11.035>Yeah. <00:17:11.190>So <00:17:11.346>of <00:17:11.501>course <00:17:11.657>you <00:17:11.812>want <00:17:11.968>to <00:17:12.123>get, <00:17:12.279>um, <00:17:12.435>yeah.

332
00:17:15.705 --> 00:17:19.765
<00:17:15.704>As <00:17:15.879>precise <00:17:16.054>answers <00:17:16.230>as <00:17:16.405>possible <00:17:16.579>for <00:17:16.754>your <00:17:16.929>questions. <00:17:17.105>Sure.

333
00:17:20.305 --> 00:17:22.725
<00:17:20.305>Um, <00:17:20.460>of <00:17:20.616>course, <00:17:20.771>I <00:17:20.927>think <00:17:21.082>that's <00:17:21.238>what <00:17:21.393>we <00:17:21.549>all <00:17:21.705>want.

334
00:17:23.345 --> 00:17:27.405
<00:17:23.345>Um, <00:17:23.500>and <00:17:23.656>then <00:17:23.811>what <00:17:23.967>you <00:17:24.122>see <00:17:24.278>on <00:17:24.433>the <00:17:24.589>left <00:17:24.745>side,

335
00:17:27.545 --> 00:17:30.565
<00:17:27.545>you <00:17:27.778>can <00:17:28.011>either <00:17:28.245>add, <00:17:28.478>um, <00:17:28.711>agent <00:17:28.945>instructions,

336
00:17:31.055 --> 00:17:33.325
<00:17:31.055>which <00:17:31.288>is <00:17:31.521>more <00:17:31.755>about <00:17:31.988>the <00:17:32.221>general <00:17:32.455>behavior

337
00:17:33.905 --> 00:17:36.485
<00:17:33.905>of <00:17:34.185>your <00:17:34.465>agent, <00:17:34.745>um, <00:17:35.024>the <00:17:35.305>context.

338
00:17:37.065 --> 00:17:41.645
<00:17:37.065>Um, <00:17:37.205>you <00:17:37.345>can <00:17:37.485>tell <00:17:37.625>the <00:17:37.765>agent, <00:17:37.905>uh, <00:17:38.045>what <00:17:38.185>company <00:17:38.325>you're <00:17:38.465>working

339
00:17:41.785 --> 00:17:45.405
<00:17:41.785>for, <00:17:41.985>um, <00:17:42.185>what, <00:17:42.385>uh, <00:17:42.585>data <00:17:42.785>sources <00:17:42.985>you <00:17:43.185>have.

340
00:17:45.425 --> 00:17:48.165
<00:17:45.425>If <00:17:45.580>you <00:17:45.736>have <00:17:45.891>different <00:17:46.047>data <00:17:46.202>sources, <00:17:46.358>I <00:17:46.513>can <00:17:46.669>tell. <00:17:46.825>Okay.

341
00:17:48.485 --> 00:17:51.085
<00:17:48.485>I <00:17:48.640>have <00:17:48.796>the <00:17:48.951>product <00:17:49.107>table, <00:17:49.262>I <00:17:49.418>have <00:17:49.573>the <00:17:49.729>forecast <00:17:49.885>table,

342
00:17:51.505 --> 00:17:52.885
<00:17:51.505>and, <00:17:52.126>um, <00:17:52.747>yeah,

343
00:17:52.955 --> 00:17:55.165
<00:17:52.955>just <00:17:53.129>some <00:17:53.304>behavior <00:17:53.480>that <00:17:53.655>you <00:17:53.830>would <00:17:54.004>like <00:17:54.179>to <00:17:54.355>see.

344
00:17:56.225 --> 00:18:00.005
<00:17:56.225>And <00:17:56.380>then <00:17:56.536>you <00:17:56.691>can <00:17:56.847>also <00:17:57.002>add <00:17:57.158>information <00:17:57.313>about <00:17:57.469>the <00:17:57.625>data

345
00:18:00.005 --> 00:18:01.365
<00:18:00.005>sources <00:18:00.413>that <00:18:00.821>you <00:18:01.229>have.

346
00:18:01.705 --> 00:18:05.685
<00:18:01.705>Yep. <00:18:01.905>Um, <00:18:02.105>and <00:18:02.304>sometimes <00:18:02.504>of <00:18:02.705>course, <00:18:02.905>uh, <00:18:03.105>yeah,

347
00:18:05.805 --> 00:18:07.685
<00:18:05.805>metadata <00:18:06.155>is <00:18:06.505>not <00:18:06.855>very <00:18:07.205>descriptive.

348
00:18:08.145 --> 00:18:12.485
<00:18:08.145>You <00:18:08.300>have <00:18:08.456>the <00:18:08.611>weirdest, <00:18:08.767>uh, <00:18:08.922>names <00:18:09.078>for <00:18:09.233>tables <00:18:09.389>or <00:18:09.545>columns

349
00:18:13.185 --> 00:18:14.565
<00:18:13.185>and <00:18:13.806>um, <00:18:14.427>yeah,

350
00:18:14.585 --> 00:18:17.965
<00:18:14.585>you <00:18:14.740>can <00:18:14.896>just <00:18:15.051>give <00:18:15.207>those <00:18:15.362>instructions <00:18:15.518>here <00:18:15.673>in <00:18:15.829>this <00:18:15.985>field.

351
00:18:18.105 --> 00:18:20.445
<00:18:18.105>Or <00:18:18.385>also <00:18:18.665>you <00:18:18.945>can <00:18:19.225>clarify <00:18:19.505>abbreviations.

352
00:18:21.185 --> 00:18:23.805
<00:18:21.185>So, <00:18:21.418>um, <00:18:21.651>if <00:18:21.885>we <00:18:22.118>work <00:18:22.351>with <00:18:22.585>warehouses

353
00:18:23.805 --> 00:18:26.685
<00:18:23.805>and <00:18:24.038>inventory, <00:18:24.271>maybe <00:18:24.505>the <00:18:24.738>warehouses <00:18:24.971>have <00:18:25.205>different

354
00:18:26.685 --> 00:18:29.925
<00:18:26.685>abbreviations, <00:18:27.034>like <00:18:27.385>NUE <00:18:27.735>for <00:18:28.085>Nuremberg

355
00:18:30.065 --> 00:18:31.765
<00:18:30.065>or <00:18:30.531>BER <00:18:30.998>for <00:18:31.465>Berlin.

