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<00:03:23.545>you <00:03:23.700>know, <00:03:23.856>how <00:03:24.011>many <00:03:24.167>of <00:03:24.322>you <00:03:24.478>have <00:03:24.633>used <00:03:24.789>chat <00:03:24.945>GPT

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<00:03:28.025>I'm, <00:03:28.180>I'm <00:03:28.336>very <00:03:28.491>curious, <00:03:28.647>um, <00:03:28.802>for <00:03:28.958>anyone <00:03:29.113>on <00:03:29.269>YouTube <00:03:29.425>who,

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<00:03:48.625>and <00:03:48.765>since <00:03:48.905>then, <00:03:49.045>AI <00:03:49.185>adoption <00:03:49.325>is <00:03:49.465>up, <00:03:49.605>AI <00:03:49.745>investment <00:03:49.885>is <00:03:50.025>up,

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<00:03:52.145>and <00:03:52.320>this <00:03:52.495>wave <00:03:52.670>of <00:03:52.845>AI <00:03:53.020>has <00:03:53.195>everyone <00:03:53.370>thinking <00:03:53.545>about

78
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<00:03:55.715>what <00:03:55.911>does <00:03:56.107>it <00:03:56.303>mean <00:03:56.499>for <00:03:56.696>them

79
00:03:56.985 --> 00:04:01.045
<00:03:56.985>and <00:03:57.140>how <00:03:57.296>will <00:03:57.451>it <00:03:57.607>shape <00:03:57.762>the <00:03:57.918>future <00:03:58.073>of <00:03:58.229>their <00:03:58.385>industries.

80
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<00:04:01.665>And <00:04:01.840>so, <00:04:02.015>in <00:04:02.190>my <00:04:02.364>opinion, <00:04:02.540>there's <00:04:02.715>really <00:04:02.890>a <00:04:03.065>lot

81
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<00:04:05.065>of <00:04:05.531>buzz <00:04:05.998>about <00:04:06.465>ai,

82
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<00:04:07.465>but <00:04:07.855>not <00:04:08.245>enough <00:04:08.635>about

83
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<00:04:08.785>how <00:04:08.984>businesses <00:04:09.185>across <00:04:09.385>industries <00:04:09.585>can <00:04:09.785>actually <00:04:09.984>leverage <00:04:10.185>it

84
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<00:04:12.705>or <00:04:13.055>are <00:04:13.405>leveraging <00:04:13.755>it <00:04:14.105>today.

85
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<00:04:17.024>So <00:04:17.180>really <00:04:17.336>it's <00:04:17.491>up <00:04:17.647>to <00:04:17.802>all <00:04:17.958>of <00:04:18.113>us <00:04:18.269>to <00:04:18.424>ensure

86
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<00:04:19.605>that <00:04:19.745>we <00:04:19.885>understand <00:04:20.025>the <00:04:20.165>power <00:04:20.305>of <00:04:20.445>AI <00:04:20.585>that, <00:04:20.725>you <00:04:20.865>know, <00:04:21.005>and,

87
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<00:04:24.235>and <00:04:24.435>basically <00:04:24.635>like <00:04:24.835>what <00:04:25.035>today <00:04:25.235>is <00:04:25.435>about <00:04:25.635>is

88
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<00:04:26.695>to <00:04:26.895>help <00:04:27.094>you <00:04:27.295>learn <00:04:27.495>more <00:04:27.695>about <00:04:27.895>what <00:04:28.094>people

89
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<00:04:29.155>or <00:04:29.354>companies <00:04:29.554>are <00:04:29.755>actually <00:04:29.955>doing <00:04:30.155>with <00:04:30.354>AI <00:04:30.554>today.

90
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<00:04:32.635>So <00:04:32.810>I'll <00:04:32.985>do <00:04:33.159>this <00:04:33.335>really <00:04:33.510>by <00:04:33.685>sharing <00:04:33.860>actual <00:04:34.034>examples

91
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<00:04:35.635>and <00:04:35.835>use <00:04:36.034>case <00:04:36.235>use <00:04:36.435>cases <00:04:36.635>and <00:04:36.835>case <00:04:37.034>studies.

92
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<00:04:38.315>And <00:04:38.515>Matthew's <00:04:38.715>gonna <00:04:38.915>do <00:04:39.115>a <00:04:39.315>demo <00:04:39.515>for <00:04:39.715>us,

93
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<00:04:40.475>and <00:04:40.665>this <00:04:40.856>will <00:04:41.047>at <00:04:41.238>least <00:04:41.429>show

94
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<00:04:41.534>what <00:04:41.734>Microsoft <00:04:41.934>customers <00:04:42.135>are <00:04:42.335>doing <00:04:42.534>with <00:04:42.734>AI <00:04:42.934>today.

95
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<00:04:46.165>So <00:04:46.320>during <00:04:46.476>the <00:04:46.631>presentation, <00:04:46.787>I <00:04:46.942>have <00:04:47.098>the <00:04:47.253>agenda <00:04:47.409>up <00:04:47.565>here.

96
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<00:04:49.195>We'll <00:04:49.474>start <00:04:49.755>with <00:04:50.034>why <00:04:50.315>AI <00:04:50.594>matters.

97
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<00:04:51.885>We <00:04:52.060>will <00:04:52.235>learn <00:04:52.409>about <00:04:52.585>how <00:04:52.760>Microsoft <00:04:52.935>is <00:04:53.110>enabling <00:04:53.284>everyone

98
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<00:04:55.105>to <00:04:55.260>use <00:04:55.416>ai, <00:04:55.571>and <00:04:55.727>then <00:04:55.882>we'll <00:04:56.038>dive <00:04:56.193>into <00:04:56.349>the <00:04:56.505>tools

99
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<00:04:58.585>Microsoft <00:04:58.784>offers <00:04:58.984>to <00:04:59.185>help <00:04:59.385>you <00:04:59.585>build <00:04:59.784>AI <00:04:59.984>solutions.

100
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<00:05:02.385>And <00:05:02.560>then <00:05:02.735>finally, <00:05:02.909>um, <00:05:03.085>you <00:05:03.260>know, <00:05:03.435>generative <00:05:03.610>AI <00:05:03.784>is,

101
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<00:05:06.585>is <00:05:06.902>really <00:05:07.221>hot, <00:05:07.539>right?

102
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<00:05:07.645>Since <00:05:07.844>that's <00:05:08.044>the <00:05:08.245>hottest <00:05:08.445>topic, <00:05:08.645>I'll <00:05:08.844>show <00:05:09.044>you

103
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<00:05:10.505>how <00:05:10.680>businesses <00:05:10.855>are <00:05:11.030>using <00:05:11.205>large <00:05:11.380>language <00:05:11.555>models, <00:05:11.730>also <00:05:11.905>known

104
00:05:14.965 --> 00:05:19.605
<00:05:14.965>as <00:05:15.104>lms, <00:05:15.244>like <00:05:15.385>chat, <00:05:15.525>GBT <00:05:15.664>to <00:05:15.804>improve <00:05:15.945>how <00:05:16.085>they <00:05:16.224>work <00:05:16.364>internally

105
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<00:05:20.025>and <00:05:20.943>externally.

106
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<00:05:23.345>So <00:05:23.811>let's <00:05:24.278>get <00:05:24.745>started.

107
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<00:05:25.185>And <00:05:25.340>really <00:05:25.496>to <00:05:25.651>kick <00:05:25.807>things <00:05:25.962>off, <00:05:26.118>I <00:05:26.273>kind <00:05:26.429>of <00:05:26.585>wanted

108
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<00:05:27.965>to <00:05:28.120>actually <00:05:28.276>take <00:05:28.431>a <00:05:28.587>step <00:05:28.742>back <00:05:28.898>for <00:05:29.053>a <00:05:29.209>moment, <00:05:29.364>right?

109
00:05:30.645 --> 00:05:33.845
<00:05:30.645>I <00:05:30.784>know <00:05:30.924>there <00:05:31.065>are <00:05:31.205>a <00:05:31.344>lot <00:05:31.484>of <00:05:31.625>developers <00:05:31.765>in <00:05:31.905>this <00:05:32.044>audience

110
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<00:05:33.945>who <00:05:34.224>already <00:05:34.505>know <00:05:34.784>all <00:05:35.065>of <00:05:35.344>this

111
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<00:05:35.825>or <00:05:36.000>some <00:05:36.175>of <00:05:36.349>this, <00:05:36.525>so <00:05:36.700>just <00:05:36.875>bear <00:05:37.050>with <00:05:37.224>me.

112
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<00:05:38.465>Um, <00:05:38.605>you <00:05:38.745>know, <00:05:38.885>my <00:05:39.025>boyfriend <00:05:39.165>always <00:05:39.305>says <00:05:39.445>I'm <00:05:39.585>talking <00:05:39.725>in <00:05:39.865>code.

113
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<00:05:42.025>So <00:05:42.152>I <00:05:42.279>think <00:05:42.406>it <00:05:42.534>is <00:05:42.661>good <00:05:42.788>if <00:05:42.915>we <00:05:43.043>just <00:05:43.170>take <00:05:43.297>a <00:05:43.424>moment

114
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<00:05:45.065>to <00:05:45.220>learn <00:05:45.376>more <00:05:45.531>about <00:05:45.687>ai, <00:05:45.842>start <00:05:45.998>with <00:05:46.153>why <00:05:46.309>AI <00:05:46.465>matters,

115
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<00:05:48.985>and <00:05:49.125>review <00:05:49.265>some <00:05:49.405>of <00:05:49.545>the <00:05:49.685>AI <00:05:49.825>lingo <00:05:49.965>and <00:05:50.105>define <00:05:50.245>the <00:05:50.385>terms

116
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<00:05:52.705>before <00:05:52.880>I <00:05:53.055>start <00:05:53.229>throwing, <00:05:53.405>you <00:05:53.580>know, <00:05:53.755>two <00:05:53.930>letter <00:05:54.104>acronyms

117
00:05:55.445 --> 00:05:57.005
<00:05:55.445>as <00:05:55.795>you <00:05:56.145>at <00:05:56.495>you, <00:05:56.844>right?

118
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<00:05:57.115>So <00:05:57.270>I'm <00:05:57.426>gonna <00:05:57.581>be <00:05:57.737>using <00:05:57.892>these <00:05:58.048>a <00:05:58.203>lot <00:05:58.359>throughout <00:05:58.515>the

119
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<00:05:59.195>presentation, <00:05:59.545>so <00:05:59.895>I'm <00:06:00.245>gonna <00:06:00.594>try

120
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<00:06:01.595>to <00:06:01.735>explain <00:06:01.875>this <00:06:02.015>just <00:06:02.155>in <00:06:02.295>the <00:06:02.435>simplest <00:06:02.575>way <00:06:02.715>for <00:06:02.855>anybody <00:06:02.995>who,

121
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<00:06:04.215>you <00:06:04.507>know, <00:06:04.799>needs <00:06:05.092>a <00:06:05.385>refresher

122
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<00:06:05.695>or, <00:06:05.850>you <00:06:06.006>know, <00:06:06.161>an <00:06:06.317>easy <00:06:06.472>definition <00:06:06.628>of <00:06:06.783>these <00:06:06.939>topics, <00:06:07.094>right?

123
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<00:06:08.495>So <00:06:08.728>artificial <00:06:08.961>intelligence, <00:06:09.195>I'll <00:06:09.428>start <00:06:09.661>with, <00:06:09.895>it's,

124
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<00:06:11.355>it's <00:06:11.495>really <00:06:11.635>just <00:06:11.775>a <00:06:11.915>form <00:06:12.055>of <00:06:12.195>computer <00:06:12.335>science <00:06:12.475>where <00:06:12.615>the <00:06:12.755>goal

125
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<00:06:14.615>is <00:06:14.790>to <00:06:14.965>make <00:06:15.140>machines <00:06:15.315>or <00:06:15.490>computers <00:06:15.665>just <00:06:15.840>as <00:06:16.015>smart

126
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<00:06:18.295>or <00:06:18.645>even <00:06:18.995>smarter <00:06:19.345>than <00:06:19.695>humans.

127
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<00:06:21.645>So <00:06:21.844>it's <00:06:22.044>when <00:06:22.245>computers <00:06:22.445>can <00:06:22.645>do <00:06:22.844>things <00:06:23.044>that

128
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<00:06:24.625>normally <00:06:24.858>need <00:06:25.091>human <00:06:25.325>intelligence <00:06:25.558>to <00:06:25.791>get <00:06:26.025>done.

129
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<00:06:27.245>So <00:06:27.445>this <00:06:27.645>means <00:06:27.845>that <00:06:28.045>computers <00:06:28.245>can <00:06:28.445>learn, <00:06:28.645>understand,

130
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<00:06:30.965>and <00:06:31.198>solve <00:06:31.431>problems <00:06:31.664>just <00:06:31.898>like <00:06:32.131>people <00:06:32.364>do.

131
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<00:06:33.525>So <00:06:33.700>the <00:06:33.875>computer <00:06:34.049>can <00:06:34.224>do <00:06:34.400>things <00:06:34.575>like <00:06:34.750>play <00:06:34.924>games,

132
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<00:06:35.805>it <00:06:36.123>can <00:06:36.441>answer <00:06:36.759>questions

133
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<00:06:36.925>and <00:06:37.065>they <00:06:37.205>can <00:06:37.345>even <00:06:37.485>talk <00:06:37.625>to <00:06:37.765>you <00:06:37.905>similar <00:06:38.045>to <00:06:38.185>chat <00:06:38.325>GBT.

134
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<00:06:40.845>And <00:06:41.000>you <00:06:41.156>know, <00:06:41.311>one <00:06:41.467>thing <00:06:41.622>I'll <00:06:41.778>say <00:06:41.933>about <00:06:42.089>artificial <00:06:42.245>inte

135
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<00:06:43.505>intelligence <00:06:43.660>is <00:06:43.816>that <00:06:43.971>companies <00:06:44.127>have <00:06:44.282>a <00:06:44.438>lot <00:06:44.593>of <00:06:44.749>data, <00:06:44.905>um,

136
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<00:06:48.245>you <00:06:48.400>know, <00:06:48.556>on <00:06:48.711>their <00:06:48.867>customers <00:06:49.022>and <00:06:49.178>on <00:06:49.333>their <00:06:49.489>internal <00:06:49.645>and

137
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<00:06:51.565>and <00:06:51.915>processes <00:06:52.265>and <00:06:52.615>business <00:06:52.965>operations.

138
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<00:06:54.485>But <00:06:54.640>really <00:06:54.796>in <00:06:54.951>order <00:06:55.107>to <00:06:55.262>draw <00:06:55.418>conclusions <00:06:55.573>from <00:06:55.729>that <00:06:55.885>data,

139
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<00:06:57.475>right, <00:06:57.701>people <00:06:57.928>would <00:06:58.154>have <00:06:58.381>to <00:06:58.607>sit <00:06:58.834>there

140
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<00:06:59.045>and <00:06:59.279>study <00:06:59.513>all <00:06:59.747>of <00:06:59.981>the <00:07:00.215>data.

141
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<00:07:01.315>And <00:07:01.470>AI <00:07:01.626>is <00:07:01.781>really <00:07:01.937>about <00:07:02.092>unlocking <00:07:02.248>the <00:07:02.403>value <00:07:02.559>of <00:07:02.715>data

142
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<00:07:04.515>to <00:07:04.642>make <00:07:04.769>things <00:07:04.896>happen <00:07:05.024>a <00:07:05.151>lot <00:07:05.278>faster <00:07:05.405>than <00:07:05.533>if <00:07:05.660>a <00:07:05.787>human <00:07:05.914>tried

143
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<00:07:07.415>to <00:07:07.648>do <00:07:07.881>it <00:07:08.115>on <00:07:08.348>their <00:07:08.581>own, <00:07:08.815>right?

144
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<00:07:08.975>And <00:07:09.130>so <00:07:09.286>we'll <00:07:09.441>go <00:07:09.597>through <00:07:09.752>some <00:07:09.908>examples <00:07:10.063>of <00:07:10.219>that <00:07:10.375>today.

145
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<00:07:11.685>Then <00:07:11.825>machine <00:07:11.965>learning <00:07:12.105>I'll <00:07:12.245>go <00:07:12.385>through <00:07:12.525>as <00:07:12.665>well <00:07:12.805>is <00:07:12.945>the <00:07:13.085>subset

146
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<00:07:15.475>of <00:07:15.650>AI <00:07:15.825>where <00:07:16.000>these <00:07:16.175>machines <00:07:16.350>can <00:07:16.525>learn <00:07:16.700>from <00:07:16.875>the

147
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<00:07:19.215>data <00:07:19.476>that <00:07:19.736>you've <00:07:19.998>given <00:07:20.259>them.

148
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<00:07:20.515>And <00:07:20.670>based <00:07:20.826>on <00:07:20.981>what's <00:07:21.137>happened <00:07:21.292>in <00:07:21.448>the <00:07:21.603>past, <00:07:21.759>these <00:07:21.914>machines

149
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<00:07:24.985>or <00:07:25.218>computers <00:07:25.451>can <00:07:25.685>make <00:07:25.918>decisions <00:07:26.151>or <00:07:26.385>predictions,

150
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<00:07:28.965>and <00:07:29.198>then <00:07:29.431>we'll <00:07:29.664>go <00:07:29.898>to <00:07:30.131>deep <00:07:30.364>learning.

151
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<00:07:31.925>So, <00:07:32.275>you <00:07:32.625>know, <00:07:32.975>deep <00:07:33.325>learning

152
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<00:07:36.375>is <00:07:36.608>a <00:07:36.841>way <00:07:37.075>for <00:07:37.308>computers <00:07:37.541>to <00:07:37.775>learn

153
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<00:07:38.695>and <00:07:38.850>get <00:07:39.006>smarter, <00:07:39.161>just <00:07:39.317>like <00:07:39.472>how <00:07:39.628>you <00:07:39.783>learn <00:07:39.939>in <00:07:40.094>school.

154
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<00:07:41.695>So <00:07:41.895>imagine <00:07:42.094>if <00:07:42.295>you <00:07:42.495>could <00:07:42.695>teach <00:07:42.895>a <00:07:43.094>computer

155
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<00:07:43.655>to <00:07:43.934>recognize <00:07:44.215>different <00:07:44.494>animals <00:07:44.775>like <00:07:45.054>cats

156
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<00:07:45.655>and <00:07:45.888>dogs, <00:07:46.121>just <00:07:46.354>by <00:07:46.588>showing <00:07:46.821>it <00:07:47.054>pictures

157
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<00:07:48.255>of <00:07:48.496>lots <00:07:48.737>of <00:07:48.978>cats <00:07:49.219>and <00:07:49.461>dogs.

158
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<00:07:50.055>And <00:07:50.210>then <00:07:50.366>the <00:07:50.521>computer <00:07:50.677>would <00:07:50.832>look <00:07:50.988>at <00:07:51.143>the <00:07:51.299>pictures, <00:07:51.455>learn

159
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<00:07:52.435>what <00:07:52.542>makes <00:07:52.650>a <00:07:52.758>cat <00:07:52.865>a <00:07:52.973>cat, <00:07:53.081>and <00:07:53.188>what <00:07:53.296>makes <00:07:53.404>the <00:07:53.511>dog <00:07:53.619>a <00:07:53.727>dog, <00:07:53.835>right?

160
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<00:07:55.215>And <00:07:55.415>then <00:07:55.615>you <00:07:55.815>show <00:07:56.015>it <00:07:56.215>a <00:07:56.415>new <00:07:56.615>picture

161
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<00:07:58.215>and <00:07:58.342>it <00:07:58.469>can <00:07:58.596>tell <00:07:58.724>you <00:07:58.851>if <00:07:58.978>it's <00:07:59.105>a <00:07:59.233>cat <00:07:59.360>or <00:07:59.487>a <00:07:59.615>dog.

162
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<00:08:00.135>So <00:08:00.368>that's <00:08:00.601>what <00:08:00.835>deep <00:08:01.068>learning <00:08:01.301>really <00:08:01.534>does.

163
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<00:08:02.535>It <00:08:02.937>helps <00:08:03.339>computers <00:08:03.741>learn

164
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<00:08:03.935>and <00:08:04.135>get <00:08:04.335>better <00:08:04.535>at <00:08:04.735>doing <00:08:04.935>things <00:08:05.135>by <00:08:05.335>themselves.

165
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<00:08:07.685>And <00:08:07.885>the <00:08:08.085>last <00:08:08.285>one <00:08:08.485>is <00:08:08.685>generative <00:08:08.885>ai, <00:08:09.085>right?

166
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<00:08:10.615>Also <00:08:10.848>known <00:08:11.081>as <00:08:11.315>generative <00:08:11.548>or <00:08:11.781>gen <00:08:12.015>ai.

167
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<00:08:13.485>And <00:08:13.660>so <00:08:13.835>this <00:08:14.010>is <00:08:14.185>the <00:08:14.360>hottest <00:08:14.535>topic <00:08:14.710>right <00:08:14.885>now.

168
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<00:08:16.415>It's <00:08:16.648>a <00:08:16.881>subset <00:08:17.115>of <00:08:17.348>AI <00:08:17.581>where <00:08:17.815>machines

169
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<00:08:18.845>or <00:08:19.020>computers <00:08:19.195>can <00:08:19.370>create <00:08:19.545>pictures <00:08:19.720>or <00:08:19.895>music <00:08:20.070>or <00:08:20.245>stories

170
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<00:08:23.405>and <00:08:23.560>videos <00:08:23.716>based <00:08:23.871>on <00:08:24.027>your <00:08:24.182>description <00:08:24.338>of <00:08:24.493>what <00:08:24.649>you <00:08:24.804>imagine.

171
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<00:08:28.945>And <00:08:29.085>you <00:08:29.224>know, <00:08:29.365>one <00:08:29.505>thing <00:08:29.645>I'll, <00:08:29.784>I'll <00:08:29.925>just <00:08:30.065>define <00:08:30.205>as <00:08:30.344>well

172
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<00:08:31.825>that's <00:08:32.000>not <00:08:32.174>on <00:08:32.350>the <00:08:32.525>slide <00:08:32.700>is <00:08:32.875>the <00:08:33.049>cloud, <00:08:33.225>right?

173
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<00:08:34.065>So <00:08:34.345>in <00:08:34.625>the <00:08:34.905>past, <00:08:35.185>companies <00:08:35.465>had

174
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<00:08:36.585>to <00:08:36.740>build <00:08:36.896>their <00:08:37.051>own <00:08:37.207>data <00:08:37.362>centers, <00:08:37.518>which <00:08:37.673>cost <00:08:37.829>like <00:08:37.985>millions

175
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<00:08:40.284>of <00:08:40.518>dollars <00:08:40.751>just <00:08:40.985>to <00:08:41.218>house <00:08:41.451>their <00:08:41.684>data.

176
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<00:08:42.465>And <00:08:42.640>there <00:08:42.815>are <00:08:42.990>lots <00:08:43.165>of <00:08:43.340>different <00:08:43.515>problems <00:08:43.690>with <00:08:43.865>this.

177
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<00:08:45.185>One <00:08:45.292>example <00:08:45.400>is <00:08:45.508>that <00:08:45.615>a <00:08:45.723>lot <00:08:45.831>of <00:08:45.938>times <00:08:46.046>you <00:08:46.154>had <00:08:46.261>to <00:08:46.369>spend <00:08:46.477>a <00:08:46.584>lot

178
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<00:08:48.725>of <00:08:48.865>money <00:08:49.005>to <00:08:49.145>overbuild <00:08:49.285>to <00:08:49.425>make <00:08:49.565>room <00:08:49.705>for <00:08:49.845>your <00:08:49.985>future <00:08:50.125>data

179
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<00:08:52.245>that <00:08:52.475>you <00:08:52.705>didn't <00:08:52.936>even <00:08:53.166>have <00:08:53.396>yet.

180
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<00:08:54.305>And <00:08:54.584>with, <00:08:54.864>you <00:08:55.145>know, <00:08:55.425>the <00:08:55.704>cloud,

181
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<00:08:57.535>now <00:08:57.709>companies <00:08:57.885>can <00:08:58.060>store <00:08:58.235>their <00:08:58.410>data <00:08:58.584>in <00:08:58.760>the <00:08:58.935>cloud

182
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<00:09:00.455>and <00:09:00.735>only <00:09:01.015>pay <00:09:01.295>for <00:09:01.575>the <00:09:01.855>amount

183
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<00:09:02.035>of <00:09:02.209>space <00:09:02.385>they're <00:09:02.560>actually <00:09:02.735>using <00:09:02.910>at <00:09:03.084>any <00:09:03.260>given <00:09:03.435>moment.

184
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<00:09:05.415>So <00:09:05.615>Azure, <00:09:05.814>which <00:09:06.015>you'll <00:09:06.214>hear <00:09:06.415>a <00:09:06.615>lot, <00:09:06.814>um,

185
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<00:09:08.795>Microsoft <00:09:08.969>has <00:09:09.145>named <00:09:09.319>its <00:09:09.495>cloud <00:09:09.670>service, <00:09:09.844>Azure, <00:09:10.020>you <00:09:10.194>know,

186
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<00:09:12.235>Microsoft, <00:09:12.468>Google <00:09:12.701>Cloud <00:09:12.935>platform, <00:09:13.168>Amazon <00:09:13.401>Web <00:09:13.635>Services,

187
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<00:09:15.695>Oracle, <00:09:15.895>those <00:09:16.095>are <00:09:16.295>all <00:09:16.495>examples <00:09:16.695>of <00:09:16.895>cloud <00:09:17.095>service

188
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<00:09:20.995>companies <00:09:21.195>or <00:09:21.395>cloud <00:09:21.595>providers <00:09:21.795>that <00:09:21.995>companies <00:09:22.195>can <00:09:22.395>leverage

189
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<00:09:24.255>to <00:09:24.488>store <00:09:24.721>their <00:09:24.955>data <00:09:25.188>and <00:09:25.421>do <00:09:25.655>cool,

190
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<00:09:25.945>cool <00:09:26.178>things <00:09:26.411>like <00:09:26.645>build <00:09:26.878>artificial <00:09:27.111>intelligence <00:09:27.345>app

191
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<00:09:29.525>using <00:09:29.990>their <00:09:30.455>own <00:09:30.920>data.

192
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<00:09:32.015>So, <00:09:32.155>you <00:09:32.295>know, <00:09:32.435>I <00:09:32.574>think <00:09:32.715>it <00:09:32.855>may <00:09:32.995>seem <00:09:33.135>to <00:09:33.275>some <00:09:33.415>people

193
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<00:09:34.945>that <00:09:35.280>AI <00:09:35.615>is <00:09:35.950>brand <00:09:36.286>new,

194
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<00:09:36.575>but <00:09:36.750>I <00:09:36.925>wanna <00:09:37.100>clarify <00:09:37.275>that <00:09:37.450>it's <00:09:37.625>actually <00:09:37.800>really <00:09:37.975>old.

195
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<00:09:40.175>So <00:09:40.375>the <00:09:40.574>field <00:09:40.775>has <00:09:40.974>been <00:09:41.175>developing <00:09:41.375>since <00:09:41.574>1950,

196
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<00:09:43.535>so <00:09:43.818>we're <00:09:44.102>70 <00:09:44.385>years <00:09:44.669>old

197
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<00:09:45.495>and <00:09:45.728>um, <00:09:45.961>basically <00:09:46.195>old <00:09:46.428>enough <00:09:46.661>to <00:09:46.895>run

198
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<00:09:47.935>for <00:09:48.300>president <00:09:48.666>in <00:09:49.033>America.

199
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<00:09:50.175>Um, <00:09:50.314>so <00:09:50.454>this <00:09:50.594>really, <00:09:50.734>you <00:09:50.875>know, <00:09:51.015>it <00:09:51.155>isn't <00:09:51.295>a <00:09:51.435>new <00:09:51.574>era,

200
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<00:09:53.505>it's <00:09:53.660>just <00:09:53.816>like <00:09:53.971>a <00:09:54.127>new <00:09:54.282>moment <00:09:54.438>or <00:09:54.593>chapter <00:09:54.749>in <00:09:54.905>ai.

201
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<00:09:56.735>And <00:09:56.851>so <00:09:56.968>let's <00:09:57.085>talk <00:09:57.201>a <00:09:57.318>little <00:09:57.435>bit <00:09:57.551>about <00:09:57.668>how <00:09:57.785>did <00:09:57.901>we <00:09:58.018>get <00:09:58.135>here.

202
00:10:01.335 --> 00:10:04.475
<00:10:01.335>And <00:10:01.535>so <00:10:01.735>here's <00:10:01.935>some <00:10:02.135>of <00:10:02.335>the <00:10:02.535>significant <00:10:02.735>milestones

203
00:10:04.695 --> 00:10:08.915
<00:10:04.695>or <00:10:04.850>previous <00:10:05.006>chapters <00:10:05.161>that <00:10:05.317>got <00:10:05.472>us <00:10:05.628>to <00:10:05.783>the <00:10:05.939>inflection <00:10:06.095>point

204
00:10:08.915 --> 00:10:09.915
<00:10:08.915>that <00:10:09.214>we <00:10:09.515>see <00:10:09.814>today.

205
00:10:10.825 --> 00:10:14.285
<00:10:10.825>So <00:10:11.000>in <00:10:11.175>1950, <00:10:11.350>Alan <00:10:11.525>Turing <00:10:11.700>invented <00:10:11.875>the <00:10:12.050>Turing <00:10:12.225>test

206
00:10:14.465 --> 00:10:17.205
<00:10:14.465>to <00:10:14.698>determine <00:10:14.931>if <00:10:15.165>a <00:10:15.398>computer <00:10:15.631>could <00:10:15.865>pass

207
00:10:17.225 --> 00:10:19.845
<00:10:17.225>for <00:10:17.458>a <00:10:17.691>human <00:10:17.925>in <00:10:18.158>written <00:10:18.391>linguistic <00:10:18.625>fluency.

208
00:10:20.395 --> 00:10:23.925
<00:10:20.395>Then <00:10:20.628>in <00:10:20.861>1959, <00:10:21.095>Arthur <00:10:21.328>Samuel <00:10:21.561>from <00:10:21.795>IBM

209
00:10:24.545 --> 00:10:26.405
<00:10:24.545>coined <00:10:24.895>the <00:10:25.245>term <00:10:25.594>machine <00:10:25.944>learning,

210
00:10:26.405 --> 00:10:27.565
<00:10:26.405>which <00:10:26.665>we <00:10:26.927>just <00:10:27.188>talked <00:10:27.449>about.

211
00:10:28.505 --> 00:10:32.685
<00:10:28.505>In <00:10:28.680>2006, <00:10:28.855>Jeffrey <00:10:29.030>Hinton <00:10:29.205>from <00:10:29.380>the <00:10:29.555>University <00:10:29.730>of <00:10:29.905>Toronto

212
00:10:33.845 --> 00:10:36.045
<00:10:33.845>invented <00:10:34.311>fast <00:10:34.778>learning <00:10:35.245>algorithms

213
00:10:36.105 --> 00:10:39.725
<00:10:36.105>and <00:10:36.245>actually <00:10:36.385>came <00:10:36.525>up <00:10:36.665>with <00:10:36.805>the <00:10:36.945>term <00:10:37.085>deep <00:10:37.225>learning <00:10:37.365>to <00:10:37.505>explain

214
00:10:39.865 --> 00:10:42.965
<00:10:39.865>how <00:10:40.020>AI <00:10:40.176>based <00:10:40.331>on <00:10:40.487>ML <00:10:40.642>can <00:10:40.798>learn <00:10:40.953>like <00:10:41.109>a <00:10:41.265>human.

215
00:10:43.345 --> 00:10:44.645
<00:10:43.345>But <00:10:43.540>I <00:10:43.735>will <00:10:43.930>say <00:10:44.125>that <00:10:44.319>the <00:10:44.515>concept

216
00:10:44.705 --> 00:10:47.725
<00:10:44.705>of <00:10:44.905>deep <00:10:45.105>learning <00:10:45.305>existed <00:10:45.505>far <00:10:45.705>earlier <00:10:45.905>than <00:10:46.105>that.

217
00:10:48.505 --> 00:10:53.405
<00:10:48.505>And <00:10:48.680>then <00:10:48.855>in <00:10:49.030>2014, <00:10:49.205>um, <00:10:49.380>the <00:10:49.555>generative <00:10:49.730>adversarial <00:10:49.905>network,

218
00:10:53.925 --> 00:10:57.245
<00:10:53.925>GAN <00:10:54.204>was <00:10:54.484>introduced <00:10:54.765>by <00:10:55.045>Ian <00:10:55.324>Goodfellow.

219
00:10:57.585 --> 00:11:00.445
<00:10:57.585>And <00:10:57.818>this <00:10:58.051>is <00:10:58.285>where <00:10:58.518>two <00:10:58.751>neural <00:10:58.985>networks

220
00:11:00.795 --> 00:11:02.125
<00:11:00.795>play <00:11:01.034>a <00:11:01.273>game <00:11:01.513>against <00:11:01.752>each <00:11:01.992>other.

221
00:11:02.905 --> 00:11:04.605
<00:11:02.905>And <00:11:03.060>the <00:11:03.216>goal <00:11:03.371>of <00:11:03.527>the <00:11:03.682>game <00:11:03.838>is <00:11:03.993>for <00:11:04.149>one <00:11:04.305>network

222
00:11:04.705 --> 00:11:05.885
<00:11:04.705>to <00:11:05.059>imitate <00:11:05.413>a <00:11:05.767>photo

223
00:11:05.985 --> 00:11:08.085
<00:11:05.985>and <00:11:06.185>trick <00:11:06.385>its <00:11:06.585>opponent <00:11:06.785>into <00:11:06.985>believing <00:11:07.185>it's <00:11:07.385>real.

224
00:11:08.825 --> 00:11:11.445
<00:11:08.825>And <00:11:09.058>you <00:11:09.291>know, <00:11:09.525>more <00:11:09.758>recently <00:11:09.991>in <00:11:10.225>2021,

225
00:11:11.575 --> 00:11:15.765
<00:11:11.575>generative <00:11:11.750>AI <00:11:11.925>enabled <00:11:12.100>us <00:11:12.275>to <00:11:12.450>create <00:11:12.625>new <00:11:12.800>written <00:11:12.975>visual

226
00:11:16.345 --> 00:11:19.245
<00:11:16.345>and <00:11:16.625>auditory <00:11:16.905>content <00:11:17.185>based <00:11:17.465>on <00:11:17.745>prompts

227
00:11:19.425 --> 00:11:22.325
<00:11:19.425>and <00:11:19.658>existing <00:11:19.891>data, <00:11:20.125>just <00:11:20.358>like <00:11:20.591>chat <00:11:20.824>GBT.

228
00:11:25.495 --> 00:11:27.835
<00:11:25.495>So <00:11:25.961>generative <00:11:26.428>AI <00:11:26.895>technology

229
00:11:28.375 --> 00:11:30.595
<00:11:28.375>is <00:11:28.841>advancing <00:11:29.308>incredibly <00:11:29.775>quickly

230
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<00:11:31.255>and <00:11:31.455>it's <00:11:31.655>grabbing <00:11:31.855>headlines <00:11:32.055>like <00:11:32.255>literally <00:11:32.455>every <00:11:32.655>day.

231
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<00:11:35.155>I <00:11:35.282>work <00:11:35.409>with <00:11:35.536>Matthew <00:11:35.664>as <00:11:35.791>well <00:11:35.918>and <00:11:36.045>a <00:11:36.173>team <00:11:36.300>of <00:11:36.427>AI <00:11:36.555>experts.

232
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<00:11:39.055>And <00:11:39.194>we <00:11:39.334>like <00:11:39.474>to <00:11:39.614>joke <00:11:39.755>that <00:11:39.895>our <00:11:40.035>team <00:11:40.175>chat <00:11:40.314>is <00:11:40.454>kind

233
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<00:11:42.595>of <00:11:42.875>like <00:11:43.155>TMZ <00:11:43.435>for <00:11:43.715>ai, <00:11:43.995>right?

234
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<00:11:44.315>As <00:11:44.442>soon <00:11:44.569>as <00:11:44.696>anything <00:11:44.824>comes <00:11:44.951>out, <00:11:45.078>we <00:11:45.205>know <00:11:45.333>about <00:11:45.460>it <00:11:45.587>right <00:11:45.715>away.

235
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<00:11:48.175>And <00:11:48.589>so <00:11:49.002>these <00:11:49.416>experiences

236
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<00:11:49.555>that <00:11:49.729>are <00:11:49.905>based <00:11:50.079>on <00:11:50.255>large <00:11:50.430>language <00:11:50.604>models <00:11:50.780>like <00:11:50.954>chat,

237
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<00:11:52.195>TBT <00:11:52.395>have <00:11:52.595>really <00:11:52.795>taken <00:11:52.995>the <00:11:53.195>world <00:11:53.395>by <00:11:53.595>storm.

238
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<00:11:55.065>And <00:11:55.294>part <00:11:55.524>of <00:11:55.753>that <00:11:55.983>is

239
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<00:11:56.085>because <00:11:56.240>they <00:11:56.396>can <00:11:56.551>draw <00:11:56.707>from <00:11:56.862>a <00:11:57.018>vast <00:11:57.173>store <00:11:57.329>of <00:11:57.485>data

240
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<00:11:59.375>leveraging <00:11:59.725>the <00:12:00.075>massive <00:12:00.425>computive <00:12:00.775>power

241
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<00:12:02.185>or <00:12:02.418>computing <00:12:02.651>power <00:12:02.885>available <00:12:03.118>today <00:12:03.351>in <00:12:03.584>the

242
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<00:12:04.645>cloud <00:12:05.257>very <00:12:05.869>quickly.

243
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<00:12:06.545>And <00:12:06.700>so <00:12:06.856>the <00:12:07.011>real <00:12:07.167>tangible <00:12:07.322>impact <00:12:07.478>like <00:12:07.633>this, <00:12:07.789>you <00:12:07.944>know,

244
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<00:12:10.925>the <00:12:11.080>real <00:12:11.236>tangible <00:12:11.391>impact <00:12:11.547>technology <00:12:11.702>like <00:12:11.858>this <00:12:12.013>can <00:12:12.169>drive <00:12:12.324>is

245
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<00:12:14.185>actually <00:12:14.464>like <00:12:14.744>extremely <00:12:15.025>exciting <00:12:15.305>right <00:12:15.584>now.

246
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<00:12:16.645>And <00:12:16.845>so <00:12:17.045>global <00:12:17.245>spending <00:12:17.444>on <00:12:17.645>AI <00:12:17.845>is <00:12:18.045>expected

247
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<00:12:19.325>to <00:12:19.605>surpass <00:12:19.885>300 <00:12:20.165>billion <00:12:20.445>by <00:12:20.725>2026.

248
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<00:12:23.855>And <00:12:23.995>you <00:12:24.135>know, <00:12:24.275>AI <00:12:24.415>is <00:12:24.555>not <00:12:24.695>just <00:12:24.835>for <00:12:24.975>tech <00:12:25.115>people <00:12:25.255>anymore.

249
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<00:12:26.805>We've <00:12:27.005>seen <00:12:27.204>this <00:12:27.405>technology <00:12:27.604>breakthrough <00:12:27.805>with <00:12:28.005>consumers <00:12:28.204>too,

250
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<00:12:32.255>and <00:12:32.410>AI, <00:12:32.566>like <00:12:32.721>what <00:12:32.877>we've <00:12:33.032>seen <00:12:33.188>today, <00:12:33.343>is <00:12:33.499>truly <00:12:33.655>poised

251
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<00:12:36.695>to <00:12:36.895>reinvent <00:12:37.095>our <00:12:37.295>lives <00:12:37.495>and <00:12:37.695>reinvent <00:12:37.895>every <00:12:38.095>industry.

252
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<00:12:44.665>So <00:12:44.865>when <00:12:45.064>we <00:12:45.265>look <00:12:45.464>at <00:12:45.665>ai, <00:12:45.865>we're <00:12:46.064>starting

253
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<00:12:48.205>to <00:12:48.360>see <00:12:48.516>four <00:12:48.671>key <00:12:48.827>areas <00:12:48.982>where <00:12:49.138>AI <00:12:49.293>can <00:12:49.449>impact <00:12:49.605>business.

254
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<00:12:53.025>And <00:12:53.225>these <00:12:53.425>are <00:12:53.625>the <00:12:53.824>four <00:12:54.025>key <00:12:54.225>areas <00:12:54.425>where

255
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<00:12:55.685>Microsoft's <00:12:55.918>products <00:12:56.151>are <00:12:56.385>really <00:12:56.618>making <00:12:56.851>an <00:12:57.084>impact.

256
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<00:12:58.855>So <00:12:59.088>the <00:12:59.321>first <00:12:59.555>transformation <00:12:59.788>opportunity <00:13:00.021>is <00:13:00.255>enriching

257
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<00:13:02.515>employee <00:13:02.795>experience <00:13:03.074>through <00:13:03.355>collaboration <00:13:03.635>and <00:13:03.915>productivity.

258
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<00:13:06.175>And <00:13:06.314>so <00:13:06.454>M <00:13:06.594>365 <00:13:06.734>co-pilot <00:13:06.875>is <00:13:07.015>a <00:13:07.155>great <00:13:07.295>example <00:13:07.435>of <00:13:07.574>this.

259
00:13:11.185 --> 00:13:15.275
<00:13:11.185>When <00:13:11.301>I <00:13:11.418>miss <00:13:11.535>a <00:13:11.651>meeting <00:13:11.768>at <00:13:11.885>work, <00:13:12.001>I'm <00:13:12.118>able <00:13:12.234>to <00:13:12.351>just <00:13:12.468>ask <00:13:12.584>co-pilot

260
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<00:13:15.335>to <00:13:15.490>summarize <00:13:15.646>the <00:13:15.801>meeting <00:13:15.957>for <00:13:16.112>me <00:13:16.268>and <00:13:16.423>generate <00:13:16.579>meeting <00:13:16.735>notes.

261
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<00:13:20.405>The <00:13:20.871>second <00:13:21.338>transformation <00:13:21.805>opportunity

262
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<00:13:23.045>is <00:13:23.511>reinventing <00:13:23.978>customer <00:13:24.444>engagement.

263
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<00:13:26.165>So <00:13:26.515>AI <00:13:26.865>can, <00:13:27.214>it <00:13:27.564>will,

264
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<00:13:28.325>and <00:13:28.605>it <00:13:28.885>already <00:13:29.165>really <00:13:29.445>has <00:13:29.725>started

265
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<00:13:30.545>reinventing <00:13:31.245>customer <00:13:31.944>engagement.

266
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<00:13:32.205>And <00:13:32.438>later <00:13:32.671>I'll <00:13:32.905>share <00:13:33.138>a <00:13:33.371>demo <00:13:33.605>of

267
00:13:34.105 --> 00:13:38.505
<00:13:34.105>how <00:13:34.260>AI <00:13:34.416>can <00:13:34.571>help <00:13:34.727>customer <00:13:34.882>service <00:13:35.038>agents <00:13:35.193>find <00:13:35.349>the <00:13:35.505>relevant

268
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<00:13:38.505>information <00:13:38.705>to <00:13:38.905>help <00:13:39.105>the <00:13:39.305>customer <00:13:39.505>with, <00:13:39.705>you <00:13:39.905>know,

269
00:13:41.375 --> 00:13:42.385
<00:13:41.375>very <00:13:41.829>specific <00:13:42.284>question.

270
00:13:43.045 --> 00:13:46.655
<00:13:43.045>And <00:13:43.278>the <00:13:43.511>third <00:13:43.745>transformation <00:13:43.978>bucket <00:13:44.211>is <00:13:44.444>reshaping

271
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<00:13:47.055>business <00:13:48.063>processes.

272
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<00:13:49.125>And <00:13:49.325>later <00:13:49.525>I'll <00:13:49.725>address <00:13:49.925>this <00:13:50.125>one <00:13:50.325>as <00:13:50.525>well

273
00:13:51.685 --> 00:13:53.505
<00:13:51.685>and <00:13:51.964>share <00:13:52.244>an <00:13:52.525>example <00:13:52.805>of <00:13:53.084>how

274
00:13:54.125 --> 00:13:57.105
<00:13:54.125>AI <00:13:54.300>reshaped <00:13:54.475>the <00:13:54.650>process <00:13:54.825>in <00:13:55.000>a <00:13:55.175>farm <00:13:55.350>in <00:13:55.525>Denmark.

275
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<00:13:58.345>And <00:13:58.625>the <00:13:58.905>final <00:13:59.185>transformation <00:13:59.465>bucket <00:13:59.745>is

276
00:14:00.405 --> 00:14:02.645
<00:14:00.405>how <00:14:00.605>AI <00:14:00.805>can <00:14:01.005>bend <00:14:01.204>the <00:14:01.405>curve <00:14:01.605>of <00:14:01.805>innovation.

277
00:14:03.225 --> 00:14:06.765
<00:14:03.225>So <00:14:03.380>businesses <00:14:03.536>can <00:14:03.691>use <00:14:03.847>AI <00:14:04.002>to <00:14:04.158>innovate <00:14:04.313>with <00:14:04.469>new <00:14:04.625>products

278
00:14:06.825 --> 00:14:08.685
<00:14:06.825>and <00:14:07.105>services <00:14:07.385>and <00:14:07.665>really <00:14:07.945>create <00:14:08.225>more

279
00:14:08.695 --> 00:14:10.405
<00:14:08.695>value <00:14:09.161>for <00:14:09.628>their <00:14:10.095>customers.

280
00:14:13.905 --> 00:14:17.725
<00:14:13.905>So <00:14:14.105>as <00:14:14.305>technology <00:14:14.505>really <00:14:14.704>continues <00:14:14.905>to <00:14:15.105>evolve, <00:14:15.305>evolve,

281
00:14:18.395 --> 00:14:21.485
<00:14:18.395>there's <00:14:18.675>a <00:14:18.954>great <00:14:19.235>opportunity <00:14:19.515>for <00:14:19.795>organizations

282
00:14:21.545 --> 00:14:23.845
<00:14:21.545>to <00:14:21.745>lead <00:14:21.944>the <00:14:22.145>way <00:14:22.344>in <00:14:22.545>the <00:14:22.745>AI <00:14:22.944>transformation.

283
00:14:24.385 --> 00:14:26.765
<00:14:24.385>And <00:14:24.735>it's <00:14:25.085>important <00:14:25.435>for <00:14:25.785>organizations

284
00:14:27.265 --> 00:14:30.245
<00:14:27.265>and <00:14:27.420>individuals <00:14:27.576>to <00:14:27.731>learn, <00:14:27.887>you <00:14:28.042>know, <00:14:28.198>a <00:14:28.353>lot <00:14:28.509>about <00:14:28.665>AI

285
00:14:30.265 --> 00:14:32.245
<00:14:30.265>and <00:14:30.615>fully <00:14:30.965>utilize <00:14:31.314>the <00:14:31.665>potential

286
00:14:32.245 --> 00:14:34.925
<00:14:32.245>of <00:14:32.478>AI <00:14:32.711>while <00:14:32.945>also <00:14:33.178>ensuring <00:14:33.411>the <00:14:33.645>safety

287
00:14:35.185 --> 00:14:37.205
<00:14:35.185>and <00:14:35.418>security <00:14:35.651>of <00:14:35.885>their <00:14:36.118>businesses, <00:14:36.351>their <00:14:36.584>data,

288
00:14:37.825 --> 00:14:39.125
<00:14:37.825>and <00:14:38.410>their <00:14:38.995>employees.

289
00:14:40.155 --> 00:14:43.415
<00:14:40.155>So <00:14:40.329>really <00:14:40.505>that's <00:14:40.680>where <00:14:40.855>we <00:14:41.030>at <00:14:41.204>Microsoft <00:14:41.380>can <00:14:41.555>help.

290
00:14:46.715 --> 00:14:51.015
<00:14:46.715>And <00:14:46.870>our <00:14:47.026>mission <00:14:47.181>at <00:14:47.337>Microsoft <00:14:47.492>is <00:14:47.648>to <00:14:47.803>empower <00:14:47.959>every <00:14:48.115>person

291
00:14:51.265 --> 00:14:54.285
<00:14:51.265>and <00:14:51.439>every <00:14:51.615>organization <00:14:51.790>on <00:14:51.965>the <00:14:52.140>planet <00:14:52.314>to <00:14:52.490>achieve <00:14:52.665>more.

292
00:14:55.145 --> 00:14:59.925
<00:14:55.145>And <00:14:55.272>so <00:14:55.399>nowadays, <00:14:55.526>a <00:14:55.654>lot <00:14:55.781>of <00:14:55.908>companies <00:14:56.035>cater <00:14:56.163>to <00:14:56.290>a <00:14:56.417>niche <00:14:56.545>market,

293
00:15:00.865 --> 00:15:04.445
<00:15:00.865>and <00:15:01.040>one <00:15:01.215>of <00:15:01.390>the <00:15:01.565>reasons <00:15:01.740>I <00:15:01.915>joined <00:15:02.090>Microsoft <00:15:02.265>is

294
00:15:04.445 --> 00:15:08.685
<00:15:04.445>because <00:15:04.585>they <00:15:04.725>truly <00:15:04.865>want <00:15:05.005>to <00:15:05.145>be <00:15:05.285>for <00:15:05.425>everybody <00:15:05.565>on <00:15:05.705>this <00:15:05.845>planet.

295
00:15:08.685 --> 00:15:10.725
<00:15:08.685>They're <00:15:08.964>one <00:15:09.244>of <00:15:09.525>the <00:15:09.805>only <00:15:10.084>companies

296
00:15:10.905 --> 00:15:12.805
<00:15:10.905>who <00:15:11.185>are <00:15:11.464>touching <00:15:11.745>the <00:15:12.025>whole <00:15:12.305>world.

297
00:15:13.745 --> 00:15:17.085
<00:15:13.745>And <00:15:13.920>Microsoft <00:15:14.095>has <00:15:14.270>invested <00:15:14.445>in <00:15:14.620>AI <00:15:14.795>innovation <00:15:14.970>for <00:15:15.145>years.

298
00:15:17.715 --> 00:15:20.365
<00:15:17.715>They <00:15:17.948>spent <00:15:18.181>decades <00:15:18.415>in <00:15:18.648>research <00:15:18.881>and <00:15:19.115>development,

299
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<00:15:20.905>or <00:15:21.060>they're <00:15:21.216>committed <00:15:21.371>to <00:15:21.527>not <00:15:21.682>just <00:15:21.838>ai, <00:15:21.993>but <00:15:22.149>responsible <00:15:22.305>ai.

300
00:15:24.505 --> 00:15:29.125
<00:15:24.505>And <00:15:24.645>as <00:15:24.785>a <00:15:24.925>result, <00:15:25.064>Microsoft <00:15:25.205>is <00:15:25.345>trusted <00:15:25.485>by <00:15:25.625>AI <00:15:25.765>leaders <00:15:25.905>like

301
00:15:29.705 --> 00:15:31.125
<00:15:29.705>OpenAI <00:15:30.131>and <00:15:30.557>many <00:15:30.983>others.

302
00:15:31.665 --> 00:15:33.725
<00:15:31.665>And <00:15:31.865>so <00:15:32.064>you <00:15:32.265>might <00:15:32.464>have <00:15:32.665>heard <00:15:32.865>of <00:15:33.064>OpenAI.

303
00:15:34.145 --> 00:15:36.885
<00:15:34.145>And <00:15:34.425>so <00:15:34.704>for <00:15:34.985>example, <00:15:35.265>OpenAI <00:15:35.545>builds

304
00:15:36.885 --> 00:15:38.805
<00:15:36.885>and <00:15:37.118>trains <00:15:37.351>all <00:15:37.585>of <00:15:37.818>their <00:15:38.051>AI <00:15:38.285>models

305
00:15:38.865 --> 00:15:41.645
<00:15:38.865>and <00:15:39.145>experiences <00:15:39.425>using <00:15:39.705>the <00:15:39.985>AI <00:15:40.265>infrastructure

306
00:15:41.865 --> 00:15:43.165
<00:15:41.865>of <00:15:42.450>Microsoft <00:15:43.035>Azure.

307
00:15:43.785 --> 00:15:46.845
<00:15:43.785>And <00:15:44.018>so <00:15:44.251>the <00:15:44.485>two <00:15:44.718>companies <00:15:44.951>are <00:15:45.185>collaborating

308
00:15:47.625 --> 00:15:51.325
<00:15:47.625>to <00:15:47.858>develop <00:15:48.091>AI <00:15:48.325>technologies, <00:15:48.558>advance <00:15:48.791>AI <00:15:49.025>research,

309
00:15:51.465 --> 00:15:54.885
<00:15:51.465>and <00:15:51.698>make <00:15:51.931>AI <00:15:52.165>more <00:15:52.398>accessible <00:15:52.631>to <00:15:52.865>everyone.

310
00:15:58.795 --> 00:16:01.935
<00:15:58.795>And <00:15:59.028>so <00:15:59.261>Microsoft <00:15:59.495>has <00:15:59.728>used <00:15:59.961>Azure <00:16:00.194>AI

311
00:16:02.555 --> 00:16:05.535
<00:16:02.555>to <00:16:02.710>bring <00:16:02.866>an <00:16:03.021>AI <00:16:03.177>powered <00:16:03.332>experience <00:16:03.488>to <00:16:03.643>pretty <00:16:03.799>much <00:16:03.954>all

312
00:16:05.535 --> 00:16:06.935
<00:16:05.535>of <00:16:06.165>Microsoft <00:16:06.795>products.

313
00:16:07.515 --> 00:16:09.935
<00:16:07.515>And <00:16:07.689>you've <00:16:07.865>probably <00:16:08.040>already <00:16:08.215>used <00:16:08.390>some <00:16:08.564>of <00:16:08.740>these <00:16:08.915>capabilities

314
00:16:10.315 --> 00:16:12.535
<00:16:10.315>to <00:16:10.595>help <00:16:10.875>you <00:16:11.155>be <00:16:11.435>more <00:16:11.715>efficient.

315
00:16:12.835 --> 00:16:16.415
<00:16:12.835>So <00:16:13.010>for <00:16:13.185>example, <00:16:13.360>each <00:16:13.535>month <00:16:13.710>in <00:16:13.885>Microsoft <00:16:14.060>Teams <00:16:14.235>Azure,

316
00:16:16.455 --> 00:16:19.095
<00:16:16.455>a <00:16:16.735>transcribes <00:16:17.015>over <00:16:17.295>54 <00:16:17.575>million <00:16:17.855>hours

317
00:16:19.115 --> 00:16:20.615
<00:16:19.115>of <00:16:19.385>meetings <00:16:19.655>like <00:16:19.925>in <00:16:20.195>real <00:16:20.465>time.

318
00:16:21.115 --> 00:16:23.855
<00:16:21.115>And <00:16:21.290>then <00:16:21.465>with <00:16:21.640>PowerPoint <00:16:21.815>each <00:16:21.990>day <00:16:22.165>people <00:16:22.340>create <00:16:22.515>up

319
00:16:23.855 --> 00:16:27.575
<00:16:23.855>to <00:16:24.055>4 <00:16:24.255>million <00:16:24.455>PowerPoint <00:16:24.655>slides <00:16:24.855>using <00:16:25.055>our <00:16:25.255>AI

320
00:16:27.575 --> 00:16:29.055
<00:16:27.575>powered <00:16:28.241>designer <00:16:28.906>feature.

321
00:16:29.755 --> 00:16:33.495
<00:16:29.755>And <00:16:29.930>there's <00:16:30.105>also <00:16:30.280>Microsoft <00:16:30.455>365 <00:16:30.630>copilot, <00:16:30.805>which <00:16:30.980>I <00:16:31.155>mentioned

322
00:16:33.495 --> 00:16:34.495
<00:16:33.495>and <00:16:33.945>copilot <00:16:34.395>studio,

323
00:16:35.115 --> 00:16:38.095
<00:16:35.115>but <00:16:35.290>we <00:16:35.465>could <00:16:35.640>talk <00:16:35.815>about <00:16:35.990>these <00:16:36.165>tools <00:16:36.340>another <00:16:36.515>day.

324
00:16:40.515 --> 00:16:43.495
<00:16:40.515>So <00:16:40.715>what <00:16:40.915>I <00:16:41.115>wanna <00:16:41.314>actually <00:16:41.515>highlight <00:16:41.715>today <00:16:41.915>is

325
00:16:43.805 --> 00:16:47.735
<00:16:43.805>that <00:16:43.944>at <00:16:44.084>Microsoft <00:16:44.224>we're <00:16:44.364>not <00:16:44.505>only <00:16:44.645>embedding <00:16:44.785>AI <00:16:44.925>into <00:16:45.064>our <00:16:45.204>own

326
00:16:47.735 --> 00:16:51.095
<00:16:47.735>solutions, <00:16:47.935>we're <00:16:48.135>equally <00:16:48.335>focused <00:16:48.535>on <00:16:48.735>helping <00:16:48.935>our <00:16:49.135>customers

327
00:16:51.515 --> 00:16:52.775
<00:16:51.515>create <00:16:51.798>apps <00:16:52.082>of <00:16:52.365>their <00:16:52.649>own.

328
00:16:53.435 --> 00:16:57.985
<00:16:53.435>So <00:16:53.668>the <00:16:53.901>building <00:16:54.135>blocks, <00:16:54.368>right <00:16:54.601>of <00:16:54.834>all

329
00:16:58.165 --> 00:17:00.785
<00:16:58.165>of <00:16:58.444>the <00:16:58.724>AI <00:16:59.005>experiences <00:16:59.285>within <00:16:59.564>Microsoft's

330
00:17:00.785 --> 00:17:01.865
<00:17:00.785>products <00:17:01.108>are <00:17:01.433>Azure <00:17:01.757>ai.

331
00:17:02.045 --> 00:17:06.245
<00:17:02.045>And <00:17:02.219>with <00:17:02.395>Azure <00:17:02.569>AI <00:17:02.745>Studio <00:17:02.920>you <00:17:03.094>can <00:17:03.270>learn, <00:17:03.444>learn,

332
00:17:06.245 --> 00:17:09.725
<00:17:06.244>or <00:17:06.419>you <00:17:06.594>know, <00:17:06.770>also <00:17:06.944>just <00:17:07.119>leverage <00:17:07.294>Azure <00:17:07.469>AI <00:17:07.645>services

333
00:17:09.905 --> 00:17:11.125
<00:17:09.905>to <00:17:10.179>create <00:17:10.454>your <00:17:10.728>own <00:17:11.002>apps.

334
00:17:11.625 --> 00:17:15.325
<00:17:11.625>So <00:17:11.765>I <00:17:11.905>wanna <00:17:12.045>actually <00:17:12.185>kick <00:17:12.325>things <00:17:12.464>off <00:17:12.605>with <00:17:12.744>a <00:17:12.885>quick <00:17:13.025>video

335
00:17:16.375 --> 00:17:18.885
<00:17:16.375>about <00:17:16.724>our <00:17:17.075>Azure <00:17:17.425>AI <00:17:17.775>portfolio.

336
00:17:22.935 --> 00:17:25.565
<00:17:22.935>We're <00:17:23.168>witnessing <00:17:23.401>the <00:17:23.635>shift <00:17:23.868>of <00:17:24.101>generative <00:17:24.335>AI

337
00:17:26.515 --> 00:17:28.925
<00:17:26.515>from <00:17:26.670>a <00:17:26.826>niche <00:17:26.981>technology <00:17:27.137>in <00:17:27.292>the <00:17:27.448>hands <00:17:27.603>of <00:17:27.759>a <00:17:27.915>few

338
00:17:29.225 --> 00:17:30.805
<00:17:29.225>to <00:17:29.691>an <00:17:30.158>accessible <00:17:30.625>technology.

339
00:17:31.205 --> 00:17:33.285
<00:17:31.205>Businesses <00:17:31.438>are <00:17:31.671>harnessing <00:17:31.905>to <00:17:32.138>benefit <00:17:32.371>the <00:17:32.605>many.

340
00:17:34.145 --> 00:17:36.205
<00:17:34.145>Now <00:17:34.378>you <00:17:34.611>can <00:17:34.845>tap <00:17:35.078>into <00:17:35.311>this <00:17:35.545>opportunity

341
00:17:36.585 --> 00:17:40.845
<00:17:36.585>to <00:17:36.712>gain <00:17:36.839>an <00:17:36.966>AI <00:17:37.094>advantage, <00:17:37.221>get <00:17:37.348>to <00:17:37.475>market <00:17:37.603>fast, <00:17:37.730>do <00:17:37.857>it <00:17:37.985>right,

342
00:17:41.265 --> 00:17:44.125
<00:17:41.265>and <00:17:41.498>do <00:17:41.731>so <00:17:41.965>responsibly, <00:17:42.198>safely, <00:17:42.431>and <00:17:42.665>securely.

343
00:17:45.435 --> 00:17:48.605
<00:17:45.435>Co-pilots <00:17:45.590>are <00:17:45.746>becoming <00:17:45.901>an <00:17:46.057>AI <00:17:46.212>category <00:17:46.368>in <00:17:46.523>and <00:17:46.679>of <00:17:46.835>themselves.

344
00:17:49.105 --> 00:17:52.005
<00:17:49.105>And <00:17:49.338>today <00:17:49.571>you <00:17:49.805>can <00:17:50.038>build <00:17:50.271>custom <00:17:50.505>co-pilots

345
00:17:52.025 --> 00:17:54.325
<00:17:52.025>to <00:17:52.225>serve <00:17:52.425>the <00:17:52.625>exact <00:17:52.825>needs <00:17:53.025>of <00:17:53.225>your <00:17:53.425>customers

346
00:17:54.325 --> 00:17:58.565
<00:17:54.325>and <00:17:54.525>employees, <00:17:54.725>bringing <00:17:54.925>content <00:17:55.125>generation <00:17:55.325>to <00:17:55.525>all <00:17:55.725>kinds

347
00:17:58.565 --> 00:18:00.925
<00:17:58.565>of <00:17:58.915>apps, <00:17:59.265>to <00:17:59.615>supercharge <00:17:59.965>creativity,

348
00:18:01.795 --> 00:18:05.885
<00:18:01.795>designing <00:18:02.028>contextual <00:18:02.261>experiences <00:18:02.495>that <00:18:02.728>impress <00:18:02.961>and <00:18:03.195>captivate

349
00:18:07.385 --> 00:18:10.485
<00:18:07.385>and <00:18:07.540>freeing <00:18:07.696>people <00:18:07.851>to <00:18:08.007>focus <00:18:08.162>on <00:18:08.318>their <00:18:08.473>highest <00:18:08.629>value <00:18:08.785>work.

350
00:18:12.555 --> 00:18:16.925
<00:18:12.555>This <00:18:12.695>is <00:18:12.835>Azure <00:18:12.975>AI <00:18:13.115>Studio, <00:18:13.255>the <00:18:13.395>place <00:18:13.535>to <00:18:13.675>build <00:18:13.815>your <00:18:13.955>co-pilots

351
00:18:18.015 --> 00:18:20.965
<00:18:18.015>where <00:18:18.190>you <00:18:18.365>can <00:18:18.540>confidently <00:18:18.715>apply <00:18:18.890>the <00:18:19.065>latest <00:18:19.240>state-of-the <00:18:19.415>art

352
00:18:20.985 --> 00:18:22.005
<00:18:20.985>and <00:18:21.291>open <00:18:21.597>source <00:18:21.903>models,

353
00:18:24.105 --> 00:18:26.125
<00:18:24.105>easily <00:18:24.385>ground <00:18:24.665>responses <00:18:24.945>in <00:18:25.225>your <00:18:25.505>data,

354
00:18:26.275 --> 00:18:28.405
<00:18:26.275>knowing <00:18:26.741>privacy <00:18:27.208>is <00:18:27.675>protected,

355
00:18:29.555 --> 00:18:32.845
<00:18:29.555>deliver <00:18:29.835>multimodal <00:18:30.115>interactions <00:18:30.395>beyond <00:18:30.675>text <00:18:30.955>alone

356
00:18:33.035 --> 00:18:34.325
<00:18:33.035>that <00:18:33.422>feel <00:18:33.809>more <00:18:34.196>natural

357
00:18:35.705 --> 00:18:37.565
<00:18:35.705>and <00:18:35.938>build <00:18:36.171>on <00:18:36.405>a <00:18:36.638>foundation <00:18:36.871>of <00:18:37.105>trust

358
00:18:37.795 --> 00:18:39.925
<00:18:37.795>through <00:18:38.075>every <00:18:38.355>step <00:18:38.635>of <00:18:38.915>app <00:18:39.195>development.

359
00:18:40.945 --> 00:18:43.925
<00:18:40.945>The <00:18:41.225>possibilities <00:18:41.504>with <00:18:41.784>AI <00:18:42.064>are <00:18:42.345>limitless.

360
00:18:44.535 --> 00:18:47.525
<00:18:44.535>Build <00:18:44.768>your <00:18:45.001>own <00:18:45.235>copilots <00:18:45.468>with <00:18:45.701>Azure <00:18:45.935>ai.

361
00:18:49.495 --> 00:18:52.525
<00:18:49.495>Let's <00:18:49.774>do <00:18:50.054>generative <00:18:50.334>AI <00:18:50.614>right <00:18:50.895>together.

362
00:19:00.255 --> 00:19:05.005
<00:19:00.255>Great. <00:19:00.395>So <00:19:00.535>before <00:19:00.675>we <00:19:00.815>actually <00:19:00.955>get <00:19:01.095>too <00:19:01.235>far, <00:19:01.375>you <00:19:01.515>know, <00:19:01.655>one

363
00:19:05.005 --> 00:19:08.525
<00:19:05.005>of <00:19:05.180>the <00:19:05.355>main <00:19:05.530>questions <00:19:05.705>about <00:19:05.880>AI <00:19:06.055>is <00:19:06.230>data <00:19:06.405>privacy.

364
00:19:09.025 --> 00:19:13.525
<00:19:09.025>And <00:19:09.165>so <00:19:09.305>this <00:19:09.445>is <00:19:09.585>by <00:19:09.725>far <00:19:09.865>the <00:19:10.005>most <00:19:10.145>heavily <00:19:10.285>discussed <00:19:10.425>topic

365
00:19:14.025 --> 00:19:15.245
<00:19:14.025>and <00:19:14.574>rightly <00:19:15.122>so.

366
00:19:15.465 --> 00:19:16.725
<00:19:15.465>So <00:19:16.599>here's

367
00:19:16.725 --> 00:19:19.245
<00:19:16.725>what <00:19:16.865>you <00:19:17.004>can <00:19:17.145>count <00:19:17.284>on <00:19:17.425>at <00:19:17.564>least <00:19:17.705>when <00:19:17.844>customers <00:19:17.985>are <00:19:18.125>using

368
00:19:19.695 --> 00:19:22.805
<00:19:19.695>Azure <00:19:19.850>AI <00:19:20.006>or <00:19:20.161>when <00:19:20.317>you <00:19:20.472>partner <00:19:20.628>with <00:19:20.783>us <00:19:20.939>on <00:19:21.095>anything.

369
00:19:23.385 --> 00:19:26.525
<00:19:23.385>So <00:19:23.560>with <00:19:23.735>Azure <00:19:23.910>ai, <00:19:24.085>your <00:19:24.260>data <00:19:24.435>is <00:19:24.610>your <00:19:24.785>data.