356
00:18:32.505 --> 00:18:35.685
<00:18:32.505>And <00:18:32.660>yeah, <00:18:32.816>you <00:18:32.971>can <00:18:33.127>give <00:18:33.282>all <00:18:33.438>of <00:18:33.593>this <00:18:33.749>context, <00:18:33.905>um,

357
00:18:36.145 --> 00:18:38.925
<00:18:36.145>to <00:18:36.285>your <00:18:36.425>data <00:18:36.565>agent <00:18:36.705>so <00:18:36.845>that <00:18:36.985>at <00:18:37.125>the <00:18:37.264>end, <00:18:37.405>of <00:18:37.545>course,

358
00:18:39.035 --> 00:18:41.045
<00:18:39.035>your <00:18:39.210>answers <00:18:39.385>to <00:18:39.560>your <00:18:39.735>questions <00:18:39.910>will <00:18:40.085>be <00:18:40.260>even <00:18:40.435>better.

359
00:18:41.395 --> 00:18:44.405
<00:18:41.395>Yeah. <00:18:41.628>Let's <00:18:41.861>compare <00:18:42.095>this <00:18:42.328>one <00:18:42.561>to <00:18:42.795>chatbot

360
00:18:44.525 --> 00:18:46.885
<00:18:44.525>or <00:18:44.725>agents <00:18:44.925>that <00:18:45.125>you <00:18:45.325>created <00:18:45.525>on <00:18:45.725>Azure <00:18:45.925>Foundry.

361
00:18:47.305 --> 00:18:50.045
<00:18:47.305>You <00:18:47.538>get <00:18:47.771>first <00:18:48.005>your <00:18:48.238>system, <00:18:48.471>uh, <00:18:48.705>language

362
00:18:50.105 --> 00:18:52.645
<00:18:50.105>or <00:18:50.338>your <00:18:50.571>system <00:18:50.805>input, <00:18:51.038>your <00:18:51.271>system <00:18:51.505>prompt

363
00:18:53.105 --> 00:18:54.965
<00:18:53.105>how <00:18:53.455>the <00:18:53.805>agent <00:18:54.155>should <00:18:54.505>react.

364
00:18:55.105 --> 00:18:56.285
<00:18:55.105>Is <00:18:55.370>it <00:18:55.636>a <00:18:55.901>sales <00:18:56.167>agent?

365
00:18:56.305 --> 00:18:58.605
<00:18:56.305>It <00:18:56.538>should <00:18:56.771>be <00:18:57.005>something <00:18:57.238>like <00:18:57.471>consulting, <00:18:57.705>whatever.

366
00:18:58.825 --> 00:19:00.445
<00:18:58.825>And <00:18:59.105>then <00:18:59.385>you <00:18:59.665>provide <00:18:59.945>some <00:19:00.225>metadata.

367
00:19:00.465 --> 00:19:03.485
<00:19:00.465>The <00:19:00.620>second <00:19:00.776>one <00:19:00.931>on <00:19:01.087>data <00:19:01.242>source, <00:19:01.398>it's <00:19:01.553>just <00:19:01.709>a <00:19:01.865>metadata.

368
00:19:03.585 --> 00:19:04.685
<00:19:03.585>The <00:19:03.915>system <00:19:04.245>that's <00:19:04.575>optional.

369
00:19:05.065 --> 00:19:08.285
<00:19:05.065>The <00:19:05.240>system <00:19:05.415>can <00:19:05.590>figure <00:19:05.765>out <00:19:05.940>from <00:19:06.115>the <00:19:06.290>first <00:19:06.465>instruction

370
00:19:08.715 --> 00:19:09.845
<00:19:08.715>what <00:19:08.969>you <00:19:09.223>want <00:19:09.477>to <00:19:09.732>need.

371
00:19:10.145 --> 00:19:14.645
<00:19:10.145>But <00:19:10.272>if <00:19:10.399>you <00:19:10.526>have <00:19:10.654>a <00:19:10.781>database <00:19:10.908>that <00:19:11.035>is <00:19:11.163>completely <00:19:11.290>from <00:19:11.417>your <00:19:11.545>own,

372
00:19:14.905 --> 00:19:16.885
<00:19:14.905>um, <00:19:15.254>schema <00:19:15.605>and <00:19:15.955>the <00:19:16.305>system

373
00:19:17.025 --> 00:19:19.405
<00:19:17.025>or <00:19:17.180>the <00:19:17.336>agent <00:19:17.491>does <00:19:17.647>not <00:19:17.802>know <00:19:17.958>what <00:19:18.113>exactly <00:19:18.269>is <00:19:18.425>there,

374
00:19:19.635 --> 00:19:23.525
<00:19:19.635>then <00:19:19.762>you <00:19:19.889>help <00:19:20.016>the <00:19:20.144>agent <00:19:20.271>with <00:19:20.398>this <00:19:20.525>metadata <00:19:20.653>on <00:19:20.780>the <00:19:20.907>right <00:19:21.035>just

375
00:19:23.525 --> 00:19:26.645
<00:19:23.525>to <00:19:23.680>figure <00:19:23.836>out <00:19:23.991>what <00:19:24.147>is, <00:19:24.302>what <00:19:24.458>is <00:19:24.613>your <00:19:24.769>database <00:19:24.925>about

376
00:19:27.315 --> 00:19:29.285
<00:19:27.315>what <00:19:27.515>can <00:19:27.715>be <00:19:27.915>the <00:19:28.115>columns <00:19:28.315>and <00:19:28.515>so <00:19:28.715>on.

377
00:19:29.425 --> 00:19:32.885
<00:19:29.425>And <00:19:29.552>on <00:19:29.679>the <00:19:29.806>second <00:19:29.934>part <00:19:30.061>of <00:19:30.188>the <00:19:30.315>demo, <00:19:30.443>that's <00:19:30.570>why <00:19:30.697>we <00:19:30.825>wanted

378
00:19:32.885 --> 00:19:34.005
<00:19:32.885>to <00:19:33.086>show <00:19:33.288>this <00:19:33.489>on <00:19:33.691>the <00:19:33.893>slides.