370
00:19:27.665 --> 00:19:30.755
<00:19:27.665>Your <00:19:27.840>data <00:19:28.014>from <00:19:28.190>any <00:19:28.365>fine <00:19:28.540>tuning <00:19:28.715>is <00:19:28.889>not <00:19:29.065>used

371
00:19:30.755 --> 00:19:32.715
<00:19:30.755>to <00:19:31.035>train <00:19:31.315>the <00:19:31.595>AI <00:19:31.875>foundation <00:19:32.155>models.

372
00:19:33.375 --> 00:19:35.315
<00:19:33.375>And <00:19:33.725>your <00:19:34.075>data <00:19:34.425>is <00:19:34.775>protected

373
00:19:35.615 --> 00:19:39.075
<00:19:35.615>by <00:19:35.848>the <00:19:36.081>most <00:19:36.315>comprehensive <00:19:36.548>enterprise <00:19:36.781>and <00:19:37.015>compliance

374
00:19:39.495 --> 00:19:42.395
<00:19:39.495>and <00:19:39.728>security <00:19:39.961>controls, <00:19:40.195>um, <00:19:40.428>that <00:19:40.661>exist <00:19:40.895>today.

375
00:19:44.735 --> 00:19:46.275
<00:19:44.735>So <00:19:44.933>let's <00:19:45.130>get <00:19:45.329>that <00:19:45.527>out <00:19:45.725>of <00:19:45.923>the <00:19:46.121>way.

376
00:19:46.975 --> 00:19:50.835
<00:19:46.975>And <00:19:47.149>the <00:19:47.324>video <00:19:47.500>I <00:19:47.675>just <00:19:47.850>played, <00:19:48.024>just, <00:19:48.199>you <00:19:48.375>know,

377
00:19:50.835 --> 00:19:52.955
<00:19:50.835>scratches <00:19:51.068>on <00:19:51.301>the <00:19:51.535>surface <00:19:51.768>of <00:19:52.001>Azure <00:19:52.235>ai.

378
00:19:53.135 --> 00:19:55.675
<00:19:53.135>So <00:19:53.415>what <00:19:53.695>exactly <00:19:53.975>is <00:19:54.254>Azure <00:19:54.535>ai?

379
00:19:56.095 --> 00:20:00.035
<00:19:56.095>And <00:19:56.270>I'll <00:19:56.445>highlight <00:19:56.620>some <00:19:56.795>of <00:19:56.970>my <00:19:57.145>favorite <00:19:57.320>Azure <00:19:57.495>services

380
00:20:00.305 --> 00:20:02.555
<00:20:00.305>that <00:20:00.585>are <00:20:00.865>orange <00:20:01.145>on <00:20:01.425>this <00:20:01.705>slide.

381
00:20:03.455 --> 00:20:08.395
<00:20:03.455>And <00:20:03.655>so <00:20:03.855>OpenAI <00:20:04.054>service, <00:20:04.254>for <00:20:04.455>example, <00:20:04.655>enables <00:20:04.855>developers

382
00:20:08.455 --> 00:20:10.675
<00:20:08.455>and <00:20:08.921>organizations <00:20:09.388>to <00:20:09.855>access

383
00:20:10.695 --> 00:20:13.395
<00:20:10.695>and <00:20:10.850>use <00:20:11.006>the <00:20:11.161>most <00:20:11.317>advanced <00:20:11.472>AI <00:20:11.628>models <00:20:11.783>in <00:20:11.939>the <00:20:12.095>world.

384
00:20:13.455 --> 00:20:17.955
<00:20:13.455>So <00:20:13.655>that <00:20:13.855>includes <00:20:14.054>chat, <00:20:14.254>GPT <00:20:14.455>GPT-4, <00:20:14.655>and <00:20:14.855>others.

385
00:20:19.195 --> 00:20:22.495
<00:20:19.195>All <00:20:19.395>of <00:20:19.595>you <00:20:19.794>know <00:20:19.995>the <00:20:20.195>Microsoft <00:20:20.395>copilot <00:20:20.595>offerings

386
00:20:23.155 --> 00:20:26.375
<00:20:23.155>we <00:20:23.330>showed <00:20:23.504>earlier <00:20:23.680>in <00:20:23.855>the <00:20:24.030>other, <00:20:24.205>um, <00:20:24.379>you <00:20:24.555>know,

387
00:20:26.735 --> 00:20:29.695
<00:20:26.735>Microsoft <00:20:26.909>AI <00:20:27.084>solutions <00:20:27.260>that <00:20:27.435>are <00:20:27.610>in <00:20:27.784>our <00:20:27.959>tools <00:20:28.135>today.

388
00:20:30.205 --> 00:20:32.095
<00:20:30.205>They <00:20:30.485>use <00:20:30.764>Azure <00:20:31.044>Open <00:20:31.324>AI <00:20:31.605>service.

389
00:20:32.635 --> 00:20:35.095
<00:20:32.635>And <00:20:32.835>so <00:20:33.035>you <00:20:33.235>can <00:20:33.435>apply <00:20:33.635>these <00:20:33.835>language <00:20:34.035>models

390
00:20:35.195 --> 00:20:37.175
<00:20:35.195>to <00:20:35.475>a <00:20:35.754>variety <00:20:36.034>of <00:20:36.314>use <00:20:36.595>cases.

391
00:20:37.675 --> 00:20:40.095
<00:20:37.675>For <00:20:37.830>example, <00:20:37.986>chat <00:20:38.141>with <00:20:38.297>your <00:20:38.452>data <00:20:38.608>as <00:20:38.763>a <00:20:38.919>use <00:20:39.075>case

392
00:20:40.095 --> 00:20:41.255
<00:20:40.095>that <00:20:40.443>we'll <00:20:40.791>discuss <00:20:41.139>later.

393
00:20:42.075 --> 00:20:45.495
<00:20:42.075>Um, <00:20:42.250>Azure <00:20:42.425>opening <00:20:42.600>AI <00:20:42.775>service <00:20:42.950>also <00:20:43.125>includes <00:20:43.300>da, <00:20:43.475>which

394
00:20:46.055 --> 00:20:49.005
<00:20:46.055>generates <00:20:46.255>images <00:20:46.455>from <00:20:46.655>a <00:20:46.855>text <00:20:47.055>prompt <00:20:47.255>or <00:20:47.455>description,

395
00:20:49.705 --> 00:20:51.565
<00:20:49.705>and <00:20:49.905>some <00:20:50.105>of <00:20:50.304>you <00:20:50.504>might <00:20:50.705>have <00:20:50.905>seen <00:20:51.105>SOA

396
00:20:51.565 --> 00:20:54.045
<00:20:51.565>and <00:20:51.740>soon <00:20:51.915>it'll <00:20:52.090>include, <00:20:52.265>so <00:20:52.440>include <00:20:52.615>SOA <00:20:52.790>as <00:20:52.965>well,

397
00:20:54.065 --> 00:20:56.765
<00:20:54.065>and <00:20:54.265>you <00:20:54.465>can <00:20:54.665>generate <00:20:54.865>videos <00:20:55.065>from <00:20:55.265>a <00:20:55.465>description.

398
00:20:57.875 --> 00:21:02.125
<00:20:57.875>Then <00:20:58.050>AI <00:20:58.225>search <00:20:58.400>that <00:20:58.575>really <00:20:58.750>brings <00:20:58.925>in <00:20:59.100>AI <00:20:59.275>powered

399
00:21:02.775 --> 00:21:05.085
<00:21:02.775>cloud <00:21:03.125>search <00:21:03.475>experience <00:21:03.825>to <00:21:04.175>mobile

400
00:21:05.305 --> 00:21:09.765
<00:21:05.305>and <00:21:05.505>web <00:21:05.705>app <00:21:05.905>development <00:21:06.105>AI <00:21:06.305>speech <00:21:06.505>that <00:21:06.705>includes,

401
00:21:10.385 --> 00:21:12.605
<00:21:10.385>uh, <00:21:10.560>you <00:21:10.735>know, <00:21:10.910>taking <00:21:11.085>things <00:21:11.260>from <00:21:11.435>speech <00:21:11.610>to <00:21:11.785>text

402
00:21:12.705 --> 00:21:16.565
<00:21:12.705>and <00:21:12.905>text <00:21:13.105>to <00:21:13.304>speech <00:21:13.504>and <00:21:13.705>translation <00:21:13.905>from <00:21:14.105>hundreds

403
00:21:17.265 --> 00:21:19.925
<00:21:17.265>of <00:21:17.465>different <00:21:17.665>languages, <00:21:17.865>as <00:21:18.065>well <00:21:18.265>as <00:21:18.465>speaker <00:21:18.665>recognition.

404
00:21:21.395 --> 00:21:23.855
<00:21:21.395>Uh, <00:21:21.675>vision. <00:21:21.955>Vision <00:21:22.235>enables <00:21:22.514>you <00:21:22.795>to

405
00:21:24.715 --> 00:21:28.615
<00:21:24.715>really <00:21:24.995>distill <00:21:25.274>actionable <00:21:25.554>information <00:21:25.834>from <00:21:26.115>images.

406
00:21:28.915 --> 00:21:30.695
<00:21:28.915>So <00:21:29.090>I'll <00:21:29.264>explain <00:21:29.440>that <00:21:29.615>one <00:21:29.790>a <00:21:29.965>little <00:21:30.139>bit <00:21:30.315>more.

407
00:21:30.835 --> 00:21:35.775
<00:21:30.835>And <00:21:30.962>for <00:21:31.089>example, <00:21:31.216>I <00:21:31.344>worked <00:21:31.471>on <00:21:31.598>a <00:21:31.725>use <00:21:31.853>case <00:21:31.980>leveraging <00:21:32.107>vision <00:21:32.235>in

408
00:21:35.855 --> 00:21:37.815
<00:21:35.855>a <00:21:36.205>popular <00:21:36.555>car <00:21:36.905>brand <00:21:37.255>factory

409
00:21:38.555 --> 00:21:43.015
<00:21:38.555>and <00:21:38.710>vision <00:21:38.866>enabled <00:21:39.021>them <00:21:39.177>to <00:21:39.332>leverage <00:21:39.488>AI <00:21:39.643>to <00:21:39.799>inspect <00:21:39.955>parts

410
00:21:43.435 --> 00:21:45.175
<00:21:43.435>as <00:21:43.715>they're <00:21:43.995>in <00:21:44.274>the <00:21:44.554>production <00:21:44.835>line

411
00:21:45.635 --> 00:21:48.615
<00:21:45.635>and <00:21:45.915>identify <00:21:46.195>defective <00:21:46.475>parts <00:21:46.754>much <00:21:47.035>earlier

412
00:21:49.435 --> 00:21:50.615
<00:21:49.435>in <00:21:49.789>their <00:21:50.143>production <00:21:50.497>process

413
00:21:50.995 --> 00:21:52.975
<00:21:50.995>and <00:21:51.274>also <00:21:51.554>without <00:21:51.834>any <00:21:52.114>human <00:21:52.395>intervention.

414
00:21:54.805 --> 00:21:58.865
<00:21:54.805>Then <00:21:55.005>Document <00:21:55.205>Intelligence <00:21:55.405>is <00:21:55.605>an <00:21:55.805>AI <00:21:56.005>powered <00:21:56.205>document

415
00:21:59.195 --> 00:22:01.825
<00:21:59.195>extraction <00:21:59.475>service <00:21:59.754>that <00:22:00.034>understands <00:22:00.314>your <00:22:00.595>forms.

416
00:22:02.165 --> 00:22:05.465
<00:22:02.165>It <00:22:02.365>automates <00:22:02.565>data <00:22:02.764>processing <00:22:02.965>and <00:22:03.165>so <00:22:03.365>much <00:22:03.565>more.

417
00:22:08.835 --> 00:22:10.735
<00:22:08.835>Um, <00:22:09.301>and <00:22:09.768>then <00:22:10.235>language.

418
00:22:10.915 --> 00:22:14.175
<00:22:10.915>So <00:22:11.195>language <00:22:11.475>really <00:22:11.754>helps <00:22:12.034>to <00:22:12.315>easily

419
00:22:15.255 --> 00:22:18.375
<00:22:15.255>evaluate <00:22:15.535>sentiment, <00:22:15.815>extract <00:22:16.095>information, <00:22:16.375>classify <00:22:16.655>text,

420
00:22:18.745 --> 00:22:20.735
<00:22:18.745>understand <00:22:19.445>conversational <00:22:20.145>language,

421
00:22:21.315 --> 00:22:22.815
<00:22:21.315>answer <00:22:21.765>questions <00:22:22.215>and <00:22:22.665>more.

422
00:22:23.195 --> 00:22:26.055
<00:22:23.195>And <00:22:23.370>then <00:22:23.544>when <00:22:23.720>I <00:22:23.895>say <00:22:24.070>sentiment, <00:22:24.245>you <00:22:24.419>know, <00:22:24.595>analysis.

423
00:22:26.195 --> 00:22:30.215
<00:22:26.195>So <00:22:26.335>for <00:22:26.475>example, <00:22:26.615>our <00:22:26.754>call <00:22:26.895>center <00:22:27.034>solution <00:22:27.175>listens <00:22:27.314>to <00:22:27.455>the <00:22:27.595>call

424
00:22:30.395 --> 00:22:32.475
<00:22:30.395>and <00:22:30.861>tells, <00:22:31.328>you <00:22:31.795>know,

425
00:22:32.575 --> 00:22:34.995
<00:22:32.575>can <00:22:32.750>tell <00:22:32.925>you <00:22:33.100>the <00:22:33.275>customer <00:22:33.450>sentiment <00:22:33.625>at <00:22:33.800>the <00:22:33.975>beginning

426
00:22:35.055 --> 00:22:36.075
<00:22:35.055>and <00:22:35.284>end <00:22:35.514>of <00:22:35.743>the <00:22:35.973>call.

427
00:22:36.695 --> 00:22:38.675
<00:22:36.695>So <00:22:36.870>maybe <00:22:37.044>when <00:22:37.220>they <00:22:37.395>called <00:22:37.570>in, <00:22:37.745>they <00:22:37.919>were <00:22:38.095>angry

428
00:22:38.815 --> 00:22:40.755
<00:22:38.815>and <00:22:38.970>by <00:22:39.126>the <00:22:39.281>end <00:22:39.437>of <00:22:39.592>the <00:22:39.748>call <00:22:39.903>they <00:22:40.059>were <00:22:40.215>appreciative

429
00:22:41.335 --> 00:22:44.515
<00:22:41.335>and <00:22:41.490>it <00:22:41.646>can <00:22:41.801>collect <00:22:41.957>this <00:22:42.112>kind <00:22:42.268>of <00:22:42.423>data <00:22:42.579>on <00:22:42.735>thousands

430
00:22:44.515 --> 00:22:45.515
<00:22:44.515>of <00:22:44.815>calls <00:22:45.115>per <00:22:45.415>day.

431
00:22:45.815 --> 00:22:49.355
<00:22:45.815>And <00:22:45.970>that's <00:22:46.126>an <00:22:46.281>example <00:22:46.437>of <00:22:46.592>how <00:22:46.748>AI <00:22:46.903>can <00:22:47.059>understand <00:22:47.215>emotions

432
00:22:49.535 --> 00:22:52.635
<00:22:49.535>and <00:22:49.710>how <00:22:49.885>your <00:22:50.060>customers <00:22:50.235>are <00:22:50.410>feeling <00:22:50.585>about <00:22:50.760>your <00:22:50.935>business.

433
00:22:53.775 --> 00:22:54.955
<00:22:53.775>And <00:22:54.306>then <00:22:54.837>translate.

434
00:22:55.135 --> 00:22:57.955
<00:22:55.135>So <00:22:55.415>that <00:22:55.695>easily <00:22:55.975>conducts <00:22:56.254>machine <00:22:56.535>translation

435
00:22:57.975 --> 00:22:59.235
<00:22:57.975>to <00:22:58.542>translate <00:22:59.109>text

436
00:22:59.335 --> 00:23:03.395
<00:22:59.335>and <00:22:59.535>documents <00:22:59.735>with <00:22:59.935>a <00:23:00.135>simple <00:23:00.335>rest <00:23:00.535>API <00:23:00.735>call.

437
00:23:04.335 --> 00:23:07.955
<00:23:04.335>And <00:23:04.568>overall, <00:23:04.801>to <00:23:05.035>keep <00:23:05.268>it <00:23:05.501>simple, <00:23:05.735>all

438
00:23:07.955 --> 00:23:11.515
<00:23:07.955>of <00:23:08.095>the <00:23:08.235>service <00:23:08.375>on <00:23:08.514>this <00:23:08.655>services <00:23:08.794>on <00:23:08.935>this <00:23:09.074>slide <00:23:09.215>are <00:23:09.355>part

439
00:23:11.515 --> 00:23:15.475
<00:23:11.515>of <00:23:11.631>Azure <00:23:11.748>ai <00:23:11.865>and <00:23:11.981>they're <00:23:12.098>all <00:23:12.215>in <00:23:12.331>a <00:23:12.448>platform <00:23:12.565>we <00:23:12.681>call <00:23:12.798>Azure <00:23:12.915>AI

440
00:23:15.495 --> 00:23:17.875
<00:23:15.495>Studio, <00:23:15.844>which <00:23:16.195>is <00:23:16.544>our <00:23:16.895>platform

441
00:23:17.965 --> 00:23:22.555
<00:23:17.965>where <00:23:18.120>we <00:23:18.276>bring <00:23:18.431>together <00:23:18.587>over <00:23:18.742>17 <00:23:18.898>products <00:23:19.053>under <00:23:19.209>one <00:23:19.365>roof.

442
00:23:23.255 --> 00:23:26.275
<00:23:23.255>And <00:23:23.455>so <00:23:23.655>Azure <00:23:23.855>AI <00:23:24.055>Studio <00:23:24.255>is <00:23:24.455>the <00:23:24.655>place

443
00:23:26.445 --> 00:23:28.475
<00:23:26.445>where <00:23:26.911>developers <00:23:27.378>can <00:23:27.845>build

444
00:23:28.615 --> 00:23:31.395
<00:23:28.615>and <00:23:28.848>deploy <00:23:29.081>all <00:23:29.315>of <00:23:29.548>their <00:23:29.781>AI <00:23:30.015>solutions

445
00:23:31.495 --> 00:23:33.755
<00:23:31.495>and <00:23:31.728>get <00:23:31.961>AI <00:23:32.195>to <00:23:32.428>market <00:23:32.661>much <00:23:32.895>faster.

446
00:23:34.335 --> 00:23:37.515
<00:23:34.335>So <00:23:34.490>you <00:23:34.646>can <00:23:34.801>check <00:23:34.957>out <00:23:35.112>the <00:23:35.268>AI <00:23:35.423>Studio <00:23:35.579>platform <00:23:35.735>today

447
00:23:37.655 --> 00:23:40.515
<00:23:37.655>and <00:23:37.935>literally <00:23:38.215>start <00:23:38.495>experimenting <00:23:38.774>with <00:23:39.055>all

448
00:23:40.515 --> 00:23:42.955
<00:23:40.515>of <00:23:40.748>the <00:23:40.981>AI <00:23:41.215>services <00:23:41.448>on <00:23:41.681>this <00:23:41.915>slide.

449
00:23:46.255 --> 00:23:49.915
<00:23:46.255>So <00:23:46.382>now <00:23:46.509>that <00:23:46.636>I've <00:23:46.764>gone <00:23:46.891>through <00:23:47.018>some <00:23:47.145>of <00:23:47.273>the <00:23:47.400>Azure <00:23:47.527>AI <00:23:47.655>services,

450
00:23:50.325 --> 00:23:53.155
<00:23:50.325>let's <00:23:50.525>take <00:23:50.725>a <00:23:50.925>look <00:23:51.125>at <00:23:51.325>some <00:23:51.525>examples <00:23:51.725>of

451
00:23:53.155 --> 00:23:55.355
<00:23:53.155>what <00:23:53.435>customers <00:23:53.715>are <00:23:53.995>actually <00:23:54.274>building <00:23:54.555>today

452
00:23:55.965 --> 00:23:58.955
<00:23:55.965>using <00:23:56.165>those <00:23:56.365>services <00:23:56.564>and <00:23:56.764>tools <00:23:56.965>I <00:23:57.165>just <00:23:57.365>shared.

453
00:23:59.455 --> 00:24:02.595
<00:23:59.455>And <00:23:59.629>it's <00:23:59.804>always <00:23:59.980>great <00:24:00.155>to <00:24:00.330>hear <00:24:00.504>from <00:24:00.679>customers <00:24:00.855>themselves.

454
00:24:02.975 --> 00:24:05.515
<00:24:02.975>So <00:24:03.324>CarMax <00:24:03.675>is <00:24:04.024>one <00:24:04.375>example

455
00:24:05.855 --> 00:24:08.155
<00:24:05.855>of <00:24:06.088>a <00:24:06.321>customer <00:24:06.555>leveraging <00:24:06.788>Azure <00:24:07.021>AI <00:24:07.255>today.

456
00:24:08.735 --> 00:24:10.755
<00:24:08.735>So <00:24:09.014>let's <00:24:09.294>actually <00:24:09.574>hear <00:24:09.854>from <00:24:10.135>CarMax

457
00:24:11.265 --> 00:24:13.475
<00:24:11.265>from <00:24:11.498>in <00:24:11.731>their <00:24:11.965>perspective <00:24:12.198>on <00:24:12.431>the <00:24:12.665>impact

458
00:24:14.085 --> 00:24:15.995
<00:24:14.085>Azure <00:24:14.365>AI <00:24:14.645>has <00:24:14.925>made <00:24:15.205>for <00:24:15.485>them.

459
00:24:20.995 --> 00:24:21.215
CAR

460
00:24:39.295 --> 00:24:40.115
<00:24:39.295>can <00:24:39.541>get <00:24:39.787>over <00:24:40.033>wild.

461
00:24:40.815 --> 00:24:42.315
<00:24:40.815>The <00:24:41.085>challenge <00:24:41.355>that <00:24:41.625>we <00:24:41.895>had <00:24:42.165>was

462
00:24:42.315 --> 00:24:44.355
<00:24:42.315>that <00:24:42.515>we <00:24:42.715>only <00:24:42.915>could <00:24:43.115>create <00:24:43.315>so <00:24:43.515>much <00:24:43.715>content.

463
00:24:44.545 --> 00:24:47.155
<00:24:44.545>There's <00:24:44.778>manual <00:24:45.011>effort, <00:24:45.245>there's <00:24:45.478>research, <00:24:45.711>the <00:24:45.945>writing,

464
00:24:47.155 --> 00:24:48.315
<00:24:47.155>there's <00:24:47.677>the <00:24:48.199>proofreading.

465
00:24:48.535 --> 00:24:51.115
<00:24:48.535>Our <00:24:48.690>writers <00:24:48.846>can <00:24:49.001>only <00:24:49.157>produce <00:24:49.312>so <00:24:49.468>much <00:24:49.623>content <00:24:49.779>a <00:24:49.935>month,

466
00:24:51.235 --> 00:24:52.435
<00:24:51.235>would've <00:24:51.594>taken <00:24:51.955>them <00:24:52.315>years

467
00:24:52.535 --> 00:24:54.995
<00:24:52.535>to <00:24:52.768>produce <00:24:53.001>enough <00:24:53.235>pages <00:24:53.468>to <00:24:53.701>be <00:24:53.935>relevant.

468
00:24:55.525 --> 00:24:59.195
<00:24:55.525>Azure <00:24:55.700>Open <00:24:55.875>AI <00:24:56.050>service <00:24:56.225>allows <00:24:56.400>us <00:24:56.575>to <00:24:56.750>summarize <00:24:56.925>all

469
00:24:59.195 --> 00:25:03.315
<00:24:59.195>of <00:24:59.311>the <00:24:59.428>custom <00:24:59.544>reviews <00:24:59.661>and <00:24:59.778>put <00:24:59.895>it <00:25:00.011>in <00:25:00.128>a, <00:25:00.245>a <00:25:00.361>simple <00:25:00.478>to <00:25:00.595>read

470
00:25:03.375 --> 00:25:04.715
<00:25:03.375>and <00:25:03.978>understandable <00:25:04.581>sentence.

471
00:25:05.165 --> 00:25:06.715
<00:25:05.165>We're <00:25:05.513>able <00:25:05.862>to <00:25:06.211>take <00:25:06.560>content

472
00:25:07.135 --> 00:25:10.515
<00:25:07.135>and <00:25:07.310>feedback <00:25:07.485>from <00:25:07.660>a <00:25:07.835>lot <00:25:08.010>of <00:25:08.185>other <00:25:08.360>customers <00:25:08.535>curated

473
00:25:10.855 --> 00:25:14.475
<00:25:10.855>and <00:25:11.010>create <00:25:11.166>this <00:25:11.321>very <00:25:11.477>tailored <00:25:11.632>content <00:25:11.788>for <00:25:11.943>a <00:25:12.099>specific <00:25:12.255>card

474
00:25:14.585 --> 00:25:16.315
<00:25:14.585>through <00:25:14.935>the <00:25:15.285>fine <00:25:15.635>tuning <00:25:15.985>process.

475
00:25:16.525 --> 00:25:19.035
<00:25:16.525>We're <00:25:16.758>at <00:25:16.991>80% <00:25:17.225>of <00:25:17.458>the <00:25:17.691>content <00:25:17.925>goes

476
00:25:19.035 --> 00:25:21.555
<00:25:19.035>through <00:25:19.235>without <00:25:19.435>a <00:25:19.635>human <00:25:19.835>needing <00:25:20.035>to <00:25:20.235>be <00:25:20.435>involved.

477
00:25:21.845 --> 00:25:25.795
<00:25:21.845>We're <00:25:22.000>estimating <00:25:22.156>an <00:25:22.311>individual <00:25:22.467>would <00:25:22.622>take <00:25:22.778>11 <00:25:22.933>years <00:25:23.089>to <00:25:23.245>do

478
00:25:25.795 --> 00:25:28.635
<00:25:25.795>what <00:25:26.028>OpenAI <00:25:26.261>service <00:25:26.495>has <00:25:26.728>done <00:25:26.961>in <00:25:27.195>days.

479
00:25:29.455 --> 00:25:32.635
<00:25:29.455>We <00:25:29.655>have <00:25:29.855>seen <00:25:30.054>a <00:25:30.254>significant <00:25:30.455>increase <00:25:30.655>in <00:25:30.855>our

480
00:25:32.815 --> 00:25:34.155
<00:25:32.815>search <00:25:33.418>engine <00:25:34.021>optimization.

481
00:25:34.975 --> 00:25:37.555
<00:25:34.975>Now <00:25:35.254>the <00:25:35.534>editorial <00:25:35.814>team, <00:25:36.094>they're <00:25:36.375>able

482
00:25:37.555 --> 00:25:41.235
<00:25:37.555>to <00:25:37.730>focus <00:25:37.905>their <00:25:38.080>time <00:25:38.255>on <00:25:38.430>the <00:25:38.605>areas <00:25:38.780>most <00:25:38.955>beneficial

483
00:25:41.455 --> 00:25:43.275
<00:25:41.455>to <00:25:41.688>the <00:25:41.921>company <00:25:42.155>and <00:25:42.388>to <00:25:42.621>our <00:25:42.855>customers.

484
00:25:43.585 --> 00:25:46.275
<00:25:43.585>There's <00:25:43.785>so <00:25:43.985>much <00:25:44.185>possibility <00:25:44.385>with <00:25:44.585>open <00:25:44.785>AI <00:25:44.985>service.

485
00:25:46.815 --> 00:25:50.875
<00:25:46.815>We <00:25:46.942>are <00:25:47.069>innovating <00:25:47.196>at <00:25:47.324>a <00:25:47.451>scale, <00:25:47.578>at <00:25:47.705>a <00:25:47.833>pace <00:25:47.960>like <00:25:48.087>never <00:25:48.215>before.

486
00:25:51.105 --> 00:25:52.915
<00:25:51.105>It's <00:25:51.385>gonna <00:25:51.665>change <00:25:51.945>everything <00:25:52.225>we <00:25:52.505>do.

487
00:26:02.055 --> 00:26:05.835
<00:26:02.055>So <00:26:02.230>as <00:26:02.405>you <00:26:02.580>can <00:26:02.755>see, <00:26:02.930>the <00:26:03.105>impact <00:26:03.280>right <00:26:03.455>of

488
00:26:06.645 --> 00:26:07.875
<00:26:06.645>Azure <00:26:07.014>AI <00:26:07.383>is <00:26:07.752>real.

489
00:26:08.175 --> 00:26:09.915
<00:26:08.175>And <00:26:08.375>if, <00:26:08.575>if <00:26:08.774>I <00:26:08.975>haven't <00:26:09.175>said <00:26:09.375>it <00:26:09.575>enough,

490
00:26:09.945 --> 00:26:13.275
<00:26:09.945>organizations <00:26:10.145>across <00:26:10.345>all <00:26:10.544>industries <00:26:10.745>are <00:26:10.945>seeing <00:26:11.145>the <00:26:11.345>benefits

491
00:26:13.275 --> 00:26:14.635
<00:26:13.275>of <00:26:13.683>AI <00:26:14.091>already <00:26:14.499>today.

492
00:26:15.295 --> 00:26:17.875
<00:26:15.295>So <00:26:15.645>CarMax, <00:26:15.995>for <00:26:16.345>example, <00:26:16.695>um,

493
00:26:18.035 --> 00:26:19.795
<00:26:18.035>I <00:26:18.210>know <00:26:18.385>we <00:26:18.560>might <00:26:18.735>have <00:26:18.910>missed <00:26:19.085>a <00:26:19.260>little <00:26:19.435>bit

494
00:26:19.795 --> 00:26:21.115
<00:26:19.795>of <00:26:19.964>audio <00:26:20.134>in <00:26:20.304>the <00:26:20.473>beginning <00:26:20.643>of <00:26:20.813>that <00:26:20.983>video,

495
00:26:21.335 --> 00:26:25.315
<00:26:21.335>but <00:26:21.462>you <00:26:21.589>know, <00:26:21.716>it <00:26:21.844>really <00:26:21.971>just <00:26:22.098>showed <00:26:22.225>us <00:26:22.353>how <00:26:22.480>AI <00:26:22.607>enabled <00:26:22.735>them

496
00:26:25.575 --> 00:26:29.755
<00:26:25.575>to <00:26:25.715>do <00:26:25.855>what <00:26:25.995>would've <00:26:26.135>taken <00:26:26.275>11 <00:26:26.415>years <00:26:26.555>before <00:26:26.695>to <00:26:26.835>several <00:26:26.975>days.

497
00:26:30.505 --> 00:26:34.285
<00:26:30.505>And <00:26:30.645>they <00:26:30.785>deployed <00:26:30.925>Azure <00:26:31.065>Open <00:26:31.205>AI <00:26:31.345>service <00:26:31.485>on <00:26:31.625>top <00:26:31.765>of <00:26:31.905>their,

498
00:26:34.665 --> 00:26:38.365
<00:26:34.665>you <00:26:34.865>know, <00:26:35.065>vast <00:26:35.264>customer <00:26:35.465>review <00:26:35.665>database <00:26:35.865>to <00:26:36.065>quickly

499
00:26:38.885 --> 00:26:40.365
<00:26:38.885>generate <00:26:39.551>unique <00:26:40.217>summaries

500
00:26:40.465 --> 00:26:42.605
<00:26:40.465>for <00:26:40.698>the <00:26:40.931>cars <00:26:41.165>available <00:26:41.398>on <00:26:41.631>their <00:26:41.865>website.

501
00:26:43.395 --> 00:26:44.525
<00:26:43.395>Another <00:26:43.903>good <00:26:44.412>example

502
00:26:44.985 --> 00:26:47.845
<00:26:44.985>of <00:26:45.185>a <00:26:45.385>customer <00:26:45.584>leveraging <00:26:45.784>Azure <00:26:45.985>OpenAI <00:26:46.185>is <00:26:46.385>drawback.

503
00:26:48.465 --> 00:26:51.685
<00:26:48.465>And <00:26:48.620>they <00:26:48.776>use <00:26:48.931>the <00:26:49.087>service <00:26:49.242>to <00:26:49.398>create <00:26:49.553>a <00:26:49.709>solution <00:26:49.865>that

504
00:26:51.685 --> 00:26:54.805
<00:26:51.685>that <00:26:51.885>allows <00:26:52.085>them <00:26:52.284>to <00:26:52.485>assess <00:26:52.685>the <00:26:52.885>potential <00:26:53.085>impacts

505
00:26:55.105 --> 00:26:58.045
<00:26:55.105>of <00:26:55.305>a <00:26:55.505>construction <00:26:55.705>project <00:26:55.905>in <00:26:56.105>its <00:26:56.305>earliest <00:26:56.505>stages

506
00:26:58.705 --> 00:27:02.525
<00:26:58.705>by <00:26:58.905>comparing <00:26:59.105>it <00:26:59.304>against <00:26:59.504>all <00:26:59.705>their <00:26:59.905>realized <00:27:00.105>projects.

507
00:27:03.075 --> 00:27:07.445
<00:27:03.075>Therefore <00:27:03.308>mine <00:27:03.541>minimizing <00:27:03.775>the <00:27:04.008>risk <00:27:04.241>that <00:27:04.475>comes

508
00:27:07.635 --> 00:27:09.005
<00:27:07.635>with, <00:27:07.943>you <00:27:08.251>know, <00:27:08.559>the <00:27:08.868>project.

509
00:27:09.265 --> 00:27:12.085
<00:27:09.265>And <00:27:09.440>so <00:27:09.615>with <00:27:09.790>actually <00:27:09.965>just <00:27:10.140>three <00:27:10.315>months <00:27:10.490>of <00:27:10.665>data,

510
00:27:12.785 --> 00:27:16.325
<00:27:12.785>the <00:27:12.925>algorithm <00:27:13.065>they <00:27:13.205>built <00:27:13.345>with <00:27:13.485>Azure <00:27:13.625>Open <00:27:13.765>AI <00:27:13.905>can <00:27:14.045>predict <00:27:14.185>risk

511
00:27:16.325 --> 00:27:18.085
<00:27:16.325>with <00:27:17.025>80% <00:27:17.725>accuracy.

512
00:27:18.625 --> 00:27:19.925
<00:27:18.625>And <00:27:18.917>then <00:27:19.210>Ernst <00:27:19.502>and <00:27:19.795>Young

513
00:27:20.185 --> 00:27:23.485
<00:27:20.185>or <00:27:20.418>EY <00:27:20.651>is <00:27:20.885>using <00:27:21.118>intelligent <00:27:21.351>document <00:27:21.585>automation

514
00:27:23.915 --> 00:27:26.725
<00:27:23.915>with <00:27:24.090>its <00:27:24.264>clients <00:27:24.440>in <00:27:24.615>their <00:27:24.790>new <00:27:24.965>contract <00:27:25.139>auditing <00:27:25.315>service.

515
00:27:27.185 --> 00:27:32.045
<00:27:27.185>So <00:27:27.340>this <00:27:27.496>actually <00:27:27.651>saves <00:27:27.807>clients <00:27:27.962>an <00:27:28.118>average <00:27:28.273>of <00:27:28.429>250,000 <00:27:28.585>hours

516
00:27:32.265 --> 00:27:34.565
<00:27:32.265>of <00:27:32.498>manual <00:27:32.731>work, <00:27:32.965>which <00:27:33.198>is <00:27:33.431>pretty <00:27:33.665>amazing.

517
00:27:35.985 --> 00:27:38.005
<00:27:35.985>And <00:27:36.264>so <00:27:36.544>let's <00:27:36.824>actually <00:27:37.104>go <00:27:37.385>ahead

518
00:27:38.205 --> 00:27:42.765
<00:27:38.205>and <00:27:38.345>take <00:27:38.485>a <00:27:38.625>look <00:27:38.764>at <00:27:38.905>a <00:27:39.044>customer <00:27:39.185>in <00:27:39.324>the <00:27:39.465>agricultural <00:27:39.605>industry,

519
00:27:42.765 --> 00:27:44.685
<00:27:42.765>which <00:27:43.115>I <00:27:43.465>mentioned <00:27:43.815>earlier <00:27:44.165>earlier.

520
00:27:44.865 --> 00:27:48.485
<00:27:44.865>And <00:27:45.005>so <00:27:45.145>this <00:27:45.285>is <00:27:45.425>a <00:27:45.565>very <00:27:45.705>interesting <00:27:45.845>use <00:27:45.985>case <00:27:46.125>from <00:27:46.265>Denmark.

521
00:27:52.855 --> 00:27:54.705
<00:27:52.855>Agriculture <00:27:53.205>is <00:27:53.555>at <00:27:53.905>a <00:27:54.255>crossroads.

522
00:27:55.445 --> 00:27:59.985
<00:27:55.445>On <00:27:55.645>one <00:27:55.845>hand <00:27:56.044>you <00:27:56.245>have <00:27:56.445>innovation, <00:27:56.645>sustainability <00:27:56.845>progress

523
00:28:01.605 --> 00:28:03.825
<00:28:01.605>on <00:28:01.780>the <00:28:01.955>other <00:28:02.130>that <00:28:02.305>sticking <00:28:02.480>to <00:28:02.655>what <00:28:02.830>we <00:28:03.005>know,

524
00:28:04.165 --> 00:28:06.505
<00:28:04.165>age <00:28:04.398>old <00:28:04.631>tradition <00:28:04.865>at <00:28:05.098>risk <00:28:05.331>being <00:28:05.565>left

525
00:28:06.505 --> 00:28:09.225
<00:28:06.505>behind <00:28:07.205>at <00:28:07.905>cities.

526
00:28:09.285 --> 00:28:10.825
<00:28:09.285>We <00:28:09.562>made <00:28:09.839>that <00:28:10.116>choice <00:28:10.393>years <00:28:10.671>ago

527
00:28:11.085 --> 00:28:13.185
<00:28:11.085>and <00:28:11.285>we've <00:28:11.485>devoted <00:28:11.685>ourselves <00:28:11.885>to <00:28:12.085>it <00:28:12.285>ever <00:28:12.485>since.

528
00:28:13.965 --> 00:28:17.385
<00:28:13.965>We <00:28:14.165>want <00:28:14.365>to <00:28:14.564>make <00:28:14.764>a <00:28:14.965>difference <00:28:15.165>in <00:28:15.365>agriculture

529
00:28:20.125 --> 00:28:22.065
<00:28:20.125>as <00:28:20.475>the <00:28:20.825>leading <00:28:21.175>agricultural <00:28:21.525>knowledge

530
00:28:22.065 --> 00:28:23.585
<00:28:22.065>and <00:28:22.407>innovation <00:28:22.749>center <00:28:23.091>in <00:28:23.433>Denmark.

531
00:28:23.805 --> 00:28:27.185
<00:28:23.805>We <00:28:23.960>want <00:28:24.116>to <00:28:24.271>help <00:28:24.427>farmers <00:28:24.582>be <00:28:24.738>more <00:28:24.893>sustainable <00:28:25.049>and <00:28:25.205>innovative.

532
00:28:27.775 --> 00:28:30.665
<00:28:27.775>Combining <00:28:27.902>data <00:28:28.029>and <00:28:28.156>ai, <00:28:28.284>we <00:28:28.411>found <00:28:28.538>a <00:28:28.665>new <00:28:28.793>way <00:28:28.920>to <00:28:29.047>do <00:28:29.175>it

533
00:28:30.885 --> 00:28:33.225
<00:28:30.885>to <00:28:31.118>help <00:28:31.351>farmers <00:28:31.585>take <00:28:31.818>the <00:28:32.051>innovation <00:28:32.285>road

534
00:28:33.885 --> 00:28:35.265
<00:28:33.885>and <00:28:34.299>never <00:28:34.713>look <00:28:35.127>back.

535
00:28:40.445 --> 00:28:43.425
<00:28:40.445>Seeing <00:28:40.678>this <00:28:40.911>innovation <00:28:41.145>specializes <00:28:41.378>in <00:28:41.611>helping <00:28:41.845>farmers

536
00:28:43.685 --> 00:28:45.025
<00:28:43.685>and <00:28:44.288>food <00:28:44.891>manufacturers

537
00:28:45.165 --> 00:28:47.585
<00:28:45.165>to <00:28:45.340>run <00:28:45.514>their <00:28:45.690>business <00:28:45.865>in <00:28:46.040>a <00:28:46.215>more <00:28:46.389>sustainable <00:28:46.565>way.

538
00:28:48.085 --> 00:28:51.305
<00:28:48.085>To <00:28:48.240>do <00:28:48.396>that, <00:28:48.551>we <00:28:48.707>use <00:28:48.862>data, <00:28:49.018>huge <00:28:49.173>amounts <00:28:49.329>of <00:28:49.485>data.

539
00:28:51.805 --> 00:28:54.945
<00:28:51.805>We <00:28:52.005>spend <00:28:52.205>decades <00:28:52.405>on <00:28:52.605>building <00:28:52.805>massive <00:28:53.005>data <00:28:53.205>sets

540
00:28:55.125 --> 00:28:57.505
<00:28:55.125>and <00:28:55.475>cows, <00:28:55.825>dairy, <00:28:56.175>beef <00:28:56.525>crops,

541
00:28:57.565 --> 00:28:59.345
<00:28:57.565>and <00:28:57.798>a <00:28:58.031>lot <00:28:58.265>more <00:28:58.498>to <00:28:58.731>make <00:28:58.965>sense

542
00:28:59.345 --> 00:29:02.385
<00:28:59.345>of <00:28:59.472>all <00:28:59.599>these <00:28:59.726>data <00:28:59.854>we <00:28:59.981>have <00:29:00.108>put <00:29:00.235>together <00:29:00.363>a <00:29:00.490>data <00:29:00.617>science <00:29:00.745>team.

543
00:29:02.655 --> 00:29:04.865
<00:29:02.655>They're <00:29:02.935>task <00:29:03.215>with <00:29:03.495>understanding <00:29:03.774>the <00:29:04.055>data

544
00:29:05.125 --> 00:29:06.585
<00:29:05.125>and <00:29:05.453>turning <00:29:05.782>it <00:29:06.110>into <00:29:06.439>products

545
00:29:06.605 --> 00:29:09.745
<00:29:06.605>and <00:29:06.732>models <00:29:06.859>that <00:29:06.986>we <00:29:07.114>can <00:29:07.241>use <00:29:07.368>to <00:29:07.495>support <00:29:07.623>our <00:29:07.750>partners <00:29:07.877>for <00:29:08.005>use.

546
00:29:10.505 --> 00:29:13.705
<00:29:10.505>Vis <00:29:10.680>had <00:29:10.855>an <00:29:11.030>on-premise <00:29:11.205>legacy <00:29:11.380>solution <00:29:11.555>that <00:29:11.730>was <00:29:11.905>hard

547
00:29:13.705 --> 00:29:15.465
<00:29:13.705>to <00:29:13.985>maintain <00:29:14.264>and <00:29:14.544>hard <00:29:14.824>to <00:29:15.105>work

548
00:29:15.465 --> 00:29:17.505
<00:29:15.465>with <00:29:15.814>using <00:29:16.165>Azure <00:29:16.514>Machine <00:29:16.865>Learning,

549
00:29:17.685 --> 00:29:20.905
<00:29:17.685>we <00:29:17.825>built <00:29:17.965>an <00:29:18.105>ML <00:29:18.245>ops <00:29:18.385>platform <00:29:18.524>that <00:29:18.665>helps <00:29:18.804>them <00:29:18.945>train, <00:29:19.085>test

550
00:29:21.045 --> 00:29:23.185
<00:29:21.045>and <00:29:21.278>productionize <00:29:21.511>machine <00:29:21.745>learning <00:29:21.978>models <00:29:22.211>in <00:29:22.445>the

551
00:29:23.185 --> 00:29:24.225
<00:29:23.185>easiest <00:29:23.653>possible <00:29:24.120>way.

552
00:29:24.525 --> 00:29:27.825
<00:29:24.525>The <00:29:24.680>ML <00:29:24.836>ops <00:29:24.991>platform <00:29:25.147>simplifies <00:29:25.302>the <00:29:25.458>process <00:29:25.613>of <00:29:25.769>using <00:29:25.925>data

553
00:29:27.925 --> 00:29:30.545
<00:29:27.925>to <00:29:28.125>develop <00:29:28.325>and <00:29:28.524>test <00:29:28.725>new <00:29:28.925>machine <00:29:29.125>learning <00:29:29.325>models

554
00:29:31.045 --> 00:29:33.625
<00:29:31.045>and <00:29:31.200>makes <00:29:31.356>it <00:29:31.511>easier <00:29:31.667>to <00:29:31.822>build <00:29:31.978>them <00:29:32.133>into <00:29:32.289>software <00:29:32.445>products.

555
00:29:34.165 --> 00:29:37.505
<00:29:34.165>It <00:29:34.365>also <00:29:34.565>connects <00:29:34.764>to <00:29:34.965>Microsoft <00:29:35.165>Intelligent <00:29:35.365>Data <00:29:35.565>platform,

556
00:29:37.635 --> 00:29:39.065
<00:29:37.635>which <00:29:37.956>allows <00:29:38.278>us <00:29:38.600>to <00:29:38.922>connect

557
00:29:39.085 --> 00:29:41.685
<00:29:39.085>to <00:29:39.318>Asia <00:29:39.551>Data <00:29:39.785>Lake <00:29:40.018>Storage <00:29:40.251>Generation <00:29:40.485>two

558
00:29:41.945 --> 00:29:44.285
<00:29:41.945>and <00:29:42.225>services <00:29:42.504>like <00:29:42.784>Asia <00:29:43.064>Signups <00:29:43.345>Analytics,

559
00:29:44.585 --> 00:29:46.005
<00:29:44.585>and <00:29:45.224>Asia <00:29:45.863>Databricks.

560
00:29:46.395 --> 00:29:48.325
<00:29:46.395>Another <00:29:46.595>really <00:29:46.795>cool <00:29:46.995>thing <00:29:47.195>we <00:29:47.395>did <00:29:47.595>as <00:29:47.795>part

561
00:29:48.325 --> 00:29:49.325
<00:29:48.325>of <00:29:48.625>the <00:29:48.925>collaboration <00:29:49.225>was

562
00:29:49.325 --> 00:29:52.565
<00:29:49.325>to <00:29:49.500>build <00:29:49.675>a <00:29:49.850>repeatable <00:29:50.025>envelopes <00:29:50.200>framework <00:29:50.375>that <00:29:50.550>allows <00:29:50.725>cities

563
00:29:52.625 --> 00:29:54.325
<00:29:52.625>to <00:29:52.858>get <00:29:53.091>up <00:29:53.325>and <00:29:53.558>running <00:29:53.791>really <00:29:54.025>quickly

564
00:29:54.355 --> 00:29:56.325
<00:29:54.355>with <00:29:54.635>new <00:29:54.915>use <00:29:55.195>cases <00:29:55.475>without <00:29:55.755>having

565
00:29:56.325 --> 00:29:57.685
<00:29:56.325>to <00:29:56.569>reinvent <00:29:56.814>the <00:29:57.059>wheel <00:29:57.304>each <00:29:57.549>time.

566
00:29:58.995 --> 00:30:00.485
<00:29:58.995>This <00:29:59.330>platform <00:29:59.665>is <00:30:00.000>allowing <00:30:00.335>us

567
00:30:00.505 --> 00:30:03.045
<00:30:00.505>to <00:30:00.738>significantly <00:30:00.971>optimize <00:30:01.205>the <00:30:01.438>machine <00:30:01.671>learning <00:30:01.905>lifecycle.

568
00:30:03.715 --> 00:30:06.645
<00:30:03.715>Maintenance <00:30:03.915>costs <00:30:04.115>are <00:30:04.314>down <00:30:04.514>by <00:30:04.715>more <00:30:04.915>than <00:30:05.115>95%,

569
00:30:06.945 --> 00:30:09.365
<00:30:06.945>and <00:30:07.085>the <00:30:07.225>direct <00:30:07.365>cost <00:30:07.504>of <00:30:07.645>running <00:30:07.784>a <00:30:07.925>model <00:30:08.064>have <00:30:08.205>been <00:30:08.345>reduced

570
00:30:09.365 --> 00:30:10.405
<00:30:09.365>by <00:30:09.677>more <00:30:09.989>than <00:30:10.301>80%

571
00:30:11.225 --> 00:30:13.165
<00:30:11.225>before <00:30:11.504>all <00:30:11.784>machine <00:30:12.064>learning <00:30:12.344>models <00:30:12.625>were

572
00:30:13.325 --> 00:30:14.525
<00:30:13.325>retrained <00:30:13.685>and <00:30:14.045>deploy <00:30:14.405>manually.

573
00:30:14.945 --> 00:30:18.605
<00:30:14.945>Now <00:30:15.120>we <00:30:15.294>have <00:30:15.470>completely <00:30:15.645>automated <00:30:15.820>these <00:30:15.995>processes <00:30:16.169>allowing <00:30:16.345>us

574
00:30:18.605 --> 00:30:20.365
<00:30:18.605>to <00:30:19.071>automatically <00:30:19.538>retrain, <00:30:20.005>test

575
00:30:20.385 --> 00:30:22.165
<00:30:20.385>and <00:30:20.585>deploy <00:30:20.785>models <00:30:20.985>as <00:30:21.185>often <00:30:21.385>as <00:30:21.585>we <00:30:21.785>like.

576
00:30:22.625 --> 00:30:24.365
<00:30:22.625>As <00:30:22.905>a <00:30:23.185>result, <00:30:23.465>the <00:30:23.745>average <00:30:24.025>time

577
00:30:24.365 --> 00:30:26.645
<00:30:24.365>between <00:30:24.565>retrain <00:30:24.765>has <00:30:24.965>gone <00:30:25.165>from <00:30:25.365>six <00:30:25.565>months <00:30:25.765>down

578
00:30:26.645 --> 00:30:29.245
<00:30:26.645>to <00:30:26.772>a <00:30:26.899>single <00:30:27.026>leg, <00:30:27.154>which <00:30:27.281>is <00:30:27.408>a <00:30:27.535>massive <00:30:27.663>benefit <00:30:27.790>for <00:30:27.917>our <00:30:28.045>users.

579
00:30:29.755 --> 00:30:32.525
<00:30:29.755>Most <00:30:29.930>importantly, <00:30:30.105>we're <00:30:30.280>even <00:30:30.455>better <00:30:30.630>at <00:30:30.805>helping <00:30:30.980>our <00:30:31.155>farmers

580
00:30:32.745 --> 00:30:34.605
<00:30:32.745>to <00:30:33.024>be <00:30:33.304>more <00:30:33.584>sustainable <00:30:33.864>and <00:30:34.145>efficient.

581
00:30:34.985 --> 00:30:37.365
<00:30:34.985>We <00:30:35.218>can <00:30:35.451>now <00:30:35.685>predict <00:30:35.918>high <00:30:36.151>risk <00:30:36.385>cows

582
00:30:37.365 --> 00:30:40.405
<00:30:37.365>and <00:30:37.520>detect <00:30:37.676>diseases <00:30:37.831>early <00:30:37.987>up <00:30:38.142>to <00:30:38.298>90% <00:30:38.453>of <00:30:38.609>the <00:30:38.765>time.

583
00:30:41.125 --> 00:30:44.525
<00:30:41.125>Ultimately, <00:30:41.325>this <00:30:41.525>helps <00:30:41.725>the <00:30:41.925>farmers, <00:30:42.125>the <00:30:42.325>food <00:30:42.525>producers

584
00:30:44.905 --> 00:30:47.565
<00:30:44.905>and <00:30:45.138>the <00:30:45.371>organizations <00:30:45.605>to <00:30:45.838>transform <00:30:46.071>our <00:30:46.305>sector

585
00:30:47.865 --> 00:30:50.445
<00:30:47.865>and <00:30:48.098>make <00:30:48.331>it <00:30:48.565>better <00:30:48.798>day <00:30:49.031>by <00:30:49.265>day.

586
00:30:55.095 --> 00:30:58.835
<00:30:55.095>So <00:30:55.295>this <00:30:55.495>is <00:30:55.695>really <00:30:55.895>what <00:30:56.095>inspires <00:30:56.295>us, <00:30:56.495>right?

587
00:30:58.865 --> 00:31:00.035
<00:30:58.865>Stories <00:30:59.391>like <00:30:59.918>this

588
00:31:00.695 --> 00:31:04.715
<00:31:00.695>and <00:31:00.870>seeing <00:31:01.044>such <00:31:01.220>amazing <00:31:01.395>companies <00:31:01.570>bringing <00:31:01.745>gen <00:31:01.919>AI <00:31:02.095>solutions

589
00:31:04.855 --> 00:31:05.875
<00:31:04.855>to <00:31:05.773>production.

590
00:31:06.335 --> 00:31:08.555
<00:31:06.335>And <00:31:06.568>so <00:31:06.801>they're <00:31:07.035>really <00:31:07.268>leading <00:31:07.501>their <00:31:07.735>industries.

591
00:31:08.665 --> 00:31:11.115
<00:31:08.665>They're <00:31:09.014>already <00:31:09.365>differentiating <00:31:09.715>their <00:31:10.065>products

592
00:31:11.115 --> 00:31:13.435
<00:31:11.115>and <00:31:11.315>services <00:31:11.515>with <00:31:11.715>the <00:31:11.915>help <00:31:12.115>of <00:31:12.315>RI <00:31:12.515>ai.

593
00:31:13.895 --> 00:31:18.795
<00:31:13.895>And <00:31:14.050>so <00:31:14.206>you <00:31:14.361>might <00:31:14.517>have <00:31:14.672>seen <00:31:14.828>in <00:31:14.983>Microsoft's <00:31:15.139>earnings <00:31:15.295>call

594
00:31:18.795 --> 00:31:22.435
<00:31:18.795>that <00:31:19.075>there're <00:31:19.355>now <00:31:19.635>over <00:31:19.915>53,000 <00:31:20.195>organizations

595
00:31:23.045 --> 00:31:26.715
<00:31:23.045>using <00:31:23.245>Azure <00:31:23.445>ai, <00:31:23.645>you <00:31:23.845>know, <00:31:24.045>using <00:31:24.245>multiple <00:31:24.445>services

596
00:31:26.855 --> 00:31:28.755
<00:31:26.855>and <00:31:27.205>tools <00:31:27.555>across <00:31:27.905>the <00:31:28.255>portfolio.

597
00:31:29.455 --> 00:31:31.755
<00:31:29.455>And <00:31:29.735>so <00:31:30.014>Azure <00:31:30.294>OpenAI <00:31:30.574>service <00:31:30.855>alone

598
00:31:32.875 --> 00:31:34.235
<00:31:32.875>released <00:31:33.181>actually <00:31:33.486>just <00:31:33.793>last <00:31:34.099>year

599
00:31:34.415 --> 00:31:36.675
<00:31:34.415>and <00:31:34.648>we're <00:31:34.881>coming <00:31:35.115>up <00:31:35.348>on <00:31:35.581>the <00:31:35.815>anniversary,

600
00:31:37.255 --> 00:31:40.595
<00:31:37.255>it <00:31:37.455>has <00:31:37.655>already <00:31:37.855>been <00:31:38.055>adopted <00:31:38.255>by <00:31:38.455>over <00:31:38.655>50%

601
00:31:40.815 --> 00:31:42.475
<00:31:40.815>of <00:31:41.281>Fortune <00:31:41.748>five <00:31:42.215>hundreds.

602
00:31:42.475 --> 00:31:43.755
<00:31:42.475>And <00:31:42.859>that's <00:31:43.243>just <00:31:43.627>incredible.

603
00:31:44.495 --> 00:31:46.955
<00:31:44.495>And <00:31:44.695>when <00:31:44.895>we <00:31:45.094>look <00:31:45.294>at <00:31:45.495>the <00:31:45.695>total <00:31:45.895>value

604
00:31:47.215 --> 00:31:50.515
<00:31:47.215>of <00:31:47.389>multiple <00:31:47.564>Azure <00:31:47.740>AI <00:31:47.915>capabilities <00:31:48.090>coming <00:31:48.264>to <00:31:48.439>together, <00:31:48.615>so

605
00:31:50.515 --> 00:31:52.475
<00:31:50.515>that's <00:31:50.981>our <00:31:51.448>pre-built <00:31:51.915>services

606
00:31:52.775 --> 00:31:53.915
<00:31:52.775>and <00:31:53.288>machine <00:31:53.801>learning,

607
00:31:54.585 --> 00:31:58.635
<00:31:54.585>Forrester <00:31:54.818>found <00:31:55.051>150% <00:31:55.285>increase <00:31:55.518>in <00:31:55.751>work <00:31:55.985>output.

608
00:31:59.055 --> 00:32:01.395
<00:31:59.055>And <00:31:59.288>there's <00:31:59.521>a <00:31:59.755>full, <00:31:59.988>you <00:32:00.221>know, <00:32:00.455>TEI

609
00:32:01.395 --> 00:32:04.035
<00:32:01.395>or <00:32:01.570>total <00:32:01.745>economic <00:32:01.920>impact <00:32:02.095>report <00:32:02.270>that <00:32:02.445>I <00:32:02.620>can <00:32:02.795>share

610
00:32:04.665 --> 00:32:07.595
<00:32:04.665>with <00:32:04.820>more <00:32:04.976>details <00:32:05.131>as <00:32:05.287>well <00:32:05.442>if, <00:32:05.598>if <00:32:05.753>anyone <00:32:05.909>is <00:32:06.065>interested.

611
00:32:10.225 --> 00:32:14.205
<00:32:10.225>So <00:32:10.352>I <00:32:10.479>wanna <00:32:10.606>actually <00:32:10.734>focus <00:32:10.861>the <00:32:10.988>rest <00:32:11.115>of <00:32:11.243>the <00:32:11.370>customer <00:32:11.497>use <00:32:11.625>cases

612
00:32:14.345 --> 00:32:18.405
<00:32:14.345>and <00:32:14.485>examples <00:32:14.625>on <00:32:14.765>generative <00:32:14.905>ai, <00:32:15.045>also <00:32:15.185>known <00:32:15.325>as <00:32:15.465>known <00:32:15.605>as <00:32:15.745>genai.

613
00:32:18.985 --> 00:32:22.445
<00:32:18.985>And <00:32:19.159>so <00:32:19.334>on <00:32:19.510>my <00:32:19.685>team, <00:32:19.860>we're <00:32:20.034>really <00:32:20.209>quickly <00:32:20.385>seeing

614
00:32:23.025 --> 00:32:26.365
<00:32:23.025>AI <00:32:23.225>conversations <00:32:23.425>hone <00:32:23.625>in <00:32:23.825>on <00:32:24.025>the <00:32:24.225>how, <00:32:24.425>how

615
00:32:26.365 --> 00:32:27.845
<00:32:26.365>to <00:32:26.698>build <00:32:27.031>gen <00:32:27.364>AI <00:32:27.697>applications.

616
00:32:28.145 --> 00:32:30.405
<00:32:28.145>People <00:32:28.378>also <00:32:28.611>wanna <00:32:28.845>know <00:32:29.078>how <00:32:29.311>other <00:32:29.545>customers

617
00:32:30.405 --> 00:32:32.485
<00:32:30.405>and <00:32:30.685>industries <00:32:30.965>are <00:32:31.245>using <00:32:31.524>gen <00:32:31.805>ai.

618
00:32:32.945 --> 00:32:36.645
<00:32:32.945>So <00:32:33.085>let's <00:32:33.225>go <00:32:33.365>ahead <00:32:33.504>and <00:32:33.645>dive <00:32:33.784>into <00:32:33.925>Gen <00:32:34.064>AI <00:32:34.205>case <00:32:34.345>studies.

619
00:32:40.375 --> 00:32:43.945
<00:32:40.375>And <00:32:40.575>so <00:32:40.775>let's <00:32:40.975>actually <00:32:41.175>talk <00:32:41.375>about, <00:32:41.575>you <00:32:41.775>know,

620
00:32:43.965 --> 00:32:45.225
<00:32:43.965>the <00:32:44.342>use <00:32:44.721>cases, <00:32:45.099>right?

621
00:32:45.235 --> 00:32:46.865
<00:32:45.235>There <00:32:45.701>are <00:32:46.168>endless <00:32:46.635>possibilities

622
00:32:47.125 --> 00:32:49.265
<00:32:47.125>and <00:32:47.405>the <00:32:47.685>exploration <00:32:47.965>really <00:32:48.245>is <00:32:48.525>nonstop.

623
00:32:49.645 --> 00:32:52.145
<00:32:49.645>So <00:32:49.820>let's <00:32:49.995>just <00:32:50.170>talk <00:32:50.345>through <00:32:50.520>the <00:32:50.695>top <00:32:50.870>10 <00:32:51.045>use

624
00:32:52.145 --> 00:32:53.785
<00:32:52.145>cases <00:32:52.611>we're <00:32:53.078>seeing <00:32:53.545>today.

625
00:32:54.405 --> 00:32:57.915
<00:32:54.405>So <00:32:54.605>content <00:32:54.805>gener <00:32:55.004>creation, <00:32:55.205>content <00:32:55.405>creation <00:32:55.605>and <00:32:55.805>design.

626
00:32:58.455 --> 00:33:02.075
<00:32:58.455>Um, <00:32:58.655>generative <00:32:58.855>AI <00:32:59.054>has <00:32:59.254>really <00:32:59.455>revolutionized <00:32:59.655>content <00:32:59.855>creation

627
00:33:02.335 --> 00:33:06.075
<00:33:02.335>by <00:33:02.510>generating <00:33:02.685>high <00:33:02.860>quality <00:33:03.035>images <00:33:03.210>and <00:33:03.385>videos <00:33:03.560>and <00:33:03.735>graphics.

628
00:33:07.035 --> 00:33:09.695
<00:33:07.035>And <00:33:07.315>this <00:33:07.595>automates <00:33:07.875>the <00:33:08.155>creative <00:33:08.435>process,

629
00:33:09.755 --> 00:33:11.695
<00:33:09.755>really <00:33:10.105>saving <00:33:10.455>time <00:33:10.805>and <00:33:11.155>resources.

630
00:33:12.525 --> 00:33:14.785
<00:33:12.525>And <00:33:12.875>number <00:33:13.225>two, <00:33:13.575>accelerated <00:33:13.925>automation.

631
00:33:15.485 --> 00:33:20.105
<00:33:15.485>So <00:33:15.685>providing <00:33:15.885>employees <00:33:16.084>with <00:33:16.284>reliable <00:33:16.485>automated <00:33:16.685>support <00:33:16.885>leads

632
00:33:20.205 --> 00:33:23.505
<00:33:20.205>to <00:33:20.485>increased <00:33:20.764>efficiency, <00:33:21.044>improved <00:33:21.324>work <00:33:21.605>life,

633
00:33:24.085 --> 00:33:26.225
<00:33:24.085>and <00:33:24.551>reduced <00:33:25.018>operational <00:33:25.485>costs.

634
00:33:27.055 --> 00:33:28.835
<00:33:27.055>And <00:33:27.521>then <00:33:27.988>personalized <00:33:28.455>marketing.

635
00:33:29.095 --> 00:33:32.555
<00:33:29.095>So <00:33:29.295>personalization <00:33:29.495>really <00:33:29.695>increases <00:33:29.895>the <00:33:30.095>chance <00:33:30.295>of <00:33:30.495>customer

636
00:33:33.055 --> 00:33:36.755
<00:33:33.055>or <00:33:33.255>the <00:33:33.455>chances <00:33:33.655>of <00:33:33.855>customer <00:33:34.055>engagement <00:33:34.255>and <00:33:34.455>conversion

637
00:33:37.375 --> 00:33:40.595
<00:33:37.375>and <00:33:37.725>significantly <00:33:38.075>improves <00:33:38.425>marketing <00:33:38.775>effectiveness.

638
00:33:40.735 --> 00:33:43.035
<00:33:40.735>So <00:33:41.084>generative <00:33:41.435>AI <00:33:41.784>enables <00:33:42.135>businesses

639
00:33:43.135 --> 00:33:46.315
<00:33:43.135>to <00:33:43.415>deliver <00:33:43.695>hyper <00:33:43.975>personalized <00:33:44.254>marketing <00:33:44.535>campaigns

640
00:33:46.315 --> 00:33:49.555
<00:33:46.315>and <00:33:46.548>tailor <00:33:46.781>content <00:33:47.015>to <00:33:47.248>each <00:33:47.481>individual's <00:33:47.715>preferences,

641
00:33:50.865 --> 00:33:52.425
<00:33:50.865>chatbots <00:33:51.331>and <00:33:51.798>virtual <00:33:52.265>assistants.

642
00:33:52.565 --> 00:33:54.185
<00:33:52.565>The <00:33:52.915>next <00:33:53.265>one, <00:33:53.615>so <00:33:53.965>chatbots

643
00:33:54.185 --> 00:33:56.025
<00:33:54.185>and <00:33:54.534>virtual <00:33:54.885>assistants <00:33:55.235>can <00:33:55.585>understand

644
00:33:56.165 --> 00:33:59.465
<00:33:56.165>and <00:33:56.398>respond <00:33:56.631>to <00:33:56.865>customer <00:33:57.098>questions, <00:33:57.331>provide <00:33:57.565>recommendations,

645
00:33:59.635 --> 00:34:00.905
<00:33:59.635>offer <00:34:00.206>personalized <00:34:00.778>support,

646
00:34:01.365 --> 00:34:03.865
<00:34:01.365>and <00:34:01.598>this <00:34:01.831>enhances <00:34:02.065>the <00:34:02.298>customer <00:34:02.531>service <00:34:02.765>experience

647
00:34:03.885 --> 00:34:05.145
<00:34:03.885>by <00:34:04.263>reducing <00:34:04.641>wait <00:34:05.019>times

648
00:34:05.725 --> 00:34:08.345
<00:34:05.725>and <00:34:06.004>boosting <00:34:06.284>customer <00:34:06.564>satisfaction <00:34:06.844>and <00:34:07.125>loyalty.

649
00:34:09.045 --> 00:34:10.625
<00:34:09.045>And <00:34:09.325>then <00:34:09.605>product <00:34:09.885>and <00:34:10.165>service <00:34:10.445>innovation.

650
00:34:11.365 --> 00:34:12.585
<00:34:11.364>You <00:34:11.730>know, <00:34:12.096>staying <00:34:12.463>innovative

651
00:34:12.645 --> 00:34:15.705
<00:34:12.645>and <00:34:12.878>meeting <00:34:13.111>evolving <00:34:13.344>customer <00:34:13.578>demands <00:34:13.811>is <00:34:14.045>essential

652
00:34:15.725 --> 00:34:16.745
<00:34:15.725>for <00:34:16.183>business <00:34:16.643>success.

653
00:34:17.485 --> 00:34:20.505
<00:34:17.485>And <00:34:17.660>for <00:34:17.835>example, <00:34:18.010>local <00:34:18.185>reporters <00:34:18.360>used <00:34:18.535>to <00:34:18.710>be <00:34:18.885>specialists.