379
00:19:34.155 --> 00:19:35.565
<00:19:34.155>It's <00:19:34.472>you <00:19:34.789>create <00:19:35.106>the <00:19:35.424>agent

380
00:19:35.565 --> 00:19:38.325
<00:19:35.565>and <00:19:35.720>then <00:19:35.876>you <00:19:36.031>provide <00:19:36.187>this <00:19:36.342>kind <00:19:36.498>of <00:19:36.653>instructions <00:19:36.809>on <00:19:36.965>right.

381
00:19:38.625 --> 00:19:39.725
<00:19:38.625>And <00:19:38.823>then <00:19:39.021>you're <00:19:39.219>ready <00:19:39.417>to <00:19:39.615>go.

382
00:19:40.385 --> 00:19:42.485
<00:19:40.385>And <00:19:40.618>the <00:19:40.851>next <00:19:41.085>one <00:19:41.318>is <00:19:41.551>just <00:19:41.785>querying.

383
00:19:42.825 --> 00:19:44.165
<00:19:42.825>So <00:19:43.026>what <00:19:43.227>do <00:19:43.428>you <00:19:43.629>want <00:19:43.830>to <00:19:44.031>know?

384
00:19:44.915 --> 00:19:47.645
<00:19:44.915>Yeah. <00:19:45.042>So <00:19:45.169>now <00:19:45.296>we <00:19:45.424>want <00:19:45.551>to <00:19:45.678>know, <00:19:45.805>maybe <00:19:45.933>it's <00:19:46.060>a <00:19:46.187>bit <00:19:46.315>small.

385
00:19:48.305 --> 00:19:51.365
<00:19:48.305>Um, <00:19:48.505>what <00:19:48.705>are <00:19:48.905>the <00:19:49.105>top <00:19:49.305>five <00:19:49.505>product <00:19:49.705>categories?

386
00:19:51.665 --> 00:19:55.085
<00:19:51.665>Um, <00:19:51.840>with <00:19:52.014>the <00:19:52.190>highest <00:19:52.365>production <00:19:52.540>cost? <00:19:52.715>That's <00:19:52.889>our <00:19:53.065>query.

387
00:19:55.145 --> 00:19:58.765
<00:19:55.145>Mm-hmm. <00:19:55.378>Um, <00:19:55.611>the <00:19:55.845>agent <00:19:56.078>takes <00:19:56.311>a <00:19:56.545>while,

388
00:19:58.905 --> 00:20:02.885
<00:19:58.905>but <00:19:59.021>then <00:19:59.138>we <00:19:59.254>get <00:19:59.371>our <00:19:59.488>answer, <00:19:59.605>we <00:19:59.721>get <00:19:59.838>the <00:19:59.955>top <00:20:00.071>five <00:20:00.188>product, <00:20:00.305>um,

389
00:20:03.305 --> 00:20:07.405
<00:20:03.305>and <00:20:03.445>we <00:20:03.585>can <00:20:03.725>also <00:20:03.865>see <00:20:04.005>the <00:20:04.145>query <00:20:04.285>that's, <00:20:04.425>uh, <00:20:04.565>behind <00:20:04.705>our

390
00:20:07.925 --> 00:20:10.925
<00:20:07.925>question, <00:20:08.158>um, <00:20:08.391>which <00:20:08.625>is <00:20:08.858>also <00:20:09.091>super <00:20:09.325>interesting.

391
00:20:10.925 --> 00:20:11.965
<00:20:10.925>Maybe <00:20:11.158>you <00:20:11.393>need <00:20:11.627>the <00:20:11.860>query

392
00:20:11.985 --> 00:20:13.445
<00:20:11.985>for <00:20:12.172>something <00:20:12.360>else, <00:20:12.548>you <00:20:12.735>can <00:20:12.923>just <00:20:13.111>copy <00:20:13.299>it.

393
00:20:13.625 --> 00:20:18.605
<00:20:13.625>Um, <00:20:13.858>yeah. <00:20:14.091>And <00:20:14.325>then <00:20:14.558>we <00:20:14.791>asked <00:20:15.025>a

394
00:20:18.605 --> 00:20:23.445
<00:20:18.605>second <00:20:18.838>question, <00:20:19.071>which <00:20:19.305>is <00:20:19.538>now <00:20:19.771>here, <00:20:20.005>um,

395
00:20:24.195 --> 00:20:27.885
<00:20:24.195>what <00:20:24.395>are <00:20:24.595>the <00:20:24.794>production <00:20:24.995>costs <00:20:25.195>in <00:20:25.395>year <00:20:25.595>2023

396
00:20:28.625 --> 00:20:32.005
<00:20:28.625>for <00:20:28.858>our <00:20:29.091>warehouses <00:20:29.325>in <00:20:29.558>Berg <00:20:29.791>and <00:20:30.025>Frankfurt?

397
00:20:32.745 --> 00:20:37.645
<00:20:32.745>And, <00:20:32.919>um, <00:20:33.094>what <00:20:33.270>are, <00:20:33.445>what <00:20:33.620>was <00:20:33.794>the <00:20:33.969>question <00:20:34.145>again?

398
00:20:37.885 --> 00:20:39.205
<00:20:37.885>I <00:20:38.054>think <00:20:38.224>we <00:20:38.394>need <00:20:38.563>to <00:20:38.733>wait <00:20:38.903>some <00:20:39.072>seconds.

399
00:20:40.985 --> 00:20:44.325
<00:20:40.985>Um, <00:20:41.159>yeah, <00:20:41.334>what, <00:20:41.510>what <00:20:41.685>are <00:20:41.860>the, <00:20:42.034>the <00:20:42.209>top <00:20:42.385>customers

400
00:20:44.385 --> 00:20:45.405
<00:20:44.385>for <00:20:44.844>those <00:20:45.303>warehouses?

401
00:20:45.405 --> 00:20:46.645
<00:20:45.405>That's, <00:20:45.684>that <00:20:45.963>was <00:20:46.242>our <00:20:46.521>question.

402
00:20:46.825 --> 00:20:48.725
<00:20:46.825>So <00:20:47.105>a <00:20:47.385>combination <00:20:47.665>of <00:20:47.945>two <00:20:48.225>queries,

403
00:20:49.465 --> 00:20:53.405
<00:20:49.465>and <00:20:49.592>we <00:20:49.719>can <00:20:49.846>also <00:20:49.974>see <00:20:50.101>that, <00:20:50.228>uh, <00:20:50.355>the <00:20:50.483>agent <00:20:50.610>does <00:20:50.737>this <00:20:50.865>perfectly

404
00:20:53.425 --> 00:20:56.045
<00:20:53.425>as <00:20:53.658>well, <00:20:53.891>answers <00:20:54.125>our <00:20:54.358>question. <00:20:54.591>Mm-hmm. <00:20:54.825>Um,

405
00:20:56.545 --> 00:20:59.205
<00:20:56.545>So <00:20:56.685>the <00:20:56.825>first <00:20:56.965>one <00:20:57.105>is <00:20:57.245>just <00:20:57.385>to <00:20:57.525>knowing <00:20:57.665>the <00:20:57.805>query <00:20:57.945>data.

406
00:20:59.345 --> 00:21:00.525
<00:20:59.345>That's <00:20:59.699>a <00:21:00.053>simple <00:21:00.407>question.

407
00:21:00.675 --> 00:21:04.085
<00:21:00.675>However, <00:21:00.850>the <00:21:01.024>second <00:21:01.200>one <00:21:01.375>was <00:21:01.550>a <00:21:01.725>complex <00:21:01.899>one. <00:21:02.075>Yes.

408
00:21:04.105 --> 00:21:06.485
<00:21:04.105>So <00:21:04.260>we'll <00:21:04.416>see <00:21:04.571>this <00:21:04.727>one <00:21:04.882>in <00:21:05.038>a, <00:21:05.193>in <00:21:05.349>a <00:21:05.505>moment.

409
00:21:06.665 --> 00:21:09.845
<00:21:06.665>And <00:21:06.840>there's, <00:21:07.014>uh, <00:21:07.190>you <00:21:07.365>see <00:21:07.540>how, <00:21:07.715>um, <00:21:07.889>the, <00:21:08.065>the,

410
00:21:10.505 --> 00:21:12.725
<00:21:10.505>the <00:21:10.738>point <00:21:10.971>is <00:21:11.205>you <00:21:11.438>see <00:21:11.671>every <00:21:11.905>time

411
00:21:12.875 --> 00:21:14.085
<00:21:12.875>what <00:21:13.092>the <00:21:13.310>section <00:21:13.528>does <00:21:13.746>for <00:21:13.964>you.

412
00:21:14.185 --> 00:21:15.925
<00:21:14.185>Is <00:21:14.465>it <00:21:14.745>going <00:21:15.024>right <00:21:15.304>or <00:21:15.585>wrong?

413
00:21:15.955 --> 00:21:18.045
<00:21:15.955>Then <00:21:16.188>you <00:21:16.421>can <00:21:16.655>recreate <00:21:16.888>this <00:21:17.121>one <00:21:17.355>and

414
00:21:18.955 --> 00:21:19.955
Exactly.

415
00:21:20.825 --> 00:21:24.085
<00:21:20.825>And <00:21:20.965>then <00:21:21.105>at <00:21:21.245>the <00:21:21.385>end, <00:21:21.525>I <00:21:21.665>think <00:21:21.805>we <00:21:21.945>have <00:21:22.085>one <00:21:22.225>last

416
00:21:24.115 --> 00:21:27.675
<00:21:24.115>step. <00:21:24.581>The <00:21:25.048>publishing, <00:21:25.515>right?

417
00:21:28.255 --> 00:21:30.035
<00:21:28.255>The <00:21:28.488>publishing <00:21:28.721>was <00:21:28.955>also <00:21:29.188>in <00:21:29.421>the <00:21:29.655>demo

418
00:21:30.145 --> 00:21:31.715
<00:21:30.145>that <00:21:30.611>was <00:21:31.078>showing <00:21:31.545>already.

419
00:21:31.775 --> 00:21:33.515
<00:21:31.775>And <00:21:32.008>then <00:21:32.241>you <00:21:32.475>can, <00:21:32.708>um, <00:21:32.941>use, <00:21:33.175>uh,

420
00:21:33.515 --> 00:21:36.275
<00:21:33.515>this <00:21:33.795>one <00:21:34.075>also <00:21:34.355>on <00:21:34.635>Azure <00:21:34.915>Foundry.

421
00:21:36.295 --> 00:21:39.355
<00:21:36.295>So <00:21:36.470>we <00:21:36.645>keep <00:21:36.820>this <00:21:36.995>demo <00:21:37.170>on, <00:21:37.345>um, <00:21:37.520>on <00:21:37.695>fabric,

422
00:21:39.895 --> 00:21:43.235
<00:21:39.895>but <00:21:40.070>you <00:21:40.245>can <00:21:40.420>also <00:21:40.595>create <00:21:40.770>an <00:21:40.945>Azure <00:21:41.120>Foundry <00:21:41.295>resource.

423
00:21:43.635 --> 00:21:45.755
<00:21:43.635>I <00:21:43.810>have <00:21:43.985>not <00:21:44.160>shown <00:21:44.335>this <00:21:44.510>one <00:21:44.685>here <00:21:44.860>with <00:21:45.035>Hana.

424
00:21:46.055 --> 00:21:50.235
<00:21:46.055>Uh, <00:21:46.195>and <00:21:46.335>then, <00:21:46.475>um, <00:21:46.615>on <00:21:46.755>the <00:21:46.895>knowledge <00:21:47.035>tab, <00:21:47.175>just <00:21:47.315>in, <00:21:47.455>yeah,

425
00:21:50.265 --> 00:21:51.515
<00:21:50.265>just <00:21:50.640>provide <00:21:51.015>the <00:21:51.390>information.

426
00:21:51.515 --> 00:21:54.995
<00:21:51.515>There's <00:21:51.642>a <00:21:51.769>data <00:21:51.896>agent <00:21:52.024>on <00:21:52.151>fabric, <00:21:52.278>then <00:21:52.405>add <00:21:52.533>this <00:21:52.660>one <00:21:52.787>is, <00:21:52.915>um,

427
00:21:55.095 --> 00:21:56.275
<00:21:55.095>as <00:21:55.449>a <00:21:55.803>data <00:21:56.157>source.