654
00:34:20.505 --> 00:34:23.185
<00:34:20.505>They <00:34:20.705>focused <00:34:20.905>their <00:34:21.105>time <00:34:21.305>on <00:34:21.505>investigation <00:34:21.705>and <00:34:21.905>writing,

655
00:34:23.765 --> 00:34:25.545
<00:34:23.764>and <00:34:23.964>today <00:34:24.165>they <00:34:24.364>need <00:34:24.565>to <00:34:24.764>be <00:34:24.964>a <00:34:25.165>generalist

656
00:34:25.605 --> 00:34:27.905
<00:34:25.605>who <00:34:25.838>can <00:34:26.071>create <00:34:26.304>written <00:34:26.538>content, <00:34:26.771>video <00:34:27.005>content,

657
00:34:28.565 --> 00:34:29.625
<00:34:28.565>and <00:34:28.755>they <00:34:28.946>have <00:34:29.137>to <00:34:29.328>know <00:34:29.519>how

658
00:34:29.625 --> 00:34:33.065
<00:34:29.625>to <00:34:29.858>maximize <00:34:30.091>viewership <00:34:30.324>on <00:34:30.558>Facebook, <00:34:30.791>Instagram, <00:34:31.025>TikTok,

659
00:34:33.375 --> 00:34:36.945
<00:34:33.375>YouTube, <00:34:33.608>and <00:34:33.841>potentially <00:34:34.074>many <00:34:34.308>other <00:34:34.541>distribution <00:34:34.775>channels.

660
00:34:37.485 --> 00:34:40.265
<00:34:37.485>So <00:34:37.718>now <00:34:37.951>they <00:34:38.185>can <00:34:38.418>automate <00:34:38.651>those <00:34:38.885>processes

661
00:34:40.525 --> 00:34:43.385
<00:34:40.525>and <00:34:40.805>focus <00:34:41.085>really <00:34:41.365>on <00:34:41.645>investigative <00:34:41.925>journalism.

662
00:34:44.395 --> 00:34:46.165
<00:34:44.395>Then <00:34:44.745>we <00:34:45.094>have <00:34:45.445>language <00:34:45.795>translation

663
00:34:46.345 --> 00:34:48.205
<00:34:46.344>and <00:34:46.694>na, <00:34:47.044>natural <00:34:47.395>language <00:34:47.745>processing.

664
00:34:48.705 --> 00:34:50.725
<00:34:48.705>And <00:34:48.985>our, <00:34:49.264>in <00:34:49.545>our <00:34:49.824>globalized <00:34:50.105>world,

665
00:34:51.485 --> 00:34:53.485
<00:34:51.485>businesses <00:34:51.765>can <00:34:52.045>now <00:34:52.325>use <00:34:52.605>generative <00:34:52.885>models

666
00:34:53.665 --> 00:34:57.605
<00:34:53.665>to <00:34:53.864>accurately <00:34:54.065>translate <00:34:54.264>content <00:34:54.465>in <00:34:54.665>real <00:34:54.864>time, <00:34:55.065>enabling

667
00:34:58.165 --> 00:34:59.565
<00:34:58.165>communication <00:34:58.795>across <00:34:59.425>borders

668
00:35:00.025 --> 00:35:04.405
<00:35:00.025>and <00:35:00.305>bridging <00:35:00.585>language <00:35:00.865>barriers, <00:35:01.145>fraud <00:35:01.425>detection

669
00:35:04.625 --> 00:35:05.725
<00:35:04.625>and <00:35:05.615>cybersecurity.

670
00:35:06.265 --> 00:35:08.285
<00:35:06.265>So <00:35:06.545>businesses <00:35:06.825>now <00:35:07.105>are <00:35:07.384>really <00:35:07.665>facing

671
00:35:09.125 --> 00:35:12.005
<00:35:09.125>constant <00:35:09.358>threats <00:35:09.591>from <00:35:09.825>fraudsters <00:35:10.058>and <00:35:10.291>cyber <00:35:10.525>attacks.

672
00:35:12.665 --> 00:35:14.525
<00:35:12.665>And <00:35:13.131>by <00:35:13.598>analyzing <00:35:14.065>patterns

673
00:35:14.525 --> 00:35:16.565
<00:35:14.525>and <00:35:14.805>anomalies <00:35:15.085>in <00:35:15.365>large <00:35:15.645>data <00:35:15.925>sets,

674
00:35:16.925 --> 00:35:20.045
<00:35:16.925>businesses <00:35:17.125>can <00:35:17.325>actually <00:35:17.525>leverage <00:35:17.725>generative <00:35:17.925>models <00:35:18.125>to <00:35:18.325>detect

675
00:35:20.145 --> 00:35:23.245
<00:35:20.145>and <00:35:20.425>prevent <00:35:20.705>fraud, <00:35:20.985>safeguard <00:35:21.265>sensitive <00:35:21.545>information

676
00:35:23.385 --> 00:35:24.845
<00:35:23.385>and <00:35:23.713>protect <00:35:24.042>their <00:35:24.370>digital <00:35:24.698>assets.

677
00:35:25.545 --> 00:35:28.045
<00:35:25.545>And <00:35:25.825>then <00:35:26.105>predictive <00:35:26.385>analytics <00:35:26.665>and <00:35:26.945>forecasting.

678
00:35:28.905 --> 00:35:30.445
<00:35:28.905>So <00:35:29.598>accurate <00:35:30.291>predictions

679
00:35:30.465 --> 00:35:34.245
<00:35:30.465>and <00:35:30.665>forecasting <00:35:30.865>are <00:35:31.065>vital <00:35:31.265>for <00:35:31.465>effective <00:35:31.665>decision <00:35:31.865>making

680
00:35:34.345 --> 00:35:35.845
<00:35:34.345>and <00:35:35.020>operational <00:35:35.694>efficiency.

681
00:35:36.465 --> 00:35:38.605
<00:35:36.465>And <00:35:36.815>by <00:35:37.165>analyzing <00:35:37.515>historical <00:35:37.865>data

682
00:35:38.665 --> 00:35:40.085
<00:35:38.665>and <00:35:39.304>identifying <00:35:39.943>patterns,

683
00:35:40.765 --> 00:35:43.285
<00:35:40.765>businesses <00:35:41.115>can <00:35:41.464>leverage <00:35:41.815>generative <00:35:42.165>algorithms

684
00:35:43.345 --> 00:35:44.725
<00:35:43.345>to <00:35:43.759>make <00:35:44.173>accurate <00:35:44.587>predictions

685
00:35:44.745 --> 00:35:48.085
<00:35:44.745>and <00:35:44.978>informed <00:35:45.211>decisions, <00:35:45.444>optimizing <00:35:45.678>supply <00:35:45.911>chain <00:35:46.145>management,

686
00:35:48.085 --> 00:35:50.365
<00:35:48.085>inventory <00:35:48.435>forecasting, <00:35:48.785>and <00:35:49.135>demand <00:35:49.485>planning.

687
00:35:51.075 --> 00:35:53.765
<00:35:51.075>Then <00:35:51.274>we <00:35:51.475>have <00:35:51.674>creative <00:35:51.875>writing <00:35:52.075>and <00:35:52.274>content <00:35:52.475>generation.

688
00:35:53.985 --> 00:35:57.685
<00:35:53.985>So <00:35:54.185>businesses <00:35:54.385>and <00:35:54.585>content <00:35:54.785>creators <00:35:54.985>can <00:35:55.185>use <00:35:55.385>models

689
00:35:57.865 --> 00:36:01.325
<00:35:57.865>to <00:35:58.064>generate <00:35:58.265>articles, <00:35:58.464>blog <00:35:58.665>posts, <00:35:58.865>advertising <00:35:59.064>copy <00:35:59.265>images,

690
00:36:01.945 --> 00:36:03.285
<00:36:01.945>and <00:36:02.347>soon <00:36:02.749>videos, <00:36:03.151>right?

691
00:36:03.345 --> 00:36:05.205
<00:36:03.345>Saving <00:36:03.694>time <00:36:04.044>for <00:36:04.395>content <00:36:04.745>creators

692
00:36:05.345 --> 00:36:08.365
<00:36:05.345>and <00:36:05.544>providing <00:36:05.745>fresh <00:36:05.944>content <00:36:06.145>to <00:36:06.345>engage <00:36:06.544>their <00:36:06.745>audience.

693
00:36:08.985 --> 00:36:12.205
<00:36:08.985>And <00:36:09.185>last, <00:36:09.385>but <00:36:09.585>certainly <00:36:09.785>not <00:36:09.985>least, <00:36:10.185>medical <00:36:10.385>research

694
00:36:12.265 --> 00:36:13.285
<00:36:12.265>and <00:36:13.183>diagnosis

695
00:36:13.825 --> 00:36:16.285
<00:36:13.825>and <00:36:14.105>the <00:36:14.384>healthcare <00:36:14.665>industry <00:36:14.944>can <00:36:15.225>benefit

696
00:36:16.915 --> 00:36:20.445
<00:36:16.915>from <00:36:17.195>quickly <00:36:17.475>diagnosing <00:36:17.755>diseases <00:36:18.035>potentially <00:36:18.315>leading

697
00:36:20.505 --> 00:36:23.245
<00:36:20.505>to <00:36:20.785>faster <00:36:21.065>and <00:36:21.345>more <00:36:21.625>accurate <00:36:21.905>diagnoses,

698
00:36:23.815 --> 00:36:25.565
<00:36:23.815>which <00:36:24.165>will <00:36:24.515>improve <00:36:24.865>patient <00:36:25.215>outcomes.

699
00:36:25.745 --> 00:36:28.725
<00:36:25.745>And <00:36:25.978>then <00:36:26.211>researchers <00:36:26.444>can <00:36:26.678>utilize <00:36:26.911>generative <00:36:27.145>models

700
00:36:28.785 --> 00:36:31.845
<00:36:28.785>to <00:36:29.018>analyze <00:36:29.251>medical <00:36:29.484>images, <00:36:29.718>to <00:36:29.951>detect <00:36:30.185>abnormalities

701
00:36:32.625 --> 00:36:35.005
<00:36:32.625>and <00:36:32.825>aid <00:36:33.025>in <00:36:33.225>the <00:36:33.425>development <00:36:33.625>of <00:36:33.825>new <00:36:34.025>treatments.

702
00:36:35.505 --> 00:36:39.485
<00:36:35.505>So <00:36:35.680>generative <00:36:35.855>AI <00:36:36.030>algorithms <00:36:36.205>can <00:36:36.380>also <00:36:36.555>assist <00:36:36.730>in <00:36:36.905>diagnosing

703
00:36:39.485 --> 00:36:42.165
<00:36:39.485>diseases <00:36:39.835>by <00:36:40.185>analyzing <00:36:40.535>patient's <00:36:40.885>symptoms

704
00:36:42.265 --> 00:36:46.005
<00:36:42.265>and <00:36:42.464>medical <00:36:42.665>records <00:36:42.865>potentially <00:36:43.065>leading <00:36:43.265>to <00:36:43.464>more <00:36:43.665>accurate

705
00:36:46.225 --> 00:36:48.285
<00:36:46.225>and <00:36:46.924>timely <00:36:47.625>diagnosis.

706
00:36:49.765 --> 00:36:54.495
<00:36:49.765>Okay, <00:36:49.940>so <00:36:50.115>those <00:36:50.290>are <00:36:50.464>the <00:36:50.640>top <00:36:50.815>10 <00:36:50.990>use <00:36:51.165>cases

707
00:36:54.545 --> 00:36:56.855
<00:36:54.545>we're <00:36:54.825>seeing <00:36:55.105>across <00:36:55.385>generative <00:36:55.665>ai, <00:36:55.945>just

708
00:36:56.855 --> 00:36:57.855
<00:36:56.855>to <00:36:57.080>give <00:36:57.305>everyone <00:36:57.530>an <00:36:57.755>idea.

709
00:36:58.595 --> 00:37:01.895
<00:36:58.595>But <00:36:58.794>gen <00:36:58.995>AI <00:36:59.194>can't <00:36:59.395>just <00:36:59.595>be <00:36:59.794>about <00:36:59.995>technology

710
00:37:02.195 --> 00:37:03.975
<00:37:02.195>for <00:37:02.661>technology's <00:37:03.128>sake, <00:37:03.595>right?

711
00:37:04.035 --> 00:37:06.215
<00:37:04.035>It <00:37:04.315>should <00:37:04.595>really <00:37:04.875>solve <00:37:05.154>real <00:37:05.435>problems.

712
00:37:06.755 --> 00:37:09.575
<00:37:06.755>And <00:37:06.895>so <00:37:07.035>it's <00:37:07.175>important <00:37:07.315>to <00:37:07.455>slow <00:37:07.595>down, <00:37:07.735>take <00:37:07.875>a <00:37:08.015>step <00:37:08.155>back

713
00:37:10.315 --> 00:37:12.135
<00:37:10.315>and <00:37:10.548>ask <00:37:10.781>what <00:37:11.015>are <00:37:11.248>the <00:37:11.481>pain <00:37:11.715>points

714
00:37:12.355 --> 00:37:15.255
<00:37:12.355>and <00:37:12.555>what <00:37:12.755>are <00:37:12.955>the <00:37:13.155>needs <00:37:13.355>of <00:37:13.555>our <00:37:13.755>users?

715
00:37:16.035 --> 00:37:18.495
<00:37:16.035>So <00:37:16.234>the <00:37:16.435>use <00:37:16.634>cases <00:37:16.835>on <00:37:17.035>this <00:37:17.234>slide <00:37:17.435>are

716
00:37:18.575 --> 00:37:20.935
<00:37:18.575>non-industry <00:37:19.041>specific <00:37:19.508>use <00:37:19.975>cases.

717
00:37:21.115 --> 00:37:23.095
<00:37:21.115>We <00:37:21.395>call <00:37:21.674>these <00:37:21.955>user-centric <00:37:22.234>use <00:37:22.515>cases

718
00:37:23.445 --> 00:37:25.495
<00:37:23.445>because <00:37:23.725>they're <00:37:24.005>focused <00:37:24.285>on <00:37:24.565>really <00:37:24.845>solving

719
00:37:25.755 --> 00:37:26.895
<00:37:25.755>actual <00:37:26.268>pain <00:37:26.781>points.

720
00:37:27.555 --> 00:37:28.895
<00:37:27.555>Modern <00:37:27.957>work <00:37:28.359>is <00:37:28.761>amazing,

721
00:37:29.315 --> 00:37:30.935
<00:37:29.315>but <00:37:29.665>there <00:37:30.015>are <00:37:30.365>some <00:37:30.715>situations

722
00:37:31.065 --> 00:37:33.455
<00:37:31.065>where <00:37:31.265>technology <00:37:31.465>is <00:37:31.665>actually <00:37:31.865>getting <00:37:32.065>in <00:37:32.265>the <00:37:32.465>way.

723
00:37:33.555 --> 00:37:35.855
<00:37:33.555>For <00:37:33.754>example, <00:37:33.955>there's <00:37:34.154>so <00:37:34.355>much <00:37:34.555>information <00:37:34.754>at <00:37:34.955>work

724
00:37:36.355 --> 00:37:40.015
<00:37:36.355>and <00:37:36.555>sometimes <00:37:36.755>it <00:37:36.955>feels <00:37:37.155>like <00:37:37.355>total <00:37:37.555>information <00:37:37.755>overload

725
00:37:40.475 --> 00:37:42.255
<00:37:40.475>and <00:37:40.825>AI <00:37:41.174>brings <00:37:41.525>things <00:37:41.875>together

726
00:37:42.915 --> 00:37:46.415
<00:37:42.915>and <00:37:43.115>helps <00:37:43.315>people <00:37:43.515>get <00:37:43.715>the <00:37:43.915>information <00:37:44.115>that <00:37:44.315>matters.

727
00:37:47.275 --> 00:37:49.975
<00:37:47.275>I'm, <00:37:47.450>I'm <00:37:47.625>gonna <00:37:47.800>zoom <00:37:47.975>in <00:37:48.150>on <00:37:48.325>at <00:37:48.500>least <00:37:48.675>four

728
00:37:49.975 --> 00:37:53.055
<00:37:49.975>of <00:37:50.130>these <00:37:50.286>use <00:37:50.441>cases <00:37:50.597>in <00:37:50.752>the <00:37:50.908>interest <00:37:51.063>of <00:37:51.219>time, <00:37:51.375>um,

729
00:37:53.125 --> 00:37:55.695
<00:37:53.125>that <00:37:53.325>are <00:37:53.525>very <00:37:53.725>popular <00:37:53.925>among <00:37:54.125>our <00:37:54.325>customer <00:37:54.525>base

730
00:37:55.835 --> 00:37:58.375
<00:37:55.835>and <00:37:56.035>actually <00:37:56.235>solve <00:37:56.435>some <00:37:56.635>of <00:37:56.835>these <00:37:57.035>pain <00:37:57.235>points.

731
00:37:59.035 --> 00:38:02.615
<00:37:59.035>So <00:37:59.234>here's <00:37:59.435>how <00:37:59.634>AI <00:37:59.835>really <00:38:00.035>bring <00:38:00.234>things <00:38:00.435>together

732
00:38:03.195 --> 00:38:05.375
<00:38:03.195>and <00:38:03.395>we'll <00:38:03.595>start <00:38:03.795>with <00:38:03.995>chat <00:38:04.195>with <00:38:04.395>your <00:38:04.595>data.

733
00:38:06.405 --> 00:38:08.175
<00:38:06.405>This <00:38:06.755>is <00:38:07.105>by <00:38:07.455>far <00:38:07.805>one

734
00:38:08.175 --> 00:38:12.215
<00:38:08.175>of <00:38:08.302>the <00:38:08.429>most <00:38:08.556>common <00:38:08.684>use <00:38:08.811>cases <00:38:08.938>our <00:38:09.065>AI <00:38:09.193>global <00:38:09.320>black <00:38:09.447>belt <00:38:09.575>team

735
00:38:12.355 --> 00:38:14.935
<00:38:12.355>is <00:38:12.635>seeing <00:38:12.915>worldwide <00:38:13.195>in <00:38:13.475>all <00:38:13.755>industries

736
00:38:15.075 --> 00:38:17.815
<00:38:15.075>and <00:38:15.230>every <00:38:15.386>single <00:38:15.541>kind <00:38:15.697>of <00:38:15.852>team <00:38:16.008>you <00:38:16.163>can <00:38:16.319>think <00:38:16.475>of.

737
00:38:18.235 --> 00:38:20.095
<00:38:18.235>And <00:38:18.515>this <00:38:18.795>case <00:38:19.075>is <00:38:19.355>increasing <00:38:19.635>productivity

738
00:38:20.635 --> 00:38:24.175
<00:38:20.635>and <00:38:20.810>saving <00:38:20.985>time <00:38:21.160>across <00:38:21.335>the <00:38:21.510>globe <00:38:21.685>by <00:38:21.860>enabling <00:38:22.035>users

739
00:38:24.315 --> 00:38:25.815
<00:38:24.315>to <00:38:24.585>chat <00:38:24.855>with <00:38:25.125>their <00:38:25.395>own <00:38:25.665>data.

740
00:38:26.395 --> 00:38:27.735
<00:38:26.395>And <00:38:26.636>people <00:38:26.877>are <00:38:27.118>using <00:38:27.359>it <00:38:27.601>internally,

741
00:38:27.805 --> 00:38:29.775
<00:38:27.805>they're <00:38:28.038>also <00:38:28.271>using <00:38:28.504>it <00:38:28.738>for <00:38:28.971>their <00:38:29.205>customers.

742
00:38:30.275 --> 00:38:32.135
<00:38:30.275>So <00:38:30.555>I'm <00:38:30.835>gonna <00:38:31.115>pass <00:38:31.395>the <00:38:31.675>mic

743
00:38:32.715 --> 00:38:36.685
<00:38:32.715>to <00:38:32.948>our <00:38:33.181>senior <00:38:33.415>technical <00:38:33.648>specialist, <00:38:33.881>Matthew <00:38:34.115>Bootle,

744
00:38:37.065 --> 00:38:39.005
<00:38:37.065>to <00:38:37.298>show <00:38:37.531>you <00:38:37.765>a <00:38:37.998>simple <00:38:38.231>demo <00:38:38.465>of

745
00:38:39.005 --> 00:38:41.125
<00:38:39.005>how <00:38:39.205>crazy <00:38:39.405>fast <00:38:39.605>you <00:38:39.805>can <00:38:40.005>create <00:38:40.205>a <00:38:40.405>chat

746
00:38:41.125 --> 00:38:42.365
<00:38:41.125>with <00:38:41.497>your <00:38:41.868>data <00:38:42.241>solution.

747
00:38:46.695 --> 00:38:49.475
<00:38:46.695>Hey <00:38:46.895>everybody, <00:38:47.095>um, <00:38:47.295>super <00:38:47.495>happy <00:38:47.695>to <00:38:47.895>be <00:38:48.095>here.

748
00:38:49.535 --> 00:38:50.795
<00:38:49.535>Um, <00:38:49.761>thanks <00:38:49.988>for <00:38:50.215>having <00:38:50.442>me <00:38:50.669>on.

749
00:38:51.575 --> 00:38:52.675
<00:38:51.575>I'm <00:38:51.904>Matt <00:38:52.235>Bootle, <00:38:52.565>uh,

750
00:38:52.675 --> 00:38:56.395
<00:38:52.675>technical <00:38:52.830>specialist <00:38:52.986>in <00:38:53.141>AI <00:38:53.297>at <00:38:53.452>Microsoft <00:38:53.608>on, <00:38:53.763>uh, <00:38:53.919>sess <00:38:54.075>team.

751
00:38:56.395 --> 00:39:00.155
<00:38:56.395>Like <00:38:56.535>she <00:38:56.675>said. <00:38:56.815>Um, <00:38:56.955>I'm <00:38:57.095>gonna <00:38:57.235>do, <00:38:57.375>simmy <00:38:57.515>has <00:38:57.655>asked <00:38:57.795>me

752
00:39:00.155 --> 00:39:03.275
<00:39:00.155>to <00:39:00.282>do <00:39:00.409>a <00:39:00.536>little <00:39:00.664>demo <00:39:00.791>of <00:39:00.918>something <00:39:01.045>called <00:39:01.173>Chat <00:39:01.300>with <00:39:01.427>Your <00:39:01.555>Data.

753
00:39:04.455 --> 00:39:08.415
<00:39:04.455>Um, <00:39:04.630>so <00:39:04.805>right <00:39:04.980>now <00:39:05.154>we're <00:39:05.330>in <00:39:05.505>something <00:39:05.680>called, <00:39:05.855>um,

754
00:39:08.415 --> 00:39:09.735
<00:39:08.415>if <00:39:08.563>you <00:39:08.712>can, <00:39:08.860>you <00:39:09.009>can <00:39:09.157>see <00:39:09.306>my <00:39:09.454>screen <00:39:09.603>right?

755
00:39:09.735 --> 00:39:11.215
<00:39:09.735>Yeah, <00:39:10.001>I'm <00:39:10.267>sharing <00:39:10.534>the <00:39:10.800>screen. <00:39:11.067>Um,

756
00:39:11.305 --> 00:39:13.975
<00:39:11.305>we're <00:39:11.538>in <00:39:11.771>something <00:39:12.004>called <00:39:12.238>Chat <00:39:12.471>playground, <00:39:12.705>uh,

757
00:39:13.995 --> 00:39:16.215
<00:39:13.995>in <00:39:14.275>something <00:39:14.555>called <00:39:14.835>Azure <00:39:15.115>AI <00:39:15.395>Studio.

758
00:39:17.025 --> 00:39:18.175
<00:39:17.025>Simmy <00:39:17.542>mentioned, <00:39:18.060>uh,

759
00:39:18.205 --> 00:39:21.215
<00:39:18.205>chat <00:39:18.404>GPTA <00:39:18.605>couple <00:39:18.805>times <00:39:19.005>earlier <00:39:19.205>in <00:39:19.404>her <00:39:19.605>talk.

760
00:39:22.055 --> 00:39:25.375
<00:39:22.055>I <00:39:22.210>think <00:39:22.366>everybody's <00:39:22.521>pretty <00:39:22.677>familiar <00:39:22.832>with <00:39:22.988>chat <00:39:23.143>GPT <00:39:23.299>by <00:39:23.455>now.

761
00:39:25.555 --> 00:39:28.375
<00:39:25.555>You <00:39:25.694>know, <00:39:25.835>most <00:39:25.975>of <00:39:26.115>you <00:39:26.254>have <00:39:26.395>probably <00:39:26.535>tried <00:39:26.674>it <00:39:26.815>out <00:39:26.955>yourself,

762
00:39:28.475 --> 00:39:30.615
<00:39:28.475>um, <00:39:28.941>possibly <00:39:29.408>on, <00:39:29.875>uh,

763
00:39:30.615 --> 00:39:33.455
<00:39:30.615>like <00:39:30.790>the <00:39:30.964>free <00:39:31.140>version <00:39:31.314>on <00:39:31.490>open <00:39:31.665>AI's, <00:39:31.839>um, <00:39:32.015>website.

764
00:39:33.455 --> 00:39:35.215
<00:39:33.455>You <00:39:33.630>can <00:39:33.805>just <00:39:33.980>go <00:39:34.154>on, <00:39:34.330>create <00:39:34.505>a <00:39:34.680>free <00:39:34.855>account

765
00:39:35.315 --> 00:39:37.095
<00:39:35.315>and <00:39:35.781>start <00:39:36.248>chatting <00:39:36.715>away.

766
00:39:37.595 --> 00:39:40.975
<00:39:37.595>And <00:39:37.794>that's <00:39:37.995>basically, <00:39:38.194>um, <00:39:38.395>what <00:39:38.595>this <00:39:38.794>interface <00:39:38.995>does.

767
00:39:41.075 --> 00:39:44.495
<00:39:41.075>You <00:39:41.214>can <00:39:41.355>think <00:39:41.495>of <00:39:41.634>this <00:39:41.774>as <00:39:41.915>basically <00:39:42.055>like <00:39:42.194>chat <00:39:42.335>GPT <00:39:42.475>sort

768
00:39:44.495 --> 00:39:46.895
<00:39:44.495>of <00:39:44.775>thing <00:39:45.055>hosted <00:39:45.335>in <00:39:45.615>Microsoft <00:39:45.895>Azure.

769
00:39:46.955 --> 00:39:50.655
<00:39:46.955>You <00:39:47.154>can <00:39:47.355>see <00:39:47.555>I <00:39:47.755>have <00:39:47.955>A-A-G-P-T <00:39:48.154>3.5, <00:39:48.355>um,

770
00:39:51.105 --> 00:39:52.295
<00:39:51.105>turbo <00:39:51.462>deployment <00:39:51.819>in <00:39:52.176>here.

771
00:39:52.295 --> 00:39:56.015
<00:39:52.295>That's <00:39:52.495>just <00:39:52.695>like <00:39:52.895>the <00:39:53.095>specific <00:39:53.295>incarnation <00:39:53.495>of, <00:39:53.695>um,

772
00:39:56.015 --> 00:39:58.255
<00:39:56.015>the <00:39:56.214>GPT <00:39:56.415>model <00:39:56.615>that <00:39:56.815>I <00:39:57.015>have <00:39:57.214>that <00:39:57.415>I'm,

773
00:39:58.365 --> 00:39:59.655
<00:39:58.365>that <00:39:58.597>I'm <00:39:58.829>gonna <00:39:59.061>be <00:39:59.293>talking <00:39:59.526>to.

774
00:40:00.065 --> 00:40:02.975
<00:40:00.065>There <00:40:00.192>are <00:40:00.319>a <00:40:00.446>couple <00:40:00.574>things <00:40:00.701>in <00:40:00.828>here <00:40:00.955>that <00:40:01.083>I'm <00:40:01.210>allowed <00:40:01.337>to <00:40:01.465>tweak

775
00:40:03.005 --> 00:40:06.455
<00:40:03.005>that <00:40:03.112>as <00:40:03.220>far <00:40:03.328>as <00:40:03.435>I <00:40:03.543>know <00:40:03.651>you're <00:40:03.758>not <00:40:03.866>able <00:40:03.974>to <00:40:04.081>tweak <00:40:04.189>on <00:40:04.297>like <00:40:04.405>the,

776
00:40:06.555 --> 00:40:08.575
<00:40:06.555>the <00:40:06.835>free <00:40:07.115>OpenAI, <00:40:07.395>um, <00:40:07.674>website <00:40:07.955>version.

777
00:40:08.575 --> 00:40:10.615
<00:40:08.575>Like <00:40:08.774>for <00:40:08.975>example, <00:40:09.174>there <00:40:09.375>are <00:40:09.575>some <00:40:09.774>parameters <00:40:09.975>here.

778
00:40:11.555 --> 00:40:15.735
<00:40:11.555>Uh, <00:40:11.671>like <00:40:11.788>if <00:40:11.904>I <00:40:12.021>want <00:40:12.138>to <00:40:12.254>enable <00:40:12.371>the <00:40:12.488>max <00:40:12.605>response <00:40:12.721>to <00:40:12.838>be <00:40:12.955>bigger

779
00:40:16.555 --> 00:40:19.295
<00:40:16.555>or <00:40:16.730>I <00:40:16.904>can <00:40:17.080>change <00:40:17.254>this, <00:40:17.430>um, <00:40:17.605>parameter <00:40:17.779>called <00:40:17.955>temperature,

780
00:40:19.295 --> 00:40:20.895
<00:40:19.295>which <00:40:19.528>is <00:40:19.761>kind <00:40:19.995>of <00:40:20.228>like <00:40:20.461>the <00:40:20.695>randomness

781
00:40:20.895 --> 00:40:24.735
<00:40:20.895>of <00:40:21.022>the <00:40:21.149>response <00:40:21.276>you <00:40:21.404>a <00:40:21.531>lower <00:40:21.658>temperature <00:40:21.785>means, <00:40:21.913>um, <00:40:22.040>a <00:40:22.167>a <00:40:22.295>less,

782
00:40:24.975 --> 00:40:28.575
<00:40:24.975>a <00:40:25.150>less <00:40:25.325>random, <00:40:25.500>less <00:40:25.674>creative <00:40:25.850>response <00:40:26.025>on <00:40:26.200>the <00:40:26.375>part

783
00:40:28.575 --> 00:40:31.615
<00:40:28.575>of <00:40:28.730>the <00:40:28.886>language <00:40:29.041>model <00:40:29.197>and <00:40:29.352>a <00:40:29.508>higher <00:40:29.663>temperature <00:40:29.819>from, <00:40:29.975>from,

784
00:40:32.275 --> 00:40:34.375
<00:40:32.275>um, <00:40:32.625>closer <00:40:32.975>to <00:40:33.325>one <00:40:33.675>means

785
00:40:34.375 --> 00:40:36.215
<00:40:34.375>that <00:40:34.608>your <00:40:34.841>responses <00:40:35.075>are <00:40:35.308>gonna <00:40:35.541>be <00:40:35.775>more

786
00:40:36.215 --> 00:40:37.895
<00:40:36.215>random, <00:40:36.681>um, <00:40:37.148>more <00:40:37.615>creative.

787
00:40:38.835 --> 00:40:40.335
<00:40:38.835>And <00:40:39.105>so <00:40:39.375>let's <00:40:39.645>see <00:40:39.915>what <00:40:40.185>else.

788
00:40:40.435 --> 00:40:43.495
<00:40:40.435>You <00:40:40.551>also, <00:40:40.668>I <00:40:40.785>don't, <00:40:40.901>I <00:40:41.018>don't <00:40:41.134>think <00:40:41.251>you <00:40:41.368>can <00:40:41.485>change <00:40:41.601>this <00:40:41.718>on, <00:40:41.835>uh,

789
00:40:43.495 --> 00:40:44.495
<00:40:43.495>on <00:40:43.944>OpenAI, <00:40:44.395>um,

790
00:40:44.515 --> 00:40:46.895
<00:40:44.515>but <00:40:44.748>this, <00:40:44.981>this <00:40:45.214>chat <00:40:45.448>playground <00:40:45.681>lets <00:40:45.915>you

791
00:40:46.895 --> 00:40:48.175
<00:40:46.895>edit <00:40:47.279>the <00:40:47.663>system <00:40:48.047>message.

792
00:40:48.555 --> 00:40:50.215
<00:40:48.555>So <00:40:48.788>just <00:40:49.021>to <00:40:49.254>give <00:40:49.488>you <00:40:49.721>an <00:40:49.955>example,

793
00:40:50.225 --> 00:40:51.695
<00:40:50.225>let's <00:40:50.445>say <00:40:50.666>I'm <00:40:50.886>talking <00:40:51.107>to <00:40:51.327>this <00:40:51.548>thing.

794
00:40:52.345 --> 00:40:54.155
<00:40:52.345>Hello. <00:40:53.745>Um,

795
00:40:55.955 --> 00:40:57.475
<00:40:55.955>I <00:40:56.183>don't <00:40:56.411>know, <00:40:56.639>how <00:40:56.866>are <00:40:57.095>you <00:40:57.323>doing?

796
00:40:59.085 --> 00:41:01.145
<00:40:59.085>Um, <00:40:59.260>as <00:40:59.435>an <00:40:59.610>ai, <00:40:59.785>I <00:40:59.960>don't <00:41:00.135>have <00:41:00.310>feelings, <00:41:00.485>okay?

797
00:41:01.205 --> 00:41:02.425
<00:41:01.205>Um, <00:41:01.388>but <00:41:01.571>I've <00:41:01.754>kind <00:41:01.937>of <00:41:02.120>given <00:41:02.303>it

798
00:41:02.425 --> 00:41:03.905
<00:41:02.425>instructions <00:41:02.615>here <00:41:02.805>to <00:41:02.995>tell <00:41:03.186>it <00:41:03.376>what <00:41:03.566>it <00:41:03.757>is.