428
00:21:56.375 --> 00:21:59.315
<00:21:56.375>So <00:21:56.550>the <00:21:56.725>agent <00:21:56.900>on <00:21:57.075>Azure <00:21:57.250>Foundry <00:21:57.425>would <00:21:57.600>just <00:21:57.775>go

429
00:21:59.335 --> 00:22:03.195
<00:21:59.335>to <00:21:59.462>this <00:21:59.589>knowledge <00:21:59.716>and, <00:21:59.844>and <00:21:59.971>do <00:22:00.098>the <00:22:00.225>same <00:22:00.353>what <00:22:00.480>with <00:22:00.607>data <00:22:00.735>edge

430
00:22:03.195 --> 00:22:05.635
<00:22:03.195>and <00:22:03.395>Fabric <00:22:03.595>has <00:22:03.794>done <00:22:03.995>from <00:22:04.195>the <00:22:04.395>foundry <00:22:04.595>side

431
00:22:05.635 --> 00:22:07.595
<00:22:05.635>and <00:22:05.835>get <00:22:06.035>your <00:22:06.235>information <00:22:06.435>in <00:22:06.635>the <00:22:06.835>foundry <00:22:07.035>back.

432
00:22:08.585 --> 00:22:10.435
<00:22:08.585>What <00:22:08.818>kind <00:22:09.051>of <00:22:09.285>limitation <00:22:09.518>do <00:22:09.751>we <00:22:09.985>have?

433
00:22:10.455 --> 00:22:11.875
<00:22:10.455>So <00:22:10.774>we <00:22:11.094>talk <00:22:11.413>about <00:22:11.733>something,

434
00:22:11.875 --> 00:22:15.395
<00:22:11.875>what <00:22:12.030>is <00:22:12.186>in <00:22:12.341>the <00:22:12.497>preview <00:22:12.652>about <00:22:12.808>something, <00:22:12.963>uh, <00:22:13.119>from <00:22:13.275>July,

435
00:22:15.575 --> 00:22:16.715
<00:22:15.575>uh, <00:22:16.601>2025.

436
00:22:16.855 --> 00:22:19.195
<00:22:16.855>So <00:22:17.088>right <00:22:17.321>now, <00:22:17.555>what <00:22:17.788>can <00:22:18.021>we <00:22:18.255>do?

437
00:22:19.305 --> 00:22:20.915
<00:22:19.305>What <00:22:19.538>is, <00:22:19.771>what <00:22:20.005>is <00:22:20.238>the <00:22:20.471>best <00:22:20.705>practice?

438
00:22:21.905 --> 00:22:25.195
<00:22:21.905>Yeah. <00:22:22.138>So <00:22:22.371>as <00:22:22.605>Alex <00:22:22.838>said, <00:22:23.071>um, <00:22:23.305>it,

439
00:22:25.255 --> 00:22:26.435
<00:22:25.255>the <00:22:25.467>feature <00:22:25.679>is <00:22:25.892>still <00:22:26.104>in <00:22:26.317>preview.

440
00:22:26.855 --> 00:22:30.835
<00:22:26.855>So, <00:22:27.088>um, <00:22:27.321>we <00:22:27.555>expect, <00:22:27.788>uh, <00:22:28.021>those <00:22:28.255>limitations

441
00:22:31.095 --> 00:22:32.515
<00:22:31.095>to <00:22:31.414>disappear <00:22:31.734>at <00:22:32.053>some <00:22:32.373>point.

442
00:22:32.615 --> 00:22:34.235
<00:22:32.615>But <00:22:33.081>right <00:22:33.548>now, <00:22:34.015>um,

443
00:22:34.415 --> 00:22:37.355
<00:22:34.415>the <00:22:34.615>agent <00:22:34.815>is <00:22:35.014>only <00:22:35.215>available <00:22:35.415>in <00:22:35.615>English <00:22:35.815>language.

444
00:22:37.655 --> 00:22:39.435
<00:22:37.655>So <00:22:38.004>all <00:22:38.355>of <00:22:38.705>our <00:22:39.055>questions

445
00:22:39.615 --> 00:22:41.955
<00:22:39.615>and <00:22:39.790>instructions <00:22:39.965>need <00:22:40.140>to <00:22:40.315>be <00:22:40.490>in <00:22:40.665>English <00:22:40.840>right <00:22:41.015>now.

446
00:22:42.775 --> 00:22:47.475
<00:22:42.775>Um, <00:22:42.915>and <00:22:43.055>it's, <00:22:43.195>I <00:22:43.335>I <00:22:43.475>don't <00:22:43.615>wanna <00:22:43.755>say <00:22:43.895>like <00:22:44.035>a <00:22:44.175>simple,

447
00:22:48.015 --> 00:22:49.395
<00:22:48.015>um, <00:22:48.429>querying <00:22:48.843>of <00:22:49.257>data,

448
00:22:49.615 --> 00:22:53.755
<00:22:49.615>but <00:22:49.815>the <00:22:50.015>agent <00:22:50.215>cannot <00:22:50.415>analyze <00:22:50.615>any <00:22:50.815>trends, <00:22:51.015>um,

449
00:22:53.805 --> 00:22:57.515
<00:22:53.805>right <00:22:53.960>now <00:22:54.116>cannot <00:22:54.271>do <00:22:54.427>any <00:22:54.582>predictions, <00:22:54.738>uh, <00:22:54.893>for <00:22:55.049>the <00:22:55.205>future.

450
00:22:58.385 --> 00:23:02.915
<00:22:58.385>It's, <00:22:58.560>um, <00:22:58.735>yeah, <00:22:58.910>just <00:22:59.085>like, <00:22:59.260>just <00:22:59.435>querying <00:22:59.610>the <00:22:59.785>data

451
00:23:03.015 --> 00:23:04.875
<00:23:03.015>and <00:23:03.295>get <00:23:03.575>answers <00:23:03.855>about <00:23:04.135>the <00:23:04.415>data.

452
00:23:05.215 --> 00:23:06.955
<00:23:05.215>Um, <00:23:05.915>and <00:23:06.615>uh,

453
00:23:07.105 --> 00:23:10.675
<00:23:07.105>also <00:23:07.260>right <00:23:07.416>now <00:23:07.571>we <00:23:07.727>can <00:23:07.882>only <00:23:08.038>connect <00:23:08.193>five <00:23:08.349>different <00:23:08.505>data

454
00:23:10.675 --> 00:23:12.035
<00:23:10.675>sources, <00:23:11.899>um,

455
00:23:12.575 --> 00:23:15.475
<00:23:12.575>and <00:23:12.925>maximum, <00:23:13.275>uh, <00:23:13.625>25 <00:23:13.975>tables,

456
00:23:16.085 --> 00:23:18.155
<00:23:16.085>which <00:23:16.285>will <00:23:16.485>probably <00:23:16.685>also <00:23:16.885>change <00:23:17.085>in <00:23:17.285>the <00:23:17.485>future.

457
00:23:18.905 --> 00:23:22.235
<00:23:18.905>Okay. <00:23:19.138>Um, <00:23:19.371>about <00:23:19.605>best <00:23:19.838>practices, <00:23:20.071>maybe <00:23:20.305>some,

458
00:23:22.345 --> 00:23:25.055
<00:23:22.345>some <00:23:22.625>sentences, <00:23:22.905>sorry, <00:23:23.185>about <00:23:23.465>best <00:23:23.745>practices.

459
00:23:25.395 --> 00:23:30.135
<00:23:25.395>Yes. <00:23:25.570>Yeah. <00:23:25.745>So, <00:23:25.920>um, <00:23:26.095>it's <00:23:26.270>always <00:23:26.445>recommended <00:23:26.620>to, <00:23:26.795>um,

460
00:23:31.195 --> 00:23:34.655
<00:23:31.195>to <00:23:31.350>create <00:23:31.506>a <00:23:31.661>domain <00:23:31.817>or <00:23:31.972>use <00:23:32.128>case <00:23:32.283>specific <00:23:32.439>data <00:23:32.595>agent

461
00:23:34.655 --> 00:23:39.255
<00:23:34.655>because <00:23:34.810>if, <00:23:34.966>uh, <00:23:35.121>yeah, <00:23:35.277>the <00:23:35.432>data <00:23:35.588>is <00:23:35.743>too <00:23:35.899>diverse, <00:23:36.055>um,

462
00:23:39.435 --> 00:23:43.535
<00:23:39.435>or <00:23:39.575>the <00:23:39.715>data <00:23:39.855>sources <00:23:39.995>are <00:23:40.135>too <00:23:40.274>big, <00:23:40.415>of <00:23:40.554>course <00:23:40.695>the <00:23:40.835>quality

463
00:23:43.595 --> 00:23:46.525
<00:23:43.595>of <00:23:43.795>the <00:23:43.995>answers <00:23:44.195>will <00:23:44.395>decrease, <00:23:44.595>um, <00:23:44.795>as <00:23:44.995>well.

464
00:23:49.215 --> 00:23:52.675
<00:23:49.215>Yes. <00:23:49.355>Okay. <00:23:49.495>Every <00:23:49.635>time <00:23:49.774>we, <00:23:49.915>we <00:23:50.054>are <00:23:50.195>talking <00:23:50.334>in <00:23:50.475>a <00:23:50.615>workshop

465
00:23:52.675 --> 00:23:56.595
<00:23:52.675>with <00:23:52.875>also <00:23:53.075>customers, <00:23:53.274>we <00:23:53.475>provide <00:23:53.675>something, <00:23:53.875>everyone <00:23:54.075>wants

466
00:23:56.615 --> 00:23:58.195
<00:23:56.615>to <00:23:56.965>build <00:23:57.315>an <00:23:57.665>agent <00:23:58.015>and

467
00:23:58.415 --> 00:24:02.635
<00:23:58.415>before <00:23:58.648>the <00:23:58.881>data <00:23:59.115>agents <00:23:59.348>on <00:23:59.581>fabric, <00:23:59.815>we

468
00:24:02.955 --> 00:24:05.635
<00:24:02.955>provided <00:24:03.188>the <00:24:03.421>information, <00:24:03.655>okay, <00:24:03.888>create <00:24:04.121>Azure <00:24:04.355>Foundry,

469
00:24:05.935 --> 00:24:08.475
<00:24:05.935>add <00:24:06.168>there <00:24:06.401>the <00:24:06.635>data <00:24:06.868>on <00:24:07.101>one <00:24:07.335>day,

470
00:24:08.495 --> 00:24:11.475
<00:24:08.495>and <00:24:08.650>then <00:24:08.806>you <00:24:08.961>can <00:24:09.117>query <00:24:09.272>this <00:24:09.428>knowledge <00:24:09.583>and <00:24:09.739>so <00:24:09.895>on.

471
00:24:12.055 --> 00:24:16.755
<00:24:12.055>The <00:24:12.171>idea <00:24:12.288>right <00:24:12.405>now <00:24:12.521>is <00:24:12.638>to <00:24:12.755>start <00:24:12.871>on <00:24:12.988>fabric, <00:24:13.105>doing <00:24:13.221>all <00:24:13.338>of <00:24:13.455>kind

472
00:24:16.775 --> 00:24:18.995
<00:24:16.775>of <00:24:16.975>information <00:24:17.175>you <00:24:17.375>are <00:24:17.575>already <00:24:17.775>using <00:24:17.975>on <00:24:18.175>fabric

473
00:24:19.055 --> 00:24:22.195
<00:24:19.055>and <00:24:19.210>then <00:24:19.366>create <00:24:19.521>a <00:24:19.677>data <00:24:19.832>agent <00:24:19.988>who <00:24:20.143>is, <00:24:20.299>uh, <00:24:20.455>then,

474
00:24:22.215 --> 00:24:25.875
<00:24:22.215>or <00:24:22.370>which <00:24:22.526>you <00:24:22.681>can <00:24:22.837>just <00:24:22.992>mention <00:24:23.148>there <00:24:23.303>from <00:24:23.459>Azure <00:24:23.615>Foundry.