799
00:41:03.905 --> 00:41:06.305
<00:41:03.905>You're <00:41:04.080>an <00:41:04.255>AI <00:41:04.430>assistant <00:41:04.605>that <00:41:04.780>helps <00:41:04.955>people <00:41:05.130>find <00:41:05.305>information.

800
00:41:06.865 --> 00:41:08.105
<00:41:06.865>I <00:41:07.237>can <00:41:07.609>modify <00:41:07.981>this

801
00:41:08.125 --> 00:41:10.185
<00:41:08.125>and <00:41:08.325>say <00:41:08.525>something <00:41:08.725>like, <00:41:08.925>you're <00:41:09.125>an <00:41:09.325>AI <00:41:09.525>assistant

802
00:41:10.185 --> 00:41:11.305
<00:41:10.185>that <00:41:10.437>helps <00:41:10.689>you <00:41:10.941>find <00:41:11.192>information.

803
00:41:11.565 --> 00:41:16.505
<00:41:11.565>Um, <00:41:11.845>you <00:41:12.125>always <00:41:12.405>end <00:41:12.685>a <00:41:12.965>sentence

804
00:41:17.655 --> 00:41:20.185
<00:41:17.655>with <00:41:18.121>an <00:41:18.588>exclamation <00:41:19.055>point.

805
00:41:20.305 --> 00:41:22.505
<00:41:20.305>I <00:41:20.460>don't <00:41:20.616>know, <00:41:20.771>just <00:41:20.927>something, <00:41:21.082>something <00:41:21.238>like <00:41:21.393>that <00:41:21.549>for <00:41:21.705>fun.

806
00:41:22.505 --> 00:41:23.505
<00:41:22.505>We'll <00:41:22.805>apply <00:41:23.105>these <00:41:23.405>changes.

807
00:41:24.445 --> 00:41:28.425
<00:41:24.445>Um, <00:41:24.572>and <00:41:24.699>so <00:41:24.826>now <00:41:24.954>this <00:41:25.081>new <00:41:25.208>system <00:41:25.335>message <00:41:25.463>gets <00:41:25.590>like <00:41:25.717>passed, <00:41:25.845>uh,

808
00:41:28.455 --> 00:41:30.745
<00:41:28.455>with, <00:41:28.610>with <00:41:28.766>the <00:41:28.921>message <00:41:29.077>when <00:41:29.232>I'm <00:41:29.388>chatting <00:41:29.543>with <00:41:29.699>a <00:41:29.855>thing.

809
00:41:30.745 --> 00:41:32.385
<00:41:30.745>And <00:41:30.920>so <00:41:31.095>I <00:41:31.270>say, <00:41:31.444>I <00:41:31.620>have <00:41:31.795>to <00:41:31.970>start <00:41:32.145>over.

810
00:41:32.455 --> 00:41:34.765
<00:41:32.455>I'll <00:41:32.630>say, <00:41:32.805>hello, <00:41:32.980>how <00:41:33.154>can <00:41:33.330>I <00:41:33.505>help <00:41:33.680>you <00:41:33.855>today?

811
00:41:35.265 --> 00:41:39.285
<00:41:35.265>Um, <00:41:35.440>I <00:41:35.615>don't <00:41:35.790>know, <00:41:35.964>what's <00:41:36.140>the <00:41:36.315>capital <00:41:36.490>of <00:41:36.665>Denmark?

812
00:41:40.735 --> 00:41:42.275
<00:41:40.735>How <00:41:41.081>about <00:41:41.428>Denmark? <00:41:41.774>It's <00:41:42.121>Copenhagen.

813
00:41:42.295 --> 00:41:45.395
<00:41:42.295>So <00:41:42.435>it <00:41:42.575>paid <00:41:42.715>attention <00:41:42.855>to <00:41:42.995>this <00:41:43.135>fact <00:41:43.275>that <00:41:43.415>I, <00:41:43.555>um, <00:41:43.695>asked

814
00:41:45.395 --> 00:41:46.435
<00:41:45.395>for <00:41:45.707>an <00:41:46.019>exclamation <00:41:46.331>mark.

815
00:41:46.575 --> 00:41:49.275
<00:41:46.575>But <00:41:46.774>other <00:41:46.975>than <00:41:47.174>that, <00:41:47.375>I'm <00:41:47.575>basically <00:41:47.774>just <00:41:47.975>chatting

816
00:41:49.385 --> 00:41:51.075
<00:41:49.385>with <00:41:49.735>the <00:41:50.085>language <00:41:50.435>model <00:41:50.785>itself,

817
00:41:51.655 --> 00:41:54.475
<00:41:51.655>and <00:41:51.810>that <00:41:51.966>is <00:41:52.121>not <00:41:52.277>what <00:41:52.432>I <00:41:52.588>came <00:41:52.743>here <00:41:52.899>to <00:41:53.055>demonstrate.

818
00:41:54.535 --> 00:41:57.395
<00:41:54.535>So <00:41:54.734>the <00:41:54.935>language <00:41:55.134>model <00:41:55.335>itself <00:41:55.535>doesn't <00:41:55.734>have <00:41:55.935>access

819
00:41:57.495 --> 00:41:59.395
<00:41:57.495>to <00:41:57.728>my <00:41:57.961>data <00:41:58.194>or <00:41:58.428>anything <00:41:58.661>like <00:41:58.895>that.

820
00:41:59.935 --> 00:42:01.795
<00:41:59.935>Um, <00:42:00.285>but <00:42:00.634>Azure, <00:42:00.985>OpenAI <00:42:01.335>Studio

821
00:42:02.615 --> 00:42:06.075
<00:42:02.615>and <00:42:02.754>Azure <00:42:02.895>AI <00:42:03.035>Studio <00:42:03.174>in <00:42:03.314>general <00:42:03.455>has <00:42:03.595>this <00:42:03.734>feature <00:42:03.875>called <00:42:04.015>Add

822
00:42:06.075 --> 00:42:09.675
<00:42:06.075>Your <00:42:06.250>Data, <00:42:06.424>where <00:42:06.600>now <00:42:06.774>instead <00:42:06.950>of <00:42:07.125>just <00:42:07.299>talking <00:42:07.475>to

823
00:42:10.335 --> 00:42:13.195
<00:42:10.335>the <00:42:10.568>model <00:42:10.801>about <00:42:11.035>like, <00:42:11.268>you <00:42:11.501>know, <00:42:11.735>whatever,

824
00:42:13.355 --> 00:42:15.755
<00:42:13.355>I <00:42:13.555>can <00:42:13.755>actually <00:42:13.955>kind <00:42:14.155>of <00:42:14.355>customize <00:42:14.555>my <00:42:14.755>experience

825
00:42:16.175 --> 00:42:20.075
<00:42:16.175>and <00:42:16.315>I <00:42:16.455>can <00:42:16.595>give <00:42:16.735>the <00:42:16.875>model <00:42:17.015>the <00:42:17.155>opportunity <00:42:17.295>to <00:42:17.435>search <00:42:17.575>data

826
00:42:20.145 --> 00:42:21.395
<00:42:20.145>that <00:42:20.520>I've <00:42:20.895>uploaded <00:42:21.270>data

827
00:42:21.415 --> 00:42:23.995
<00:42:21.415>or <00:42:21.615>documents <00:42:21.815>that <00:42:22.015>I've <00:42:22.215>uploaded <00:42:22.415>into <00:42:22.615>Microsoft <00:42:22.815>Azure

828
00:42:24.695 --> 00:42:28.075
<00:42:24.695>and <00:42:24.870>built <00:42:25.045>a <00:42:25.220>search <00:42:25.395>index <00:42:25.570>with <00:42:25.745>so <00:42:25.920>that, <00:42:26.095>um,

829
00:42:28.785 --> 00:42:32.195
<00:42:28.785>when <00:42:28.940>I'm <00:42:29.096>chatting <00:42:29.251>with <00:42:29.407>this <00:42:29.562>thing, <00:42:29.718>it <00:42:29.873>can <00:42:30.029>actually <00:42:30.185>respond

830
00:42:32.765 --> 00:42:35.835
<00:42:32.765>based <00:42:33.045>on <00:42:33.325>information <00:42:33.605>from <00:42:33.884>my <00:42:34.165>data

831
00:42:35.895 --> 00:42:38.275
<00:42:35.895>or <00:42:36.070>my <00:42:36.245>documents <00:42:36.420>that <00:42:36.595>I <00:42:36.770>know <00:42:36.945>is <00:42:37.120>like <00:42:37.295>correct

832
00:42:38.335 --> 00:42:40.115
<00:42:38.335>and <00:42:38.568>established <00:42:38.801>and <00:42:39.035>I've <00:42:39.268>vetted <00:42:39.501>and <00:42:39.735>everything.

833
00:42:40.115 --> 00:42:41.115
<00:42:40.115>It's <00:42:40.415>my <00:42:40.714>data, <00:42:41.015>right?

834
00:42:41.295 --> 00:42:43.075
<00:42:41.295>And <00:42:41.422>I <00:42:41.549>wanna <00:42:41.676>be <00:42:41.804>able <00:42:41.931>to <00:42:42.058>search <00:42:42.185>it <00:42:42.313>and <00:42:42.440>chat <00:42:42.567>with <00:42:42.695>it.

835
00:42:43.615 --> 00:42:47.475
<00:42:43.615>Um, <00:42:43.790>you <00:42:43.964>know, <00:42:44.140>like <00:42:44.314>language <00:42:44.490>models <00:42:44.665>themselves, <00:42:44.839>um, <00:42:45.015>we,

836
00:42:47.555 --> 00:42:49.875
<00:42:47.555>you <00:42:47.754>can't <00:42:47.955>necessarily <00:42:48.154>trust <00:42:48.355>that <00:42:48.555>what <00:42:48.754>they're <00:42:48.955>going

837
00:42:49.875 --> 00:42:51.755
<00:42:49.875>to <00:42:50.075>say <00:42:50.275>is <00:42:50.475>like <00:42:50.675>correct <00:42:50.875>or <00:42:51.075>true, <00:42:51.275>right?

838
00:42:52.025 --> 00:42:56.155
<00:42:52.025>They're, <00:42:52.225>um, <00:42:52.425>a <00:42:52.625>guy <00:42:52.825>at <00:42:53.025>Microsoft <00:42:53.225>frequently <00:42:53.425>refers

839
00:42:56.155 --> 00:42:58.515
<00:42:56.155>to <00:42:56.388>language <00:42:56.621>models <00:42:56.855>as <00:42:57.088>a <00:42:57.321>language <00:42:57.555>calculator.

840
00:42:58.585 --> 00:43:00.715
<00:42:58.585>Basically, <00:42:58.740>they <00:42:58.896>don't <00:42:59.051>know <00:42:59.207>if <00:42:59.362>what <00:42:59.518>they're <00:42:59.673>saying <00:42:59.829>is <00:42:59.985>right

841
00:43:00.715 --> 00:43:02.475
<00:43:00.715>or <00:43:00.890>wrong, <00:43:01.065>they <00:43:01.240>just <00:43:01.415>kind <00:43:01.590>of <00:43:01.765>generate <00:43:01.940>output, <00:43:02.115>right?

842
00:43:03.095 --> 00:43:04.915
<00:43:03.095>And <00:43:03.375>so <00:43:03.654>sometimes, <00:43:03.935>sometimes <00:43:04.214>that's <00:43:04.495>great,

843
00:43:04.915 --> 00:43:06.635
<00:43:04.915>sometimes <00:43:05.148>you <00:43:05.381>just <00:43:05.615>want <00:43:05.848>a <00:43:06.081>creative <00:43:06.315>response,

844
00:43:06.655 --> 00:43:08.315
<00:43:06.655>but <00:43:06.935>sometimes <00:43:07.215>you <00:43:07.495>need <00:43:07.775>your <00:43:08.055>response

845
00:43:08.335 --> 00:43:10.075
<00:43:08.335>to <00:43:08.685>be <00:43:09.035>grounded <00:43:09.385>in <00:43:09.735>something.

846
00:43:10.295 --> 00:43:12.595
<00:43:10.295>And <00:43:10.470>that's <00:43:10.645>where <00:43:10.820>we <00:43:10.995>have <00:43:11.170>this <00:43:11.345>concept <00:43:11.520>of <00:43:11.695>groundedness.

847
00:43:12.645 --> 00:43:15.755
<00:43:12.645>We're <00:43:12.800>grounding <00:43:12.956>our <00:43:13.111>chat <00:43:13.267>experience <00:43:13.422>by <00:43:13.578>adding <00:43:13.733>our <00:43:13.889>own <00:43:14.045>data

848
00:43:16.335 --> 00:43:18.115
<00:43:16.335>and <00:43:16.615>ensuring <00:43:16.895>that <00:43:17.175>what <00:43:17.455>comes <00:43:17.735>back

849
00:43:18.115 --> 00:43:20.195
<00:43:18.115>to <00:43:18.270>us <00:43:18.426>is <00:43:18.581>actually <00:43:18.737>based <00:43:18.892>in <00:43:19.048>some <00:43:19.203>kind <00:43:19.359>of <00:43:19.515>reality.

850
00:43:20.575 --> 00:43:23.275
<00:43:20.575>And <00:43:20.774>so <00:43:20.975>we <00:43:21.174>can <00:43:21.375>add <00:43:21.575>a <00:43:21.774>data <00:43:21.975>source.

851
00:43:23.735 --> 00:43:27.595
<00:43:23.735>Um, <00:43:23.875>so <00:43:24.015>for <00:43:24.155>this <00:43:24.295>example, <00:43:24.435>um, <00:43:24.575>I <00:43:24.715>didn't <00:43:24.855>really <00:43:24.995>know, <00:43:25.135>uh,

852
00:43:27.625 --> 00:43:30.115
<00:43:27.625>what <00:43:27.765>would <00:43:27.905>be <00:43:28.045>sort <00:43:28.185>of <00:43:28.325>a <00:43:28.465>fun <00:43:28.605>document <00:43:28.745>to <00:43:28.885>work <00:43:29.025>with.

853
00:43:30.815 --> 00:43:34.635
<00:43:30.815>Um, <00:43:30.942>I, <00:43:31.069>I'll <00:43:31.196>a <00:43:31.324>bit <00:43:31.451>later <00:43:31.578>I'll <00:43:31.705>talk <00:43:31.833>through <00:43:31.960>some, <00:43:32.087>um, <00:43:32.215>kind

854
00:43:34.635 --> 00:43:37.875
<00:43:34.635>of <00:43:34.790>common <00:43:34.946>use <00:43:35.101>cases <00:43:35.257>that <00:43:35.412>that, <00:43:35.568>um, <00:43:35.723>that, <00:43:35.879>you <00:43:36.035>know,

855
00:43:37.875 --> 00:43:39.275
<00:43:37.875>real <00:43:38.085>world <00:43:38.295>customers <00:43:38.505>are <00:43:38.715>doing <00:43:38.925>with <00:43:39.135>this.

856
00:43:39.295 --> 00:43:42.075
<00:43:39.295>But <00:43:39.528>I <00:43:39.761>did <00:43:39.995>find, <00:43:40.228>um, <00:43:40.461>this <00:43:40.695>fifa,

857
00:43:42.075 --> 00:43:46.315
<00:43:42.075>the <00:43:42.274>official <00:43:42.475>FIFA <00:43:42.674>legal <00:43:42.875>handbook <00:43:43.075>from <00:43:43.274>2021, <00:43:43.475>um,

858
00:43:46.635 --> 00:43:47.955
<00:43:46.635>I <00:43:46.872>thought <00:43:47.110>this <00:43:47.347>would <00:43:47.585>be <00:43:47.823>interesting

859
00:43:47.955 --> 00:43:50.395
<00:43:47.955>because <00:43:48.154>it's <00:43:48.355>a <00:43:48.555>gigantic <00:43:48.755>book <00:43:48.955>of <00:43:49.154>like <00:43:49.355>rules

860
00:43:50.495 --> 00:43:52.915
<00:43:50.495>and, <00:43:50.775>you <00:43:51.055>know, <00:43:51.335>technical, <00:43:51.615>um, <00:43:51.895>regulations

861
00:43:52.935 --> 00:43:54.835
<00:43:52.935>and <00:43:53.168>things <00:43:53.401>like <00:43:53.634>that, <00:43:53.868>um, <00:43:54.101>for <00:43:54.335>soccer

862
00:43:54.935 --> 00:43:56.955
<00:43:54.935>or <00:43:55.168>football, <00:43:55.401>if <00:43:55.634>you're <00:43:55.868>of <00:43:56.101>that <00:43:56.335>persuasion

863
00:43:57.015 --> 00:43:59.075
<00:43:57.015>and <00:43:57.248>it's <00:43:57.481>over <00:43:57.714>a <00:43:57.948>thousand <00:43:58.181>pages <00:43:58.415>long.

864
00:43:59.375 --> 00:44:03.635
<00:43:59.375>So <00:43:59.515>I <00:43:59.655>think <00:43:59.795>it's <00:43:59.935>pretty <00:44:00.075>cool <00:44:00.215>to, <00:44:00.355>um, <00:44:00.495>showcase <00:44:00.635>chatting <00:44:00.775>with

865
00:44:03.815 --> 00:44:06.315
<00:44:03.815>and, <00:44:04.095>and <00:44:04.375>searching <00:44:04.655>over <00:44:04.935>a <00:44:05.215>document

866
00:44:06.315 --> 00:44:07.795
<00:44:06.315>that's <00:44:06.581>over <00:44:06.847>a <00:44:07.114>thousand <00:44:07.380>pages <00:44:07.647>long.

867
00:44:07.895 --> 00:44:11.115
<00:44:07.895>So <00:44:08.095>this <00:44:08.295>typically <00:44:08.495>takes <00:44:08.695>a <00:44:08.895>couple, <00:44:09.095>uh, <00:44:09.295>minutes

868
00:44:11.255 --> 00:44:12.395
<00:44:11.255>to <00:44:11.597>like <00:44:11.939>get <00:44:12.281>uploaded

869
00:44:12.395 --> 00:44:14.715
<00:44:12.395>and <00:44:12.522>you <00:44:12.649>have <00:44:12.776>to, <00:44:12.904>if <00:44:13.031>you <00:44:13.158>don't <00:44:13.285>already <00:44:13.413>have <00:44:13.540>a, <00:44:13.667>a <00:44:13.795>search

870
00:44:15.675 --> 00:44:16.795
<00:44:15.675>resource <00:44:15.843>created, <00:44:16.011>you <00:44:16.179>have <00:44:16.347>to <00:44:16.515>create <00:44:16.683>a

871
00:44:16.795 --> 00:44:18.035
<00:44:16.795>search <00:44:17.018>resource <00:44:17.241>and <00:44:17.464>create <00:44:17.687>an <00:44:17.911>index.

872
00:44:18.415 --> 00:44:20.675
<00:44:18.415>It <00:44:18.570>can <00:44:18.726>take <00:44:18.881>like <00:44:19.037>three <00:44:19.192>to <00:44:19.348>five <00:44:19.503>minutes, <00:44:19.659>depending <00:44:19.815>on

873
00:44:20.675 --> 00:44:22.075
<00:44:20.675>how <00:44:20.990>much <00:44:21.305>information <00:44:21.620>you <00:44:21.935>have.

874
00:44:22.175 --> 00:44:24.315
<00:44:22.175>Um, <00:44:22.375>so <00:44:22.575>I'm <00:44:22.775>not <00:44:22.975>gonna <00:44:23.175>do <00:44:23.375>it <00:44:23.575>here.

875
00:44:24.345 --> 00:44:26.355
<00:44:24.345>I've <00:44:24.625>actually <00:44:24.904>already, <00:44:25.185>um, <00:44:25.464>done <00:44:25.745>it.

876
00:44:26.495 --> 00:44:28.075
<00:44:26.495>And <00:44:26.694>so <00:44:26.895>we'll <00:44:27.095>pop <00:44:27.295>over <00:44:27.495>to <00:44:27.694>this <00:44:27.895>window

877
00:44:28.075 --> 00:44:29.515
<00:44:28.075>where <00:44:28.399>I <00:44:28.723>have <00:44:29.047>everything <00:44:29.371>prepared.

878
00:44:29.975 --> 00:44:32.485
<00:44:29.975>You <00:44:30.130>can <00:44:30.286>see <00:44:30.441>that <00:44:30.597>now, <00:44:30.752>um, <00:44:30.908>I've <00:44:31.063>added <00:44:31.219>my <00:44:31.375>data

879
00:44:32.585 --> 00:44:35.405
<00:44:32.585>and <00:44:32.785>I'm <00:44:32.985>actually, <00:44:33.185>I'm <00:44:33.385>chatting, <00:44:33.585>uh, <00:44:33.785>with <00:44:33.985>a,

880
00:44:35.405 --> 00:44:36.485
<00:44:35.405>with <00:44:35.648>a, <00:44:35.891>with <00:44:36.134>a <00:44:36.377>model.

881
00:44:36.555 --> 00:44:39.845
<00:44:36.555>It's <00:44:36.694>the <00:44:36.835>same <00:44:36.975>model. <00:44:37.115>But <00:44:37.254>now <00:44:37.395>I <00:44:37.535>have <00:44:37.674>access <00:44:37.815>to, <00:44:37.955>um,

882
00:44:39.875 --> 00:44:42.085
<00:44:39.875>this <00:44:40.108>index <00:44:40.341>that <00:44:40.575>contains <00:44:40.808>only <00:44:41.041>one <00:44:41.275>document.

883
00:44:42.145 --> 00:44:45.245
<00:44:42.145>It <00:44:42.272>only, <00:44:42.399>the <00:44:42.526>only <00:44:42.654>document <00:44:42.781>that <00:44:42.908>it <00:44:43.035>is <00:44:43.163>indexed <00:44:43.290>is <00:44:43.417>this, <00:44:43.545>uh,

884
00:44:45.245 --> 00:44:47.405
<00:44:45.245>2021 <00:44:45.711>FIFA <00:44:46.178>legal <00:44:46.645>Handbook.

885
00:44:47.945 --> 00:44:50.765
<00:44:47.945>And <00:44:48.100>also <00:44:48.256>I've <00:44:48.411>changed <00:44:48.567>the <00:44:48.722>system <00:44:48.878>prompt <00:44:49.033>a <00:44:49.189>little <00:44:49.345>bit.

886
00:44:50.925 --> 00:44:52.525
<00:44:50.925>I, <00:44:51.158>I <00:44:51.391>said <00:44:51.625>you're <00:44:51.858>an <00:44:52.091>AI <00:44:52.325>assistant

887
00:44:52.525 --> 00:44:54.525
<00:44:52.525>that <00:44:52.758>can <00:44:52.991>answer <00:44:53.225>questions <00:44:53.458>about <00:44:53.691>FIFA <00:44:53.925>rules

888
00:44:54.525 --> 00:44:57.485
<00:44:54.525>and <00:44:54.758>regulations <00:44:54.991>just <00:44:55.225>to <00:44:55.458>make <00:44:55.691>that <00:44:55.925>explicit.

889
00:44:58.025 --> 00:45:00.165
<00:44:58.025>Um, <00:44:58.200>now <00:44:58.375>let's <00:44:58.550>try <00:44:58.725>this <00:44:58.900>again. <00:44:59.075>Let's <00:44:59.250>say <00:44:59.425>hello.

890
00:45:02.815 --> 00:45:04.755
<00:45:02.815>Um, <00:45:02.942>I'm <00:45:03.069>here <00:45:03.196>to <00:45:03.324>help <00:45:03.451>you <00:45:03.578>with <00:45:03.705>any <00:45:03.833>questions <00:45:03.960>you <00:45:04.087>have <00:45:04.215>about

891
00:45:04.865 --> 00:45:05.955
<00:45:04.865>FIFA <00:45:05.192>rules <00:45:05.519>and <00:45:05.846>regulations.

892
00:45:05.955 --> 00:45:08.755
<00:45:05.955>Okay? <00:45:06.154>Um, <00:45:06.355>I <00:45:06.555>mean, <00:45:06.755>anybody <00:45:06.955>can <00:45:07.154>say <00:45:07.355>that.

893
00:45:08.755 --> 00:45:12.795
<00:45:08.755>Let's, <00:45:08.895>let's <00:45:09.035>see <00:45:09.175>if <00:45:09.315>it <00:45:09.455>actually <00:45:09.595>works. <00:45:09.735>Um, <00:45:09.875>I <00:45:10.015>don't <00:45:10.155>know.

894
00:45:12.915 --> 00:45:15.555
<00:45:12.915>I <00:45:13.055>wish <00:45:13.195>I <00:45:13.335>knew <00:45:13.475>more <00:45:13.615>about, <00:45:13.755>let's <00:45:13.895>see, <00:45:14.035>how <00:45:14.175>many <00:45:14.315>players

895
00:45:16.135 --> 00:45:18.555
<00:45:16.135>can <00:45:16.335>be <00:45:16.535>on <00:45:16.735>the <00:45:16.935>field <00:45:17.135>at <00:45:17.335>a <00:45:17.535>time.

896
00:45:18.555 --> 00:45:20.595
<00:45:18.555>That's <00:45:18.754>kind <00:45:18.955>of <00:45:19.154>a <00:45:19.355>pretty <00:45:19.555>easy <00:45:19.754>question, <00:45:19.955>right?

897
00:45:24.665 --> 00:45:26.445
<00:45:24.665>The <00:45:24.805>number <00:45:24.945>of <00:45:25.085>players <00:45:25.225>allowed <00:45:25.365>on <00:45:25.505>the <00:45:25.645>field <00:45:25.785>at <00:45:25.925>a <00:45:26.065>time

898
00:45:26.445 --> 00:45:28.925
<00:45:26.445>during <00:45:26.620>a <00:45:26.795>football <00:45:26.970>match <00:45:27.145>is <00:45:27.320>11 <00:45:27.495>for <00:45:27.670>each <00:45:27.845>team.

899
00:45:29.705 --> 00:45:32.765
<00:45:29.705>Oh, <00:45:29.938>okay. <00:45:30.171>Um, <00:45:30.404>that's <00:45:30.638>great. <00:45:30.871>Let's <00:45:31.105>see.

900
00:45:32.985 --> 00:45:37.815
<00:45:32.985>Um, <00:45:33.335>Are <00:45:33.685>there <00:45:34.035>ever <00:45:34.385>fewer

901
00:45:38.565 --> 00:45:40.095
<00:45:38.565>than <00:45:39.253>22 <00:45:39.942>players?

902
00:45:48.815 --> 00:45:51.145
<00:45:48.815>Okay, <00:45:48.942>no, <00:45:49.069>there <00:45:49.196>are <00:45:49.324>never <00:45:49.451>fewer <00:45:49.578>than <00:45:49.705>22 <00:45:49.833>players <00:45:49.960>on <00:45:50.087>the <00:45:50.215>field

903
00:45:51.145 --> 00:45:52.505
<00:45:51.145>during <00:45:51.451>a <00:45:51.757>standard <00:45:52.063>football <00:45:52.369>match.

904
00:45:52.525 --> 00:45:53.985
<00:45:52.525>And <00:45:52.787>as <00:45:53.050>you <00:45:53.313>can <00:45:53.576>see, <00:45:53.839>um,

905
00:45:54.255 --> 00:45:57.865
<00:45:54.255>it's <00:45:54.410>actually <00:45:54.566>given <00:45:54.721>me <00:45:54.877>a <00:45:55.032>citation <00:45:55.188>from <00:45:55.343>the <00:45:55.499>handbook <00:45:55.655>itself.

906
00:45:58.175 --> 00:45:59.505
<00:45:58.175>This <00:45:58.414>is <00:45:58.653>the <00:45:58.893>really <00:45:59.132>cool <00:45:59.372>thing.

907
00:45:59.765 --> 00:46:03.545
<00:45:59.765>Um, <00:45:59.904>so <00:46:00.045>I <00:46:00.185>know <00:46:00.325>that <00:46:00.464>I'm <00:46:00.605>not <00:46:00.745>just <00:46:00.884>getting <00:46:01.025>information, <00:46:01.165>um,

908
00:46:03.685 --> 00:46:06.105
<00:46:03.685>you <00:46:03.840>know, <00:46:03.996>from <00:46:04.151>whatever <00:46:04.307>data <00:46:04.462>the <00:46:04.618>model <00:46:04.773>was <00:46:04.929>trained <00:46:05.085>on,

909
00:46:06.365 --> 00:46:08.305
<00:46:06.365>but <00:46:06.564>I'm <00:46:06.765>being, <00:46:06.964>I'm, <00:46:07.165>I'm <00:46:07.365>having <00:46:07.564>my <00:46:07.765>data

910
00:46:08.305 --> 00:46:09.945
<00:46:08.305>that <00:46:08.538>I <00:46:08.771>uploaded <00:46:09.004>cited <00:46:09.238>back <00:46:09.471>to <00:46:09.705>me.

911
00:46:09.965 --> 00:46:12.345
<00:46:09.965>So <00:46:10.165>I'm <00:46:10.365>actually <00:46:10.565>having <00:46:10.765>a <00:46:10.965>conversation <00:46:11.165>with <00:46:11.365>something

912
00:46:12.345 --> 00:46:13.705
<00:46:12.345>that <00:46:12.589>has <00:46:12.834>access <00:46:13.079>to <00:46:13.324>that <00:46:13.569>data.

913
00:46:14.685 --> 00:46:17.145
<00:46:14.685>Um, <00:46:15.151>let's <00:46:15.618>see. <00:46:16.085>Um,

914
00:46:29.275 --> 00:46:30.055
<00:46:29.275>it <00:46:29.509>is <00:46:29.743>a <00:46:29.977>disciplinary

915
00:46:30.455 --> 00:46:31.735
<00:46:30.455>sanction <00:46:30.647>football <00:46:30.839>that's <00:46:31.031>shown <00:46:31.223>to <00:46:31.415>a <00:46:31.607>player.

916
00:46:31.755 --> 00:46:36.055
<00:46:31.755>If <00:46:31.955>a <00:46:32.155>player <00:46:32.355>receives <00:46:32.555>two <00:46:32.755>yellow <00:46:32.955>cards, <00:46:33.155>let's,

917
00:46:36.055 --> 00:46:37.255
<00:46:36.055>let's <00:46:36.325>ask <00:46:36.595>one <00:46:36.865>more <00:46:37.135>question.

918
00:46:52.435 --> 00:46:53.895
<00:46:52.435>My <00:46:52.654>player <00:46:52.873>can <00:46:53.092>receive <00:46:53.311>a <00:46:53.529>yellow <00:46:53.749>card

919
00:46:53.895 --> 00:46:55.775
<00:46:53.895>for <00:46:54.128>various <00:46:54.361>reasons, <00:46:54.595>et <00:46:54.828>cetera, <00:46:55.061>et <00:46:55.295>cetera.

920
00:46:55.775 --> 00:46:58.295
<00:46:55.775>And <00:46:55.950>these <00:46:56.125>all <00:46:56.300>have <00:46:56.475>the <00:46:56.650>same <00:46:56.825>citation <00:46:57.000>here, <00:46:57.175>probably

921
00:46:58.295 --> 00:47:00.135
<00:46:58.295>because <00:46:58.528>they're <00:46:58.761>all <00:46:58.995>from <00:46:59.228>the <00:46:59.461>same <00:46:59.695>location.

922
00:47:00.635 --> 00:47:02.735
<00:47:00.635>Um, <00:47:00.835>I <00:47:01.035>can <00:47:01.235>actually <00:47:01.435>click <00:47:01.635>the <00:47:01.835>citation <00:47:02.035>here

923
00:47:02.735 --> 00:47:05.055
<00:47:02.735>and <00:47:02.890>it <00:47:03.046>will <00:47:03.201>give <00:47:03.357>me <00:47:03.512>the <00:47:03.668>section <00:47:03.823>in <00:47:03.979>my <00:47:04.135>data

924
00:47:05.055 --> 00:47:06.415
<00:47:05.055>that <00:47:05.299>it <00:47:05.544>pulled <00:47:05.789>the <00:47:06.034>answer <00:47:06.279>from.

925
00:47:07.155 --> 00:47:09.975
<00:47:07.155>So <00:47:07.310>this <00:47:07.466>is <00:47:07.621>not <00:47:07.777>just <00:47:07.932>a <00:47:08.088>language <00:47:08.243>model <00:47:08.399>making <00:47:08.555>something

926
00:47:09.975 --> 00:47:11.015
<00:47:09.975>up, <00:47:10.131>and <00:47:10.287>it <00:47:10.442>happens <00:47:10.598>to <00:47:10.755>be <00:47:10.911>right.

927
00:47:11.015 --> 00:47:13.135
<00:47:11.015>This <00:47:11.190>is <00:47:11.365>actually <00:47:11.540>pulled <00:47:11.714>straight <00:47:11.890>out <00:47:12.065>of <00:47:12.240>my <00:47:12.415>data.

928
00:47:13.595 --> 00:47:15.695
<00:47:13.595>Um, <00:47:13.875>but <00:47:14.154>like, <00:47:14.435>you <00:47:14.714>know, <00:47:14.995>reformatted

929
00:47:15.795 --> 00:47:19.375
<00:47:15.795>by <00:47:15.950>the <00:47:16.106>GPT <00:47:16.261>language <00:47:16.417>model <00:47:16.572>in <00:47:16.728>a, <00:47:16.883>in <00:47:17.039>a <00:47:17.195>way

930
00:47:19.375 --> 00:47:20.535
<00:47:19.375>that <00:47:19.636>like <00:47:19.897>I <00:47:20.158>can <00:47:20.419>understand

931
00:47:20.635 --> 00:47:21.855
<00:47:20.635>and <00:47:21.001>I <00:47:21.367>can <00:47:21.733>converse

932
00:47:21.855 --> 00:47:23.615
<00:47:21.855>with <00:47:22.055>in <00:47:22.255>natural <00:47:22.455>language, <00:47:22.655>which <00:47:22.855>is <00:47:23.055>pretty <00:47:23.255>cool.