475
00:24:25.935 --> 00:24:28.195
<00:24:25.935>So <00:24:26.110>you <00:24:26.284>do <00:24:26.460>not <00:24:26.635>mention <00:24:26.810>the <00:24:26.985>one <00:24:27.159>leg <00:24:27.335>directly,

476
00:24:28.375 --> 00:24:30.315
<00:24:28.375>you <00:24:28.608>mention <00:24:28.841>the <00:24:29.075>data <00:24:29.308>agent <00:24:29.541>right <00:24:29.775>now.

477
00:24:30.735 --> 00:24:32.595
<00:24:30.735>So <00:24:31.014>compared <00:24:31.294>to <00:24:31.574>the <00:24:31.854>last <00:24:32.135>year,

478
00:24:32.865 --> 00:24:34.595
<00:24:32.865>it's <00:24:33.098>a <00:24:33.331>little <00:24:33.565>bit <00:24:33.798>something <00:24:34.031>like <00:24:34.265>shifting.

479
00:24:34.935 --> 00:24:36.395
<00:24:34.935>How <00:24:35.197>do <00:24:35.460>we <00:24:35.723>create <00:24:35.986>the <00:24:36.249>agent

480
00:24:36.395 --> 00:24:38.475
<00:24:36.395>and <00:24:36.595>how <00:24:36.795>to <00:24:36.995>we <00:24:37.195>provide <00:24:37.395>the, <00:24:37.595>the <00:24:37.795>knowledge.

481
00:24:39.095 --> 00:24:42.075
<00:24:39.095>But, <00:24:39.270>um, <00:24:39.445>if <00:24:39.620>you <00:24:39.795>want <00:24:39.970>to <00:24:40.145>start, <00:24:40.320>so, <00:24:40.495>um,

482
00:24:42.225 --> 00:24:44.635
<00:24:42.225>perhaps <00:24:42.425>we <00:24:42.625>explain <00:24:42.824>this <00:24:43.024>one <00:24:43.225>in <00:24:43.425>a <00:24:43.625>bit.

483
00:24:45.185 --> 00:24:49.555
<00:24:45.185>Yeah. <00:24:45.360>So, <00:24:45.534>um, <00:24:45.710>maybe <00:24:45.885>some <00:24:46.060>of <00:24:46.235>you're <00:24:46.409>already <00:24:46.585>working

484
00:24:49.555 --> 00:24:53.315
<00:24:49.555>with <00:24:49.755>Fabric, <00:24:49.955>um, <00:24:50.155>maybe <00:24:50.355>also <00:24:50.555>for <00:24:50.755>different <00:24:50.955>clients.

485
00:24:54.095 --> 00:24:58.115
<00:24:54.095>And, <00:24:54.235>um, <00:24:54.375>yeah, <00:24:54.515>the, <00:24:54.655>the <00:24:54.795>challenge <00:24:54.935>is <00:24:55.075>always, <00:24:55.215>um, <00:24:55.355>to <00:24:55.495>say,

486
00:24:58.265 --> 00:24:59.555
<00:24:58.265>okay, <00:24:58.555>how <00:24:58.845>do <00:24:59.135>we <00:24:59.426>start?

487
00:25:00.255 --> 00:25:02.315
<00:25:00.255>Um, <00:25:00.535>and <00:25:00.815>what <00:25:01.095>we <00:25:01.375>recommend <00:25:01.655>is

488
00:25:02.455 --> 00:25:05.275
<00:25:02.455>to <00:25:02.655>always <00:25:02.855>think <00:25:03.054>about <00:25:03.254>different <00:25:03.455>use <00:25:03.655>cases <00:25:03.855>first,

489
00:25:05.895 --> 00:25:09.355
<00:25:05.895>and <00:25:06.035>then <00:25:06.175>pick <00:25:06.315>one <00:25:06.455>use <00:25:06.595>case <00:25:06.735>that <00:25:06.875>is <00:25:07.014>maybe <00:25:07.155>the <00:25:07.295>most

490
00:25:09.955 --> 00:25:12.955
<00:25:09.955>valuable <00:25:10.095>one, <00:25:10.235>or <00:25:10.375>the <00:25:10.514>one <00:25:10.655>where <00:25:10.794>you <00:25:10.935>can <00:25:11.074>realize <00:25:11.215>quick <00:25:11.355>wins

491
00:25:13.375 --> 00:25:15.075
<00:25:13.375>and <00:25:13.608>then <00:25:13.841>just <00:25:14.075>focus <00:25:14.308>on <00:25:14.541>this <00:25:14.775>one.

492
00:25:15.585 --> 00:25:18.355
<00:25:15.585>Then <00:25:15.818>of <00:25:16.051>course, <00:25:16.285>develop <00:25:16.518>your <00:25:16.751>fabric <00:25:16.985>environment,

493
00:25:18.775 --> 00:25:21.515
<00:25:18.775>set <00:25:18.975>up <00:25:19.175>your <00:25:19.375>workspace, <00:25:19.575>set <00:25:19.775>up <00:25:19.975>your <00:25:20.175>permissions

494
00:25:21.815 --> 00:25:26.195
<00:25:21.815>and <00:25:21.942>all <00:25:22.069>of <00:25:22.196>that, <00:25:22.324>and <00:25:22.451>then <00:25:22.578>start <00:25:22.705>with <00:25:22.833>a <00:25:22.960>proof <00:25:23.087>of <00:25:23.215>concept

495
00:25:26.615 --> 00:25:28.875
<00:25:26.615>for <00:25:26.815>this <00:25:27.015>one <00:25:27.215>use <00:25:27.415>case <00:25:27.615>that <00:25:27.815>you <00:25:28.015>picked.

496
00:25:29.415 --> 00:25:32.635
<00:25:29.415>Um, <00:25:29.695>and <00:25:29.975>it's <00:25:30.254>always <00:25:30.534>super <00:25:30.815>important

497
00:25:32.735 --> 00:25:35.235
<00:25:32.735>to <00:25:32.935>also <00:25:33.135>get <00:25:33.334>your <00:25:33.534>colleagues <00:25:33.735>and <00:25:33.935>team <00:25:34.135>members

498
00:25:35.415 --> 00:25:38.635
<00:25:35.415>and <00:25:35.615>clients <00:25:35.815>on <00:25:36.014>board <00:25:36.215>on <00:25:36.415>those <00:25:36.615>projects <00:25:36.815>so

499
00:25:38.635 --> 00:25:41.115
<00:25:38.635>that <00:25:38.835>everyone <00:25:39.035>knows <00:25:39.235>how <00:25:39.435>to <00:25:39.635>work <00:25:39.835>with <00:25:40.035>fabric.