933
00:47:24.155 --> 00:47:28.775
<00:47:24.155>Um, <00:47:24.355>Thank <00:47:24.555>you. <00:47:24.755>Uh, <00:47:24.955>yeah, <00:47:25.155>so <00:47:25.355>that's <00:47:25.555>it.

934
00:47:28.795 --> 00:47:32.365
<00:47:28.795>Um, <00:47:28.950>so <00:47:29.106>this <00:47:29.261>was <00:47:29.417>an <00:47:29.572>example <00:47:29.728>of, <00:47:29.883>um, <00:47:30.039>of <00:47:30.195>chat

935
00:47:32.365 --> 00:47:34.805
<00:47:32.365>with <00:47:32.564>your <00:47:32.765>data <00:47:32.964>using <00:47:33.165>this <00:47:33.365>FIFA <00:47:33.564>legal <00:47:33.765>handbook.

936
00:47:34.835 --> 00:47:38.245
<00:47:34.835>Obviously, <00:47:34.962>I <00:47:35.089>guess <00:47:35.216>that <00:47:35.344>this <00:47:35.471>could <00:47:35.598>be <00:47:35.725>like <00:47:35.853>a, <00:47:35.980>a <00:47:36.107>real <00:47:36.235>life,

937
00:47:38.305 --> 00:47:40.765
<00:47:38.305>you <00:47:38.538>know, <00:47:38.771>realistic <00:47:39.004>scenario <00:47:39.238>use <00:47:39.471>case <00:47:39.705>for,

938
00:47:41.105 --> 00:47:43.405
<00:47:41.105>for <00:47:41.305>certain <00:47:41.505>people, <00:47:41.705>maybe <00:47:41.905>for <00:47:42.105>football, <00:47:42.305>soccer <00:47:42.505>coaches,

939
00:47:43.685 --> 00:47:45.685
<00:47:43.685>I <00:47:43.860>guess, <00:47:44.035>um, <00:47:44.210>I <00:47:44.384>don't <00:47:44.560>know <00:47:44.735>if <00:47:44.910>they're <00:47:45.085>supposed

940
00:47:45.685 --> 00:47:47.165
<00:47:45.685>to <00:47:45.951>have <00:47:46.217>this <00:47:46.484>whole <00:47:46.750>handbook <00:47:47.017>memorized,

941
00:47:47.425 --> 00:47:51.685
<00:47:47.425>but <00:47:47.552>more <00:47:47.679>typical <00:47:47.806>use <00:47:47.934>cases <00:47:48.061>that <00:47:48.188>we <00:47:48.315>see <00:47:48.443>are, <00:47:48.570>for <00:47:48.697>example, <00:47:48.825>um,

942
00:47:51.685 --> 00:47:54.285
<00:47:51.685>like <00:47:51.840>if <00:47:51.996>companies <00:47:52.151>have, <00:47:52.307>you <00:47:52.462>know, <00:47:52.618>they <00:47:52.773>have <00:47:52.929>a <00:47:53.085>lot

943
00:47:54.285 --> 00:47:57.085
<00:47:54.285>of <00:47:54.518>internal <00:47:54.751>documentation <00:47:54.984>for <00:47:55.218>things <00:47:55.451>like, <00:47:55.685>um,

944
00:47:57.085 --> 00:47:59.485
<00:47:57.085>healthcare <00:47:57.318>plans, <00:47:57.551>their <00:47:57.785>employees <00:47:58.018>healthcare <00:47:58.251>plans, <00:47:58.485>right?

945
00:47:59.615 --> 00:48:01.365
<00:47:59.615>Maybe <00:47:59.895>hundreds <00:48:00.174>of <00:48:00.455>pages <00:48:00.734>on <00:48:01.015>that.

946
00:48:01.465 --> 00:48:02.925
<00:48:01.465>Um, <00:48:01.903>sometimes <00:48:02.341>very <00:48:02.779>technical.

947
00:48:03.195 --> 00:48:05.285
<00:48:03.195>Sometimes <00:48:03.395>that <00:48:03.595>stuff <00:48:03.795>is <00:48:03.995>really <00:48:04.195>hard <00:48:04.395>to <00:48:04.595>search.

948
00:48:05.745 --> 00:48:09.085
<00:48:05.745>And <00:48:05.884>so <00:48:06.025>it <00:48:06.165>is <00:48:06.305>really <00:48:06.444>great <00:48:06.585>if <00:48:06.725>employees <00:48:06.865>have <00:48:07.005>the <00:48:07.145>opportunity

949
00:48:09.145 --> 00:48:11.605
<00:48:09.145>to <00:48:09.425>chat <00:48:09.705>over <00:48:09.985>that <00:48:10.265>healthcare <00:48:10.545>information.

950
00:48:11.605 --> 00:48:12.645
<00:48:11.605>They <00:48:11.839>can <00:48:12.073>just <00:48:12.307>log <00:48:12.541>on

951
00:48:12.645 --> 00:48:16.565
<00:48:12.645>and <00:48:12.772>say, <00:48:12.899>Hey, <00:48:13.026>you <00:48:13.154>know, <00:48:13.281>I <00:48:13.408>have <00:48:13.535>plan <00:48:13.663>X, <00:48:13.790>Y, <00:48:13.917>Z, <00:48:14.045>um,

952
00:48:17.545 --> 00:48:20.565
<00:48:17.545>and, <00:48:17.685>you <00:48:17.825>know, <00:48:17.965>a, <00:48:18.105>b, <00:48:18.245>C <00:48:18.385>happened <00:48:18.525>to, <00:48:18.665>to <00:48:18.805>me, <00:48:18.945>um,

953
00:48:20.565 --> 00:48:22.765
<00:48:20.565>what <00:48:20.720>can <00:48:20.876>I <00:48:21.031>sort <00:48:21.187>of <00:48:21.342>like <00:48:21.498>file <00:48:21.653>a <00:48:21.809>claim <00:48:21.965>for?

954
00:48:22.835 --> 00:48:25.885
<00:48:22.835>What, <00:48:23.035>what's <00:48:23.235>covered, <00:48:23.435>what's <00:48:23.635>not <00:48:23.835>covered, <00:48:24.035>et <00:48:24.235>cetera.

955
00:48:25.985 --> 00:48:28.965
<00:48:25.985>Um, <00:48:26.185>another <00:48:26.385>really <00:48:26.585>common <00:48:26.785>use <00:48:26.985>case <00:48:27.185>is, <00:48:27.385>um,

956
00:48:29.035 --> 00:48:31.445
<00:48:29.035>like <00:48:29.234>a <00:48:29.435>chat <00:48:29.634>bot <00:48:29.835>on <00:48:30.035>your <00:48:30.234>company <00:48:30.435>webpage

957
00:48:31.445 --> 00:48:34.125
<00:48:31.445>where <00:48:31.620>customers <00:48:31.795>can <00:48:31.970>ask <00:48:32.145>questions <00:48:32.320>about <00:48:32.495>your <00:48:32.670>product <00:48:32.845>line,

958
00:48:34.655 --> 00:48:37.965
<00:48:34.655>where <00:48:34.795>the <00:48:34.935>data, <00:48:35.075>it, <00:48:35.215>the <00:48:35.355>data <00:48:35.495>that <00:48:35.635>you've <00:48:35.775>uploaded <00:48:35.915>an <00:48:36.055>index

959
00:48:38.025 --> 00:48:40.885
<00:48:38.025>and <00:48:38.180>it <00:48:38.336>can <00:48:38.491>search <00:48:38.647>over <00:48:38.802>is <00:48:38.958>information <00:48:39.113>about <00:48:39.269>the <00:48:39.425>products

960
00:48:40.885 --> 00:48:42.125
<00:48:40.885>that <00:48:41.257>your <00:48:41.629>company <00:48:42.001>sells.

961
00:48:42.665 --> 00:48:46.645
<00:48:42.665>Um, <00:48:42.820>or <00:48:42.976>something <00:48:43.131>like <00:48:43.287>engineers <00:48:43.442>in <00:48:43.598>your <00:48:43.753>company <00:48:43.909>that <00:48:44.065>need

962
00:48:46.645 --> 00:48:49.125
<00:48:46.645>to <00:48:46.878>consult, <00:48:47.111>um, <00:48:47.345>you <00:48:47.578>know, <00:48:47.811>best <00:48:48.045>practices.

963
00:48:49.125 --> 00:48:50.485
<00:48:49.125>You <00:48:49.369>have <00:48:49.614>a <00:48:49.859>lot <00:48:50.104>of <00:48:50.349>documentation

964
00:48:50.755 --> 00:48:54.125
<00:48:50.755>that <00:48:50.895>you've <00:48:51.035>built <00:48:51.175>up <00:48:51.315>over <00:48:51.455>the <00:48:51.595>years <00:48:51.735>on <00:48:51.875>best <00:48:52.015>practices, <00:48:52.155>rules

965
00:48:54.125 --> 00:48:55.885
<00:48:54.125>and <00:48:54.358>regulations <00:48:54.591>that <00:48:54.825>they're <00:48:55.058>supposed <00:48:55.291>to <00:48:55.525>follow.

966
00:48:56.345 --> 00:48:58.045
<00:48:56.345>Um, <00:48:56.520>and <00:48:56.694>you <00:48:56.870>want <00:48:57.044>them <00:48:57.220>all <00:48:57.395>to <00:48:57.569>be <00:48:57.745>sort

967
00:48:58.045 --> 00:48:59.125
<00:48:58.045>of <00:48:58.239>working <00:48:58.433>off <00:48:58.628>a <00:48:58.822>common <00:48:59.017>source.

968
00:48:59.125 --> 00:49:01.245
<00:48:59.125>They <00:48:59.358>can <00:48:59.591>actually <00:48:59.825>like, <00:49:00.058>you <00:49:00.291>know, <00:49:00.525>chat,

969
00:49:01.475 --> 00:49:02.925
<00:49:01.475>they <00:49:01.736>can <00:49:01.997>ask <00:49:02.258>questions <00:49:02.519>in <00:49:02.780>here

970
00:49:02.945 --> 00:49:06.005
<00:49:02.945>and <00:49:03.120>the <00:49:03.295>the <00:49:03.470>model <00:49:03.645>will <00:49:03.820>answer <00:49:03.995>questions <00:49:04.170>based <00:49:04.345>on

971
00:49:06.075 --> 00:49:07.085
<00:49:06.075>that <00:49:06.984>documentation.

972
00:49:07.185 --> 00:49:11.965
<00:49:07.185>So <00:49:07.418>really <00:49:07.651>amazing <00:49:07.884>technology, <00:49:08.118>um, <00:49:08.351>that, <00:49:08.585>uh,

973
00:49:12.675 --> 00:49:16.085
<00:49:12.675>sort <00:49:12.802>of <00:49:12.929>like <00:49:13.056>built <00:49:13.184>on <00:49:13.311>top <00:49:13.438>of <00:49:13.565>this <00:49:13.693>chat <00:49:13.820>GPT, <00:49:13.947>um, <00:49:14.075>sort

974
00:49:16.085 --> 00:49:20.165
<00:49:16.085>of <00:49:16.225>technology <00:49:16.365>and <00:49:16.505>this <00:49:16.645>chat <00:49:16.785>with <00:49:16.925>your <00:49:17.065>data <00:49:17.205>is <00:49:17.345>the <00:49:17.485>technology

975
00:49:20.165 --> 00:49:22.925
<00:49:20.165>that <00:49:20.398>underpins <00:49:20.631>all <00:49:20.865>of <00:49:21.098>the <00:49:21.331>copilot <00:49:21.565>stuff

976
00:49:22.925 --> 00:49:24.925
<00:49:22.925>that <00:49:23.080>you've <00:49:23.236>been <00:49:23.391>hearing <00:49:23.547>about <00:49:23.702>that <00:49:23.858>Simmy <00:49:24.013>has <00:49:24.169>talked <00:49:24.325>about

977
00:49:25.425 --> 00:49:26.965
<00:49:25.425>and <00:49:25.579>I <00:49:25.733>think <00:49:25.887>might <00:49:26.041>talk <00:49:26.195>a <00:49:26.349>little <00:49:26.503>bit <00:49:26.657>more <00:49:26.811>about.

978
00:49:27.345 --> 00:49:29.765
<00:49:27.345>Um, <00:49:27.472>but <00:49:27.599>yeah, <00:49:27.726>that's <00:49:27.854>it <00:49:27.981>for <00:49:28.108>me <00:49:28.235>that <00:49:28.363>this <00:49:28.490>has <00:49:28.617>been <00:49:28.745>the,

979
00:49:29.765 --> 00:49:31.205
<00:49:29.765>the <00:49:30.024>chat <00:49:30.283>with <00:49:30.542>your <00:49:30.801>data <00:49:31.060>demo.

980
00:49:31.345 --> 00:49:33.165
<00:49:31.345>I'm <00:49:31.472>gonna <00:49:31.599>hand <00:49:31.726>it <00:49:31.854>back <00:49:31.981>to <00:49:32.108>Simmy <00:49:32.235>now. <00:49:32.363>Thank <00:49:32.490>you <00:49:32.617>so <00:49:32.745>much.

981
00:49:35.665 --> 00:49:38.645
<00:49:35.665>I <00:49:36.131>wonderful. <00:49:36.598>Thanks <00:49:37.065>Matt.

982
00:49:39.065 --> 00:49:42.125
<00:49:39.065>Um, <00:49:39.240>you <00:49:39.415>know, <00:49:39.590>I'll <00:49:39.765>throw <00:49:39.940>in <00:49:40.115>another <00:49:40.290>use <00:49:40.465>case

983
00:49:42.125 --> 00:49:44.565
<00:49:42.125>that <00:49:42.280>I'm <00:49:42.436>seeing <00:49:42.591>a <00:49:42.747>lot <00:49:42.902>around <00:49:43.058>chat <00:49:43.213>with <00:49:43.369>your <00:49:43.525>datas

984
00:49:44.585 --> 00:49:46.125
<00:49:44.585>for <00:49:45.047>executives <00:49:45.509>and <00:49:45.971>leadership.

985
00:49:46.155 --> 00:49:48.005
<00:49:46.155>They <00:49:46.435>have <00:49:46.715>a <00:49:46.995>lot <00:49:47.275>of <00:49:47.555>dashboards

986
00:49:48.005 --> 00:49:49.565
<00:49:48.005>and <00:49:48.285>reporting <00:49:48.565>that <00:49:48.845>they, <00:49:49.125>you <00:49:49.405>know,

987
00:49:49.615 --> 00:49:52.925
<00:49:49.615>wanna <00:49:49.754>review <00:49:49.895>every <00:49:50.035>morning <00:49:50.174>to <00:49:50.314>get <00:49:50.455>a <00:49:50.595>pulse <00:49:50.734>on <00:49:50.875>their <00:49:51.015>business.

988
00:49:53.545 --> 00:49:56.525
<00:49:53.545>And <00:49:53.700>instead <00:49:53.856>of <00:49:54.011>having <00:49:54.167>to <00:49:54.322>read <00:49:54.478>through <00:49:54.633>all <00:49:54.789>the <00:49:54.945>dashboards,

989
00:49:56.635 --> 00:50:00.005
<00:49:56.635>they <00:49:56.810>can <00:49:56.985>now <00:49:57.160>leverage <00:49:57.335>our <00:49:57.510>solutions <00:49:57.685>to <00:49:57.860>just <00:49:58.035>chat

990
00:50:00.005 --> 00:50:03.605
<00:50:00.005>with <00:50:00.205>the <00:50:00.405>data <00:50:00.605>and <00:50:00.805>ask <00:50:01.005>the <00:50:01.205>key <00:50:01.405>questions

991
00:50:03.945 --> 00:50:06.085
<00:50:03.945>and, <00:50:04.145>you <00:50:04.345>know, <00:50:04.545>points <00:50:04.745>that <00:50:04.945>they're <00:50:05.145>curious <00:50:05.345>about.

992
00:50:07.065 --> 00:50:08.245
<00:50:07.065>And <00:50:07.419>that <00:50:07.773>was <00:50:08.127>great.

993
00:50:08.505 --> 00:50:12.325
<00:50:08.505>But, <00:50:08.632>um, <00:50:08.759>I <00:50:08.886>think <00:50:09.014>next, <00:50:09.141>next <00:50:09.268>time <00:50:09.395>I'm <00:50:09.523>gonna, <00:50:09.650>you <00:50:09.777>know, <00:50:09.905>need

994
00:50:12.325 --> 00:50:14.805
<00:50:12.325>to <00:50:12.480>create <00:50:12.636>like <00:50:12.791>a, <00:50:12.947>a <00:50:13.102>chat <00:50:13.258>with <00:50:13.413>your <00:50:13.569>data <00:50:13.725>app

995
00:50:14.905 --> 00:50:17.885
<00:50:14.905>for <00:50:15.105>American <00:50:15.305>football <00:50:15.505>since <00:50:15.705>I <00:50:15.905>still <00:50:16.105>have <00:50:16.305>no

996
00:50:17.885 --> 00:50:19.045
<00:50:17.885>idea <00:50:18.146>what <00:50:18.407>the <00:50:18.668>rules <00:50:18.929>are.

997
00:50:19.065 --> 00:50:22.125
<00:50:19.065>And <00:50:19.181>all <00:50:19.298>I <00:50:19.415>do <00:50:19.531>during <00:50:19.648>the <00:50:19.765>Super <00:50:19.881>Bowl <00:50:19.998>game <00:50:20.115>is <00:50:20.231>eat <00:50:20.348>and <00:50:20.465>drink

998
00:50:22.145 --> 00:50:23.485
<00:50:22.145>and <00:50:22.386>wait <00:50:22.627>for <00:50:22.868>the <00:50:23.109>halftime <00:50:23.351>show.

999
00:50:24.065 --> 00:50:26.125
<00:50:24.065>But <00:50:24.265>it's <00:50:24.465>pretty <00:50:24.665>amazing <00:50:24.865>you <00:50:25.065>can <00:50:25.265>do <00:50:25.465>this

1000
00:50:26.125 --> 00:50:27.570
<00:50:26.125>with <00:50:26.450>any <00:50:26.775>kind <00:50:27.100>of <00:50:27.425>information.

1001
00:50:28.105 --> 00:50:30.885
<00:50:28.105>And <00:50:28.260>so <00:50:28.416>I'll <00:50:28.571>give <00:50:28.727>'em <00:50:28.882>a <00:50:29.038>virtual <00:50:29.193>round <00:50:29.349>of <00:50:29.505>applause

1002
00:50:31.465 --> 00:50:33.085
<00:50:31.465>to <00:50:32.165>Matt, <00:50:32.865>Dr.

1003
00:50:33.155 --> 00:50:37.765
<00:50:33.155>Matt, <00:50:33.271>I <00:50:33.388>would <00:50:33.505>say. <00:50:33.621>And <00:50:33.738>so <00:50:33.855>the <00:50:33.971>point <00:50:34.088>of <00:50:34.205>that <00:50:34.321>demo <00:50:34.438>was <00:50:34.555>really

1004
00:50:37.765 --> 00:50:39.325
<00:50:37.765>to <00:50:37.964>show <00:50:38.165>you <00:50:38.365>how <00:50:38.565>easy <00:50:38.765>it <00:50:38.964>is, <00:50:39.165>right?

1005
00:50:39.325 --> 00:50:41.165
<00:50:39.325>To <00:50:39.524>chat <00:50:39.725>with <00:50:39.924>your <00:50:40.125>data, <00:50:40.325>save <00:50:40.524>yourself <00:50:40.725>having

1006
00:50:41.165 --> 00:50:42.565
<00:50:41.165>to <00:50:41.585>read <00:50:42.005>entire <00:50:42.425>documents.

1007
00:50:42.905 --> 00:50:45.805
<00:50:42.905>And <00:50:43.060>on <00:50:43.216>our <00:50:43.371>team, <00:50:43.527>we <00:50:43.682>actually <00:50:43.838>have <00:50:43.993>to <00:50:44.149>be <00:50:44.305>careful

1008
00:50:46.115 --> 00:50:48.005
<00:50:46.115>what <00:50:46.464>processes <00:50:46.814>we <00:50:47.165>complain <00:50:47.515>about.

1009
00:50:48.785 --> 00:50:51.805
<00:50:48.785>In <00:50:48.960>fact, <00:50:49.134>we <00:50:49.310>complained <00:50:49.484>about <00:50:49.660>some <00:50:49.835>processes <00:50:50.009>so <00:50:50.185>much

1010
00:50:51.915 --> 00:50:54.685
<00:50:51.915>that <00:50:52.070>next <00:50:52.226>week <00:50:52.381>our <00:50:52.537>leadership <00:50:52.692>team <00:50:52.848>set <00:50:53.003>up <00:50:53.159>an <00:50:53.315>internal

1011
00:50:54.795 --> 00:50:57.885
<00:50:54.795>hackathon <00:50:54.995>for <00:50:55.195>our <00:50:55.395>AI <00:50:55.595>global <00:50:55.795>black <00:50:55.995>belt <00:50:56.195>team

1012
00:50:57.905 --> 00:50:59.965
<00:50:57.905>so <00:50:58.105>we <00:50:58.305>can <00:50:58.505>actually <00:50:58.705>solve <00:50:58.905>our <00:50:59.105>own <00:50:59.305>problems.

1013
00:51:00.105 --> 00:51:03.445
<00:51:00.105>So, <00:51:00.338>um, <00:51:00.571>you <00:51:00.805>know, <00:51:01.038>really <00:51:01.271>great <00:51:01.505>tools,

1014
00:51:03.905 --> 00:51:05.045
<00:51:03.905>but <00:51:04.110>we <00:51:04.315>need <00:51:04.520>to <00:51:04.725>be <00:51:04.931>careful.

1015
00:51:06.025 --> 00:51:10.365
<00:51:06.025>Um, <00:51:06.200>so <00:51:06.375>next <00:51:06.550>I'm <00:51:06.725>gonna <00:51:06.900>take <00:51:07.075>you <00:51:07.250>through, <00:51:07.425>um,

1016
00:51:10.945 --> 00:51:13.885
<00:51:10.945>two <00:51:11.120>customers <00:51:11.295>who <00:51:11.470>are <00:51:11.645>using <00:51:11.820>chat <00:51:11.995>with <00:51:12.170>your <00:51:12.345>data

1017
00:51:13.985 --> 00:51:15.085
<00:51:13.985>and <00:51:14.232>how <00:51:14.480>they're <00:51:14.727>doing <00:51:14.975>it.

1018
00:51:15.545 --> 00:51:17.685
<00:51:15.545>And <00:51:15.685>I'm <00:51:15.825>gonna <00:51:15.965>try <00:51:16.105>to <00:51:16.245>wrap <00:51:16.385>things <00:51:16.525>up <00:51:16.665>here <00:51:16.805>pretty <00:51:16.945>quickly

1019
00:51:17.745 --> 00:51:19.125
<00:51:17.745>so <00:51:17.993>we <00:51:18.241>have <00:51:18.490>time <00:51:18.738>for <00:51:18.987>questions.

1020
00:51:19.345 --> 00:51:21.125
<00:51:19.345>But <00:51:19.625>the <00:51:19.904>first <00:51:20.185>one <00:51:20.464>is <00:51:20.745>Dentin.

1021
00:51:21.305 --> 00:51:24.685
<00:51:21.305>And <00:51:21.460>Dentin <00:51:21.616>is <00:51:21.771>the <00:51:21.927>largest <00:51:22.082>legal <00:51:22.238>firm <00:51:22.393>in <00:51:22.549>the <00:51:22.705>world.

1022
00:51:24.795 --> 00:51:28.725
<00:51:24.795>They've <00:51:24.935>had <00:51:25.075>a <00:51:25.215>very <00:51:25.355>clear <00:51:25.495>unmet <00:51:25.635>user <00:51:25.775>need <00:51:25.915>to <00:51:26.055>solve <00:51:26.195>for,

1023
00:51:28.725 --> 00:51:30.405
<00:51:28.725>which <00:51:29.191>is <00:51:29.658>contract <00:51:30.125>summarization.

1024
00:51:30.935 --> 00:51:34.005
<00:51:30.935>Their <00:51:31.168>employees <00:51:31.401>are <00:51:31.634>literally <00:51:31.868>drowning <00:51:32.101>in <00:51:32.335>documents.

1025
00:51:34.225 --> 00:51:37.525
<00:51:34.225>And <00:51:34.365>so <00:51:34.505>to <00:51:34.645>develop <00:51:34.785>what <00:51:34.924>they <00:51:35.065>call <00:51:35.205>their <00:51:35.345>fleet <00:51:35.485>AI <00:51:35.625>application,

1026
00:51:37.915 --> 00:51:39.605
<00:51:37.915>they <00:51:38.381>actually <00:51:38.848>combine <00:51:39.315>models.

1027
00:51:39.675 --> 00:51:44.045
<00:51:39.675>They <00:51:39.830>use <00:51:39.986>the <00:51:40.141>new <00:51:40.297>GPT-4 <00:51:40.452>model <00:51:40.608>through <00:51:40.763>Azure <00:51:40.919>OpenAI <00:51:41.075>service

1028
00:51:44.225 --> 00:51:46.885
<00:51:44.225>and <00:51:44.505>also <00:51:44.785>Meta's <00:51:45.065>Lama <00:51:45.345>two <00:51:45.625>model.

1029
00:51:47.265 --> 00:51:50.165
<00:51:47.265>And <00:51:47.404>with <00:51:47.545>their <00:51:47.685>Fleet <00:51:47.825>AI <00:51:47.964>application, <00:51:48.105>they <00:51:48.245>were <00:51:48.384>able <00:51:48.525>to <00:51:48.665>chat

1030
00:51:50.165 --> 00:51:53.485
<00:51:50.165>with <00:51:50.340>their <00:51:50.515>data, <00:51:50.690>which <00:51:50.865>took <00:51:51.040>the <00:51:51.215>time <00:51:51.390>it <00:51:51.565>takes

1031
00:51:53.545 --> 00:51:55.565
<00:51:53.545>for <00:51:53.825>contract <00:51:54.105>summarization <00:51:54.385>from <00:51:54.665>four <00:51:54.945>hours

1032
00:51:55.665 --> 00:51:57.645
<00:51:55.665>to <00:51:55.945>just <00:51:56.225>five <00:51:56.505>minutes <00:51:56.785>with <00:51:57.065>ai.

1033
00:51:58.105 --> 00:52:00.085
<00:51:58.105>And <00:51:58.260>so <00:51:58.416>this <00:51:58.571>is <00:51:58.727>what <00:51:58.882>we're <00:51:59.038>so <00:51:59.193>excited <00:51:59.349>to <00:51:59.505>see.

1034
00:52:00.155 --> 00:52:02.125
<00:52:00.155>It's <00:52:00.435>customers <00:52:00.715>making <00:52:00.995>the <00:52:01.275>very <00:52:01.555>most

1035
00:52:02.145 --> 00:52:05.685
<00:52:02.145>of <00:52:02.320>the <00:52:02.495>model <00:52:02.670>flexibility <00:52:02.845>Azure <00:52:03.020>offers <00:52:03.195>to <00:52:03.370>create <00:52:03.545>experiences

1036
00:52:05.685 --> 00:52:08.525
<00:52:05.685>that <00:52:05.860>like <00:52:06.035>really <00:52:06.210>set <00:52:06.384>them <00:52:06.560>apart <00:52:06.735>in <00:52:06.910>their <00:52:07.085>industry.

1037
00:52:11.465 --> 00:52:14.895
<00:52:11.465>Perplexity <00:52:11.698>is <00:52:11.931>another <00:52:12.165>example <00:52:12.398>of <00:52:12.631>a <00:52:12.865>customer

1038
00:52:14.915 --> 00:52:16.575
<00:52:14.915>that's <00:52:15.195>using <00:52:15.475>chat <00:52:15.755>with <00:52:16.035>your <00:52:16.315>data.

1039
00:52:17.355 --> 00:52:20.015
<00:52:17.355>Um, <00:52:17.530>you <00:52:17.705>know, <00:52:17.880>let's <00:52:18.055>skip <00:52:18.230>this <00:52:18.405>one <00:52:18.580>for <00:52:18.755>now

1040
00:52:20.635 --> 00:52:21.655
<00:52:20.635>in <00:52:20.864>the <00:52:21.094>interest <00:52:21.323>of <00:52:21.553>time.

1041
00:52:22.275 --> 00:52:24.855
<00:52:22.275>And <00:52:22.402>then, <00:52:22.529>you <00:52:22.656>know, <00:52:22.784>one <00:52:22.911>of <00:52:23.038>the <00:52:23.165>other <00:52:23.293>use <00:52:23.420>cases <00:52:23.547>we're <00:52:23.675>seeing

1042
00:52:24.975 --> 00:52:27.055
<00:52:24.975>a <00:52:25.255>lot <00:52:25.535>is <00:52:25.815>intelligent <00:52:26.095>call <00:52:26.375>centers.

1043
00:52:27.195 --> 00:52:29.335
<00:52:27.195>So <00:52:27.395>this <00:52:27.595>is <00:52:27.795>the <00:52:27.995>ability <00:52:28.195>to <00:52:28.395>leverage <00:52:28.595>AI

1044
00:52:29.355 --> 00:52:32.655
<00:52:29.355>to <00:52:29.635>empower <00:52:29.915>customer <00:52:30.195>service <00:52:30.475>with <00:52:30.755>insights

1045
00:52:32.685 --> 00:52:35.615
<00:52:32.685>that <00:52:32.860>help <00:52:33.035>their <00:52:33.210>customers <00:52:33.384>get <00:52:33.560>to <00:52:33.735>a <00:52:33.910>solution <00:52:34.085>faster.

1046
00:52:36.155 --> 00:52:38.975
<00:52:36.155>So <00:52:36.330>AI <00:52:36.505>can <00:52:36.680>listen <00:52:36.855>to <00:52:37.030>the <00:52:37.205>call <00:52:37.380>real <00:52:37.555>time,

1047
00:52:39.675 --> 00:52:41.495
<00:52:39.675>and <00:52:39.908>when <00:52:40.141>a <00:52:40.375>customer <00:52:40.608>asks <00:52:40.841>a <00:52:41.075>question,

1048
00:52:41.715 --> 00:52:44.455
<00:52:41.715>it <00:52:41.948>automatically <00:52:42.181>searches <00:52:42.415>the <00:52:42.648>internal <00:52:42.881>knowledge <00:52:43.115>base

1049
00:52:44.955 --> 00:52:47.575
<00:52:44.955>and <00:52:45.154>provides <00:52:45.355>the <00:52:45.555>answer <00:52:45.755>to <00:52:45.955>the <00:52:46.154>call <00:52:46.355>agent.

1050
00:52:48.005 --> 00:52:51.095
<00:52:48.005>It's <00:52:48.205>able <00:52:48.405>to <00:52:48.605>do <00:52:48.805>analytics <00:52:49.005>and <00:52:49.205>sentiment <00:52:49.405>analysis

1051
00:52:51.275 --> 00:52:53.175
<00:52:51.275>and <00:52:51.555>provide <00:52:51.835>insights <00:52:52.115>about <00:52:52.395>the <00:52:52.675>kinds

1052
00:52:53.175 --> 00:52:54.295
<00:52:53.175>of <00:52:53.376>calls <00:52:53.578>you <00:52:53.779>get <00:52:53.981>each <00:52:54.183>day

1053
00:52:54.295 --> 00:52:56.375
<00:52:54.295>and <00:52:54.470>how <00:52:54.645>customers <00:52:54.820>are <00:52:54.995>feeling <00:52:55.170>when <00:52:55.345>they <00:52:55.520>call <00:52:55.695>in

1054
00:52:56.595 --> 00:52:57.695
<00:52:56.595>and <00:52:56.842>when <00:52:57.090>the <00:52:57.337>call <00:52:57.585>ends.

1055
00:52:57.695 --> 00:53:00.255
<00:52:57.695>So <00:52:57.870>this <00:52:58.045>makes <00:52:58.220>the <00:52:58.395>customer <00:52:58.570>service <00:52:58.745>process <00:52:58.920>more <00:52:59.095>efficient

1056
00:53:00.755 --> 00:53:02.735
<00:53:00.755>and <00:53:01.035>provides <00:53:01.315>companies <00:53:01.595>with <00:53:01.875>data <00:53:02.155>on

1057
00:53:02.735 --> 00:53:05.295
<00:53:02.735>how <00:53:02.935>they <00:53:03.135>can <00:53:03.335>improve <00:53:03.535>their <00:53:03.735>customer <00:53:03.935>service <00:53:04.135>process.

1058
00:53:06.155 --> 00:53:09.815
<00:53:06.155>So <00:53:06.310>I'm <00:53:06.466>gonna <00:53:06.621>show <00:53:06.777>a <00:53:06.932>demo <00:53:07.088>video <00:53:07.243>of <00:53:07.399>this <00:53:07.555>one.

1059
00:53:12.835 --> 00:53:13.825
<00:53:12.835>Hello <00:53:13.013>and <00:53:13.191>thank <00:53:13.369>you <00:53:13.547>for <00:53:13.725>calling

1060
00:53:13.825 --> 00:53:15.065
<00:53:13.825>Royal <00:53:14.197>Caribbean <00:53:14.569>Cruise <00:53:14.941>Lines.

1061
00:53:15.245 --> 00:53:17.025
<00:53:15.245>My <00:53:15.400>name <00:53:15.556>is <00:53:15.711>Tara, <00:53:15.867>how <00:53:16.022>may <00:53:16.178>I <00:53:16.333>assist <00:53:16.489>you <00:53:16.645>today?