500
00:25:41.695 --> 00:25:44.635
<00:25:41.695>Um, <00:25:41.850>yeah, <00:25:42.006>what <00:25:42.161>to <00:25:42.317>do, <00:25:42.472>what <00:25:42.628>questions <00:25:42.783>also <00:25:42.939>to <00:25:43.095>ask.

501
00:25:45.215 --> 00:25:49.395
<00:25:45.215>Um, <00:25:45.389>and <00:25:45.564>then <00:25:45.740>once <00:25:45.915>you <00:25:46.090>developed <00:25:46.264>one <00:25:46.439>use <00:25:46.615>case,

502
00:25:49.585 --> 00:25:52.395
<00:25:49.585>once <00:25:49.785>you <00:25:49.985>integrated <00:25:50.185>your <00:25:50.385>first <00:25:50.585>data <00:25:50.785>sources, <00:25:50.985>then

503
00:25:52.455 --> 00:25:54.075
<00:25:52.455>of <00:25:52.688>course <00:25:52.921>you <00:25:53.155>can <00:25:53.388>build <00:25:53.621>on <00:25:53.855>that

504
00:25:54.615 --> 00:25:58.915
<00:25:54.615>and <00:25:54.790>develop, <00:25:54.965>um, <00:25:55.140>yeah, <00:25:55.315>more, <00:25:55.490>more <00:25:55.665>applications, <00:25:55.840>more <00:25:56.015>tools.

505
00:25:59.215 --> 00:26:03.035
<00:25:59.215>Mm-hmm. <00:25:59.495>Okay. <00:25:59.774>One <00:26:00.054>question <00:26:00.334>to <00:26:00.615>you.

506
00:26:03.375 --> 00:26:07.965
<00:26:03.375>Who <00:26:03.550>have <00:26:03.725>you <00:26:03.900>already <00:26:04.075>using <00:26:04.250>data <00:26:04.425>agents? <00:26:04.600>One <00:26:04.775>person.

507
00:26:08.185 --> 00:26:09.885
<00:26:08.185>One <00:26:08.651>second. <00:26:09.118>Two. <00:26:09.585>Three.

508
00:26:10.375 --> 00:26:12.005
<00:26:10.375>Three. <00:26:10.841>Three <00:26:11.308>person. <00:26:11.775>Okay.

509
00:26:12.005 --> 00:26:15.125
<00:26:12.005>So <00:26:12.180>it, <00:26:12.355>the <00:26:12.530>topic <00:26:12.705>was <00:26:12.880>nearly <00:26:13.055>new <00:26:13.230>somehow. <00:26:13.405>Yeah.

510
00:26:15.505 --> 00:26:20.055
<00:26:15.505>Who <00:26:15.660>is <00:26:15.816>already <00:26:15.971>on <00:26:16.127>fabric? <00:26:16.282>Okay, <00:26:16.438>a <00:26:16.593>few <00:26:16.749>more. <00:26:16.905>Okay.

511
00:26:20.195 --> 00:26:22.055
<00:26:20.195>But <00:26:20.661>not <00:26:21.128>everyone. <00:26:21.595>Okay.

512
00:26:22.325 --> 00:26:25.775
<00:26:22.325>Then, <00:26:22.525>um, <00:26:22.725>perhaps <00:26:22.925>it <00:26:23.125>was <00:26:23.325>not <00:26:23.525>that <00:26:23.725>bad.

513
00:26:25.955 --> 00:26:29.695
<00:26:25.955>We <00:26:26.095>starting <00:26:26.235>from <00:26:26.375>scratch <00:26:26.514>showing <00:26:26.655>you <00:26:26.794>all <00:26:26.935>what <00:26:27.074>fabric <00:26:27.215>can <00:26:27.355>do

514
00:26:29.755 --> 00:26:31.375
<00:26:29.755>and <00:26:29.955>how <00:26:30.155>to <00:26:30.355>get <00:26:30.555>your <00:26:30.755>data <00:26:30.955>inside <00:26:31.155>there,

515
00:26:31.955 --> 00:26:36.015
<00:26:31.955>but <00:26:32.095>I <00:26:32.235>think <00:26:32.375>it <00:26:32.514>was <00:26:32.655>only <00:26:32.794>snippet <00:26:32.935>that <00:26:33.074>was <00:26:33.215>only <00:26:33.355>really

516
00:26:37.455 --> 00:26:39.935
<00:26:37.455>whatever, <00:26:37.629>a <00:26:37.804>use <00:26:37.980>case <00:26:38.155>we <00:26:38.330>want <00:26:38.504>to <00:26:38.679>show <00:26:38.855>end

517
00:26:39.935 --> 00:26:41.015
<00:26:39.935>to <00:26:40.129>end <00:26:40.323>use <00:26:40.518>case <00:26:40.712>of <00:26:40.907>course.

518
00:26:41.355 --> 00:26:43.405
<00:26:41.355>But <00:26:41.495>if <00:26:41.635>you <00:26:41.775>have <00:26:41.915>more <00:26:42.055>versions, <00:26:42.195>we <00:26:42.335>are <00:26:42.475>happy <00:26:42.615>to <00:26:42.755>answer

519
00:26:43.535 --> 00:26:46.765
<00:26:43.535>after <00:26:43.690>this <00:26:43.846>one <00:26:44.001>or <00:26:44.157>perhaps <00:26:44.312>also <00:26:44.468>at <00:26:44.623>the <00:26:44.779>Microsoft <00:26:44.935>booth.

520
00:26:47.305 --> 00:26:49.445
<00:26:47.305>Do <00:26:47.538>we <00:26:47.771>have <00:26:48.005>some <00:26:48.238>time <00:26:48.471>for <00:26:48.705>questions?