1062
00:53:18.365 --> 00:53:21.755
<00:53:18.365>Hi, <00:53:18.564>I <00:53:18.765>have <00:53:18.964>questions <00:53:19.165>about <00:53:19.365>drink <00:53:19.564>packages. <00:53:19.765>Sure.

1063
00:53:21.755 --> 00:53:23.195
<00:53:21.755>I'll <00:53:21.899>be <00:53:22.043>more <00:53:22.187>than <00:53:22.331>happy <00:53:22.475>to <00:53:22.619>help <00:53:22.763>you <00:53:22.907>with <00:53:23.051>that.

1064
00:53:23.335 --> 00:53:25.035
<00:53:23.335>Can <00:53:23.510>I <00:53:23.685>have <00:53:23.860>your <00:53:24.035>first <00:53:24.210>and <00:53:24.385>last <00:53:24.560>name <00:53:24.735>please?

1065
00:53:26.125 --> 00:53:29.775
<00:53:26.125>Yes, <00:53:26.358>it's <00:53:26.591>Sarah <00:53:26.825>Smith. <00:53:27.058>Alright, <00:53:27.291>thank <00:53:27.525>you.

1066
00:53:29.915 --> 00:53:34.295
<00:53:29.915>And <00:53:30.031>is <00:53:30.148>your <00:53:30.265>best <00:53:30.381>callback <00:53:30.498>number <00:53:30.615>ending <00:53:30.731>in <00:53:30.848>8 <00:53:30.965>4 <00:53:31.081>9 <00:53:31.198>7? <00:53:31.315>Yes.

1067
00:53:35.365 --> 00:53:37.855
<00:53:35.365>Okay. <00:53:35.540>And <00:53:35.714>are <00:53:35.890>you <00:53:36.064>asking <00:53:36.240>about <00:53:36.415>the <00:53:36.589>beverage <00:53:36.765>package

1068
00:53:38.155 --> 00:53:39.895
<00:53:38.155>or <00:53:38.388>a <00:53:38.621>drink <00:53:38.855>package <00:53:39.088>with <00:53:39.321>extra <00:53:39.555>charges

1069
00:53:40.115 --> 00:53:42.015
<00:53:40.115>or <00:53:40.581>complimentary <00:53:41.048>drinks <00:53:41.515>onboard?

1070
00:53:43.315 --> 00:53:45.855
<00:53:43.315>Can <00:53:43.455>you <00:53:43.595>please <00:53:43.735>tell <00:53:43.875>me <00:53:44.015>what <00:53:44.155>the <00:53:44.295>different <00:53:44.435>packages <00:53:44.575>for <00:53:44.715>wine

1071
00:53:45.855 --> 00:53:47.295
<00:53:45.855>and <00:53:46.040>beer <00:53:46.225>are <00:53:46.410>and <00:53:46.595>what <00:53:46.780>comes <00:53:46.965>with <00:53:47.151>them?

1072
00:53:47.755 --> 00:53:49.895
<00:53:47.755>My <00:53:47.910>husband <00:53:48.066>and <00:53:48.221>I <00:53:48.377>don't <00:53:48.532>drink <00:53:48.688>a <00:53:48.843>lot <00:53:48.999>of <00:53:49.155>alcohol,

1073
00:53:49.955 --> 00:53:51.775
<00:53:49.955>but <00:53:50.095>I <00:53:50.235>like <00:53:50.375>to <00:53:50.515>have <00:53:50.654>a <00:53:50.795>glass <00:53:50.935>of <00:53:51.075>wine <00:53:51.215>at <00:53:51.355>dinner.

1074
00:53:54.115 --> 00:53:55.525
<00:53:54.115>Okay, <00:53:54.296>let <00:53:54.477>me <00:53:54.658>take <00:53:54.840>a <00:53:55.021>look <00:53:55.202>at <00:53:55.384>that.

1075
00:53:55.545 --> 00:53:57.005
<00:53:55.545>If <00:53:55.732>you <00:53:55.920>could <00:53:56.108>just <00:53:56.295>gimme <00:53:56.483>a <00:53:56.671>second <00:53:56.859>here.

1076
00:53:57.425 --> 00:53:59.845
<00:53:57.425>So, <00:53:57.580>uh, <00:53:57.736>we <00:53:57.891>do <00:53:58.047>offer <00:53:58.202>a <00:53:58.358>variety <00:53:58.513>of <00:53:58.669>drink <00:53:58.825>packages

1077
00:53:59.845 --> 00:54:01.285
<00:53:59.845>that <00:54:00.169>include <00:54:00.493>wine <00:54:00.817>and <00:54:01.140>beer.

1078
00:54:01.425 --> 00:54:03.365
<00:54:01.425>Uh, <00:54:01.705>the <00:54:01.985>deluxe <00:54:02.265>beverage <00:54:02.545>package, <00:54:02.825>uh,

1079
00:54:03.365 --> 00:54:06.005
<00:54:03.365>does <00:54:03.645>offer <00:54:03.924>unlimited <00:54:04.205>cocktails, <00:54:04.484>beer, <00:54:04.765>wine,

1080
00:54:06.005 --> 00:54:08.365
<00:54:06.005>non-alcoholic <00:54:06.471>beverages, <00:54:06.938>premium <00:54:07.405>coffee

1081
00:54:08.825 --> 00:54:10.165
<00:54:08.825>and <00:54:09.126>tea <00:54:09.428>and <00:54:09.729>bottled <00:54:10.031>water.

1082
00:54:10.415 --> 00:54:14.325
<00:54:10.415>Would <00:54:10.542>that <00:54:10.669>work <00:54:10.796>for <00:54:10.924>you? <00:54:11.051>I <00:54:11.178>think <00:54:11.305>that's <00:54:11.433>more <00:54:11.560>than <00:54:11.687>I <00:54:11.815>need.

1083
00:54:14.375 --> 00:54:16.565
<00:54:14.375>Would <00:54:14.515>it <00:54:14.655>be <00:54:14.795>possible <00:54:14.935>for <00:54:15.075>me <00:54:15.215>to <00:54:15.355>bring <00:54:15.495>my <00:54:15.635>own <00:54:15.775>bottle

1084
00:54:16.565 --> 00:54:18.285
<00:54:16.565>of <00:54:16.798>wine <00:54:17.031>on <00:54:17.265>board <00:54:17.498>because <00:54:17.731>my <00:54:17.965>husband

1085
00:54:18.285 --> 00:54:19.365
<00:54:18.285>really <00:54:18.528>doesn't <00:54:18.770>drink <00:54:19.013>at <00:54:19.256>all?

1086
00:54:20.185 --> 00:54:22.885
<00:54:20.185>Ah, <00:54:20.312>okay, <00:54:20.439>I <00:54:20.566>got <00:54:20.694>that. <00:54:20.821>Let <00:54:20.948>me <00:54:21.075>just <00:54:21.203>take <00:54:21.330>a <00:54:21.457>look <00:54:21.585>here.

1087
00:54:24.425 --> 00:54:27.685
<00:54:24.425>Uh, <00:54:24.552>yep, <00:54:24.679>you <00:54:24.806>are <00:54:24.934>allowed <00:54:25.061>to <00:54:25.188>bring <00:54:25.315>one <00:54:25.443>sealed <00:54:25.570>750 <00:54:25.697>ml <00:54:25.825>bottle

1088
00:54:27.685 --> 00:54:31.245
<00:54:27.685>of <00:54:27.840>wine <00:54:27.996>or <00:54:28.151>champagne, <00:54:28.307>uh, <00:54:28.462>per <00:54:28.618>person <00:54:28.773>on <00:54:28.929>Embarkation <00:54:29.085>Day.

1089
00:54:32.795 --> 00:54:36.055
<00:54:32.795>Oh, <00:54:32.950>that's <00:54:33.106>great. <00:54:33.261>Thank <00:54:33.417>you <00:54:33.572>so <00:54:33.728>much. <00:54:33.883>Uh, <00:54:34.039>you're <00:54:34.195>welcome.

1090
00:54:36.085 --> 00:54:37.775
<00:54:36.085>Have <00:54:36.285>a <00:54:36.485>great <00:54:36.685>day <00:54:36.885>and <00:54:37.085>enjoy <00:54:37.285>your <00:54:37.485>week

1091
00:54:37.775 --> 00:54:39.175
<00:54:37.775>exploring <00:54:38.195>the <00:54:38.615>Mexican <00:54:39.035>Riviera.

1092
00:54:39.745 --> 00:54:41.015
<00:54:39.745>Thank <00:54:40.125>you. <00:54:40.507>Take <00:54:40.888>care.

1093
00:54:45.805 --> 00:54:47.425
<00:54:45.805>So <00:54:46.154>I'll <00:54:46.504>stop <00:54:46.855>it <00:54:47.205>there.

1094
00:54:47.485 --> 00:54:49.865
<00:54:47.485>And <00:54:47.612>you <00:54:47.739>get <00:54:47.866>the <00:54:47.994>point, <00:54:48.121>as <00:54:48.248>soon <00:54:48.375>as <00:54:48.503>she <00:54:48.630>asked <00:54:48.757>the <00:54:48.885>question,

1095
00:54:50.485 --> 00:54:54.225
<00:54:50.485>it <00:54:50.660>actually <00:54:50.835>gave <00:54:51.010>the <00:54:51.185>agent <00:54:51.360>the <00:54:51.535>answer <00:54:51.710>about <00:54:51.885>their

1096
00:54:55.185 --> 00:54:57.185
<00:54:55.185>packages <00:54:55.465>or <00:54:55.745>their, <00:54:56.025>you <00:54:56.305>know, <00:54:56.585>packages,

1097
00:54:57.185 --> 00:54:58.345
<00:54:57.185>drink <00:54:57.533>packages <00:54:57.881>they <00:54:58.229>offer.

1098
00:54:59.085 --> 00:55:01.905
<00:54:59.085>And <00:54:59.260>this <00:54:59.435>is <00:54:59.610>just, <00:54:59.785>we <00:54:59.960>basically <00:55:00.135>scraped <00:55:00.310>the <00:55:00.485>website

1099
00:55:01.905 --> 00:55:04.425
<00:55:01.905>of <00:55:02.138>this <00:55:02.371>cruise <00:55:02.605>line <00:55:02.838>to <00:55:03.071>get <00:55:03.305>information

1100
00:55:04.535 --> 00:55:07.305
<00:55:04.535>that <00:55:04.710>customers <00:55:04.884>might <00:55:05.060>ask <00:55:05.234>and <00:55:05.410>just <00:55:05.585>created <00:55:05.759>this <00:55:05.935>demo.

1101
00:55:08.085 --> 00:55:09.545
<00:55:08.085>Um, <00:55:08.413>and <00:55:08.742>you <00:55:09.070>know, <00:55:09.399>the,

1102
00:55:09.545 --> 00:55:11.345
<00:55:09.545>the <00:55:09.778>interface <00:55:10.011>can <00:55:10.245>look <00:55:10.478>a <00:55:10.711>different <00:55:10.945>way.

1103
00:55:11.345 --> 00:55:12.905
<00:55:11.345>There's <00:55:11.520>lots <00:55:11.694>of <00:55:11.870>things <00:55:12.044>you <00:55:12.220>could <00:55:12.395>do <00:55:12.569>with <00:55:12.745>that,

1104
00:55:12.965 --> 00:55:15.505
<00:55:12.965>but <00:55:13.165>that's <00:55:13.365>just <00:55:13.565>a, <00:55:13.765>a <00:55:13.965>quick <00:55:14.165>idea, <00:55:14.365>um,

1105
00:55:15.605 --> 00:55:17.745
<00:55:15.605>to <00:55:15.838>help <00:55:16.071>you <00:55:16.305>understand <00:55:16.538>that <00:55:16.771>use <00:55:17.005>case.

1106
00:55:18.365 --> 00:55:22.025
<00:55:18.365>And <00:55:18.520>then <00:55:18.676>we <00:55:18.831>talked <00:55:18.987>a <00:55:19.142>lot <00:55:19.298>about <00:55:19.453>Microsoft's <00:55:19.609>co-pilots, <00:55:19.765>um,

1107
00:55:22.085 --> 00:55:24.065
<00:55:22.085>and <00:55:22.365>really <00:55:22.645>customers <00:55:22.925>are <00:55:23.205>getting <00:55:23.485>creative

1108
00:55:24.685 --> 00:55:27.105
<00:55:24.685>and <00:55:24.884>bringing <00:55:25.085>generative <00:55:25.285>AI <00:55:25.485>into <00:55:25.685>their <00:55:25.884>own <00:55:26.085>custom

1109
00:55:27.245 --> 00:55:28.665
<00:55:27.245>app <00:55:27.564>workflows <00:55:27.884>for <00:55:28.203>their <00:55:28.523>users.

1110
00:55:28.885 --> 00:55:31.745
<00:55:28.885>And <00:55:29.085>so <00:55:29.285>this <00:55:29.485>is <00:55:29.685>another <00:55:29.885>popular <00:55:30.085>use <00:55:30.285>cases.

1111
00:55:32.565 --> 00:55:35.745
<00:55:32.565>So, <00:55:32.765>um, <00:55:32.965>we <00:55:33.165>have <00:55:33.365>some <00:55:33.565>examples <00:55:33.765>from <00:55:33.965>Shell

1112
00:55:36.445 --> 00:55:37.865
<00:55:36.445>and <00:55:37.084>Ally <00:55:37.723>Bank.

1113
00:55:39.485 --> 00:55:43.705
<00:55:39.485>And <00:55:39.625>so <00:55:39.765>Shell <00:55:39.905>has <00:55:40.045>pretty <00:55:40.185>much <00:55:40.325>over <00:55:40.465>80,000 <00:55:40.605>employees <00:55:40.745>in <00:55:40.885>over

1114
00:55:43.705 --> 00:55:44.705
<00:55:43.705>70 <00:55:44.605>countries.

1115
00:55:45.175 --> 00:55:48.785
<00:55:45.175>They <00:55:45.315>use <00:55:45.455>co-pilot <00:55:45.595>to <00:55:45.735>build <00:55:45.875>a <00:55:46.015>platform <00:55:46.155>that <00:55:46.295>helps <00:55:46.435>teams <00:55:46.575>build

1116
00:55:48.845 --> 00:55:52.505
<00:55:48.845>and <00:55:49.125>deploy <00:55:49.404>L-L-M-L-L-M <00:55:49.685>applications <00:55:49.964>at <00:55:50.245>scale

1117
00:55:52.875 --> 00:55:53.985
<00:55:52.875>using <00:55:53.374>company <00:55:53.874>knowledge.

1118
00:55:54.085 --> 00:55:56.705
<00:55:54.085>And <00:55:54.240>so <00:55:54.396>when <00:55:54.551>releasing <00:55:54.707>these <00:55:54.862>tools <00:55:55.018>to <00:55:55.173>so <00:55:55.329>many <00:55:55.485>employees,

1119
00:55:56.735 --> 00:55:59.425
<00:55:56.735>they <00:55:56.968>wanted <00:55:57.201>to <00:55:57.435>make <00:55:57.668>sure <00:55:57.901>no <00:55:58.135>inappropriate

1120
00:55:59.645 --> 00:56:02.945
<00:55:59.645>or <00:55:59.878>harmful <00:56:00.111>responses <00:56:00.345>or <00:56:00.578>content <00:56:00.811>was <00:56:01.045>shared

1121
00:56:02.945 --> 00:56:06.465
<00:56:02.945>and <00:56:03.100>they <00:56:03.256>were <00:56:03.411>able <00:56:03.567>to <00:56:03.722>accomplish <00:56:03.878>that <00:56:04.033>leveraging <00:56:04.189>Azure <00:56:04.345>ai.

1122
00:56:07.815 --> 00:56:10.795
<00:56:07.815>Allied <00:56:07.990>Bank <00:56:08.165>has <00:56:08.340>a <00:56:08.515>lot <00:56:08.690>of <00:56:08.865>customer <00:56:09.040>service <00:56:09.215>associates

1123
00:56:10.815 --> 00:56:14.555
<00:56:10.815>who <00:56:10.970>have <00:56:11.126>taken <00:56:11.281>or <00:56:11.437>who <00:56:11.592>have <00:56:11.748>to <00:56:11.903>take <00:56:12.059>manual <00:56:12.215>precautions

1124
00:56:14.575 --> 00:56:17.955
<00:56:14.575>to <00:56:14.924>protect <00:56:15.274>personal <00:56:15.625>identifying <00:56:15.975>information

1125
00:56:18.465 --> 00:56:19.955
<00:56:18.465>when <00:56:18.800>they <00:56:19.135>engage <00:56:19.470>with <00:56:19.806>customers.

1126
00:56:20.015 --> 00:56:22.635
<00:56:20.015>So <00:56:20.190>things <00:56:20.365>like <00:56:20.540>a <00:56:20.714>customer's <00:56:20.890>address <00:56:21.065>their <00:56:21.240>ID <00:56:21.415>number,

1127
00:56:22.635 --> 00:56:23.805
<00:56:22.635>their <00:56:22.986>social <00:56:23.337>security <00:56:23.688>number,

1128
00:56:24.345 --> 00:56:25.845
<00:56:24.345>and <00:56:24.682>by <00:56:25.020>leveraging <00:56:25.357>Azure <00:56:25.694>AI

1129
00:56:25.865 --> 00:56:28.805
<00:56:25.865>to <00:56:26.040>build <00:56:26.214>a <00:56:26.390>co-pilot <00:56:26.564>customer <00:56:26.740>service <00:56:26.915>associates, <00:56:27.089>were <00:56:27.265>able

1130
00:56:28.805 --> 00:56:32.365
<00:56:28.805>to <00:56:28.980>reduce <00:56:29.154>the <00:56:29.330>manual <00:56:29.504>work <00:56:29.680>involved <00:56:29.855>in <00:56:30.029>protecting <00:56:30.205>customer's

1131
00:56:32.685 --> 00:56:35.205
<00:56:32.685>personal <00:56:32.918>data <00:56:33.151>as <00:56:33.384>Azure <00:56:33.618>AI <00:56:33.851>can <00:56:34.085>protect

1132
00:56:35.205 --> 00:56:37.605
<00:56:35.205>that <00:56:35.485>data <00:56:35.765>automatically <00:56:36.045>within <00:56:36.325>our <00:56:36.605>tools.

1133
00:56:39.385 --> 00:56:41.765
<00:56:39.385>The <00:56:39.618>next <00:56:39.851>pain <00:56:40.085>point <00:56:40.318>area <00:56:40.551>is <00:56:40.785>reasoning.

1134
00:56:41.905 --> 00:56:45.245
<00:56:41.905>And <00:56:42.060>instead <00:56:42.216>of <00:56:42.371>having <00:56:42.527>decision <00:56:42.682>making <00:56:42.838>be <00:56:42.993>such <00:56:43.149>a <00:56:43.305>manual

1135
00:56:45.245 --> 00:56:47.925
<00:56:45.245>process, <00:56:45.595>organizations <00:56:45.944>are <00:56:46.295>aggregating <00:56:46.645>reason

1136
00:56:48.555 --> 00:56:52.565
<00:56:48.555>over <00:56:48.754>multiple <00:56:48.955>data <00:56:49.154>sources <00:56:49.355>to <00:56:49.555>discover <00:56:49.754>information <00:56:49.955>faster,

1137
00:56:52.865 --> 00:56:56.685
<00:56:52.865>enrich <00:56:53.064>decisions, <00:56:53.265>and <00:56:53.464>um, <00:56:53.665>also <00:56:53.865>enrich <00:56:54.064>customer <00:56:54.265>interaction.

1138
00:56:57.185 --> 00:57:01.325
<00:56:57.185>So <00:56:57.325>let's <00:56:57.465>take <00:56:57.605>a <00:56:57.745>look <00:56:57.884>at, <00:56:58.025>um, <00:56:58.165>some <00:56:58.305>examples <00:56:58.445>of <00:56:58.585>this.

1139
00:57:01.425 --> 00:57:05.245
<00:57:01.425>So <00:57:01.580>for <00:57:01.736>example, <00:57:01.891>search, <00:57:02.047>A <00:57:02.202>great <00:57:02.358>example <00:57:02.513>of <00:57:02.669>applying <00:57:02.825>search

1140
00:57:05.345 --> 00:57:07.365
<00:57:05.345>or <00:57:05.694>AI <00:57:06.044>search <00:57:06.395>rag <00:57:06.745>techniques

1141
00:57:07.865 --> 00:57:11.325
<00:57:07.865>to <00:57:08.020>a <00:57:08.176>high <00:57:08.331>quality <00:57:08.487>gen <00:57:08.642>AI <00:57:08.798>application <00:57:08.953>is <00:57:09.109>from <00:57:09.265>pwc.

1142
00:57:11.665 --> 00:57:13.725
<00:57:11.665>And <00:57:11.945>so <00:57:12.225>Pricewaterhouse <00:57:12.505>Cooper <00:57:12.785>is <00:57:13.065>one

1143
00:57:13.725 --> 00:57:16.085
<00:57:13.725>of <00:57:14.005>the <00:57:14.285>leading <00:57:14.565>professional <00:57:14.845>services <00:57:15.125>networks.

1144
00:57:16.085 --> 00:57:18.205
<00:57:16.085>They <00:57:16.551>do <00:57:17.018>accounting, <00:57:17.485>auditing,

1145
00:57:18.205 --> 00:57:21.565
<00:57:18.205>human <00:57:18.404>resources <00:57:18.605>consulting <00:57:18.805>strategy, <00:57:19.005>all <00:57:19.205>of <00:57:19.404>the <00:57:19.605>above.

1146
00:57:21.865 --> 00:57:24.325
<00:57:21.865>And <00:57:22.040>they <00:57:22.214>really <00:57:22.390>needed <00:57:22.564>to <00:57:22.740>simplify <00:57:22.915>their <00:57:23.089>auditing <00:57:23.265>process

1147
00:57:24.505 --> 00:57:28.405
<00:57:24.505>for <00:57:24.660>clients <00:57:24.816>in <00:57:24.971>a <00:57:25.127>way <00:57:25.282>that <00:57:25.438>felt <00:57:25.593>effortless <00:57:25.749>to <00:57:25.905>clients

1148
00:57:28.945 --> 00:57:31.365
<00:57:28.945>and <00:57:29.120>they <00:57:29.295>needed <00:57:29.470>technology <00:57:29.645>to <00:57:29.820>work <00:57:29.995>in <00:57:30.170>the <00:57:30.345>background

1149
00:57:31.425 --> 00:57:32.885
<00:57:31.425>and <00:57:31.687>not <00:57:31.950>bog <00:57:32.213>down <00:57:32.476>their <00:57:32.739>clients.

1150
00:57:33.345 --> 00:57:35.525
<00:57:33.345>So <00:57:33.520>through <00:57:33.694>the <00:57:33.870>combination <00:57:34.044>of <00:57:34.220>Azure <00:57:34.395>Open <00:57:34.569>AI <00:57:34.745>service

1151
00:57:35.625 --> 00:57:36.645
<00:57:35.625>and <00:57:35.931>Azure <00:57:36.237>AI <00:57:36.543>search

1152
00:57:36.665 --> 00:57:41.005
<00:57:36.665>and <00:57:36.820>others <00:57:36.976>across <00:57:37.131>the <00:57:37.287>Azure <00:57:37.442>AI <00:57:37.598>portfolio, <00:57:37.753>PWC <00:57:37.909>was <00:57:38.065>able

1153
00:57:41.005 --> 00:57:44.325
<00:57:41.005>to <00:57:41.160>develop <00:57:41.316>next <00:57:41.471>generation <00:57:41.627>audit <00:57:41.782>is <00:57:41.938>what <00:57:42.093>they <00:57:42.249>call <00:57:42.405>it.

1154
00:57:44.585 --> 00:57:47.765
<00:57:44.585>And <00:57:44.712>so <00:57:44.839>what <00:57:44.966>they <00:57:45.094>did <00:57:45.221>is <00:57:45.348>turn <00:57:45.475>petabytes <00:57:45.603>of <00:57:45.730>data <00:57:45.857>across <00:57:45.985>tens

1155
00:57:47.765 --> 00:57:50.405
<00:57:47.765>of <00:57:47.998>thousands <00:57:48.231>of <00:57:48.464>clients <00:57:48.698>into <00:57:48.931>secure, <00:57:49.165>simple

1156
00:57:50.585 --> 00:57:53.445
<00:57:50.585>and <00:57:50.760>efficient <00:57:50.935>audit <00:57:51.110>opinions, <00:57:51.285>really <00:57:51.460>on <00:57:51.635>a <00:57:51.810>massive <00:57:51.985>scale.

1157
00:57:53.985 --> 00:57:56.965
<00:57:53.985>And <00:57:54.218>so <00:57:54.451>basically <00:57:54.685>they <00:57:54.918>simplified <00:57:55.151>the <00:57:55.385>process

1158
00:57:57.745 --> 00:57:58.845
<00:57:57.745>for <00:57:58.240>their <00:57:58.734>clients.

1159
00:58:00.365 --> 00:58:01.765
<00:58:00.365>Heineken <00:58:00.680>is <00:58:00.995>a <00:58:01.310>fun <00:58:01.625>one.

1160
00:58:02.395 --> 00:58:04.445
<00:58:02.395>They <00:58:02.745>have <00:58:03.095>over <00:58:03.445>10,000 <00:58:03.795>employees

1161
00:58:05.065 --> 00:58:07.725
<00:58:05.065>and <00:58:05.265>they're <00:58:05.465>taking <00:58:05.665>advantage <00:58:05.865>of <00:58:06.065>Azure <00:58:06.265>OpenAI <00:58:06.465>service

1162
00:58:07.745 --> 00:58:08.765
<00:58:07.745>and <00:58:08.051>Azure <00:58:08.357>AI <00:58:08.663>search

1163
00:58:08.865 --> 00:58:12.165
<00:58:08.865>to <00:58:09.064>build <00:58:09.265>their <00:58:09.464>own <00:58:09.665>internal <00:58:09.865>multilingual <00:58:10.064>chat <00:58:10.265>bot

1164
00:58:12.505 --> 00:58:15.205
<00:58:12.505>to <00:58:12.855>help <00:58:13.205>them <00:58:13.555>bring <00:58:13.905>workers

1165
00:58:15.505 --> 00:58:18.845
<00:58:15.505>and <00:58:15.705>great <00:58:15.905>ideas <00:58:16.105>together <00:58:16.305>across <00:58:16.505>many <00:58:16.705>different <00:58:16.905>locations.

1166
00:58:18.905 --> 00:58:21.365
<00:58:18.905>And <00:58:19.105>so <00:58:19.305>they're <00:58:19.505>becoming <00:58:19.705>the <00:58:19.905>best <00:58:20.105>connected <00:58:20.305>brewer

1167
00:58:21.705 --> 00:58:23.725
<00:58:21.705>by <00:58:22.055>bringing <00:58:22.404>massive <00:58:22.755>discovery <00:58:23.105>systems

1168
00:58:23.945 --> 00:58:26.605
<00:58:23.945>to <00:58:24.120>their <00:58:24.295>entire <00:58:24.470>workforce <00:58:24.645>no <00:58:24.820>matter <00:58:24.995>where <00:58:25.170>they <00:58:25.345>are

1169
00:58:26.705 --> 00:58:28.205
<00:58:26.705>or <00:58:27.042>what <00:58:27.380>language <00:58:27.717>they <00:58:28.055>speak.

1170
00:58:28.945 --> 00:58:31.285
<00:58:28.945>And <00:58:29.052>so <00:58:29.160>what, <00:58:29.268>what <00:58:29.375>you'll <00:58:29.483>kind <00:58:29.591>of <00:58:29.698>start <00:58:29.806>to <00:58:29.914>see <00:58:30.021>is <00:58:30.129>that <00:58:30.237>a <00:58:30.345>lot

1171
00:58:31.285 --> 00:58:33.405
<00:58:31.285>of <00:58:31.565>these <00:58:31.845>use <00:58:32.125>cases <00:58:32.404>blur <00:58:32.685>together,

1172
00:58:33.485 --> 00:58:35.845
<00:58:33.485>whether <00:58:33.640>it's <00:58:33.796>a <00:58:33.951>simple <00:58:34.107>chat, <00:58:34.262>whether <00:58:34.418>you're <00:58:34.573>a <00:58:34.729>data <00:58:34.885>function

1173
00:58:35.865 --> 00:58:37.885
<00:58:35.865>or <00:58:36.214>discovery <00:58:36.564>system <00:58:36.915>like <00:58:37.265>Heineken's.

1174
00:58:38.305 --> 00:58:41.045
<00:58:38.305>At <00:58:38.444>the <00:58:38.585>end <00:58:38.725>of <00:58:38.865>the <00:58:39.004>day, <00:58:39.145>generative <00:58:39.285>AI <00:58:39.424>can <00:58:39.565>assist <00:58:39.705>people

1175
00:58:41.825 --> 00:58:44.085
<00:58:41.825>in <00:58:42.291>many <00:58:42.758>different <00:58:43.225>forms.

1176
00:58:47.155 --> 00:58:49.935
<00:58:47.155>And <00:58:47.355>so <00:58:47.555>customers <00:58:47.755>are <00:58:47.955>also <00:58:48.155>leveraging <00:58:48.355>information <00:58:48.555>discovery

1177
00:58:50.035 --> 00:58:53.055
<00:58:50.035>to <00:58:50.384>streamline <00:58:50.734>operations <00:58:51.085>like <00:58:51.435>Seamless.

1178
00:58:53.375 --> 00:58:57.295
<00:58:53.375>Siemens <00:58:53.550>and <00:58:53.725>m <00:58:53.900>and <00:58:54.075>s <00:58:54.250>is <00:58:54.425>is <00:58:54.600>another <00:58:54.775>example,

1179
00:58:58.275 --> 00:59:00.135
<00:58:58.275>but <00:58:58.555>you <00:58:58.835>know, <00:58:59.115>let's <00:58:59.395>jump <00:58:59.675>through

1180
00:59:00.315 --> 00:59:02.295
<00:59:00.315>so <00:59:00.490>we <00:59:00.665>can <00:59:00.840>have <00:59:01.015>some <00:59:01.190>time <00:59:01.365>at <00:59:01.540>the <00:59:01.715>end.

1181
00:59:02.475 --> 00:59:05.775
<00:59:02.475>But, <00:59:02.602>um, <00:59:02.729>one <00:59:02.856>of <00:59:02.984>them, <00:59:03.111>one <00:59:03.238>of <00:59:03.365>the <00:59:03.493>fifth <00:59:03.620>or <00:59:03.747>the <00:59:03.875>fifth

1182
00:59:05.775 --> 00:59:07.575
<00:59:05.775>and <00:59:06.055>last <00:59:06.335>use <00:59:06.615>case <00:59:06.895>was <00:59:07.175>personalization

1183
00:59:07.595 --> 00:59:08.735
<00:59:07.595>or <00:59:08.108>hyper <00:59:08.621>personalization.

1184
00:59:08.815 --> 00:59:09.975
<00:59:08.815>I <00:59:08.964>don't <00:59:09.113>think <00:59:09.262>we'll <00:59:09.411>have <00:59:09.560>time <00:59:09.709>to <00:59:09.859>go

1185
00:59:09.975 --> 00:59:11.815
<00:59:09.975>through <00:59:10.208>the <00:59:10.441>customer <00:59:10.674>stories <00:59:10.908>on <00:59:11.141>this <00:59:11.375>one,

1186
00:59:12.155 --> 00:59:15.295
<00:59:12.155>but <00:59:12.330>I <00:59:12.505>wanna <00:59:12.680>share <00:59:12.855>some <00:59:13.030>examples <00:59:13.205>just <00:59:13.380>verbally <00:59:13.555>of

1187
00:59:15.295 --> 00:59:18.335
<00:59:15.295>how <00:59:15.528>customers <00:59:15.761>are <00:59:15.995>using <00:59:16.228>hyper <00:59:16.461>personalization <00:59:16.695>across

1188
00:59:18.695 --> 00:59:21.565
<00:59:18.695>multiple <00:59:18.928>industries <00:59:19.161>to <00:59:19.395>tailor <00:59:19.628>the <00:59:19.861>customer <00:59:20.095>experience

1189
00:59:21.565 --> 00:59:24.885
<00:59:21.565>and <00:59:21.798>create <00:59:22.031>recommendation <00:59:22.265>recommendations <00:59:22.498>for <00:59:22.731>the <00:59:22.965>customers

1190
00:59:24.885 --> 00:59:26.725
<00:59:24.885>or <00:59:25.351>recommendation <00:59:25.818>engines, <00:59:26.285>right?

1191
00:59:26.745 --> 00:59:30.685
<00:59:26.745>So <00:59:26.900>in <00:59:27.056>today's <00:59:27.211>world, <00:59:27.367>businesses <00:59:27.522>have <00:59:27.678>to <00:59:27.833>find <00:59:27.989>new <00:59:28.145>ways

1192
00:59:30.825 --> 00:59:32.445
<00:59:30.825>to <00:59:31.291>meet <00:59:31.758>customer <00:59:32.225>expectations.

1193
00:59:32.585 --> 00:59:34.525
<00:59:32.585>So <00:59:32.935>AI <00:59:33.285>can <00:59:33.635>enhance <00:59:33.985>marketing

1194
00:59:34.525 --> 00:59:36.685
<00:59:34.525>and <00:59:34.875>customer <00:59:35.225>service <00:59:35.575>through <00:59:35.925>hyper-personalization

1195
00:59:37.785 --> 00:59:40.165
<00:59:37.785>and <00:59:38.484>retailers, <00:59:39.185>right?

1196
00:59:40.165 --> 00:59:43.245
<00:59:40.165>That's <00:59:40.365>another <00:59:40.565>group. <00:59:40.765>AI <00:59:40.965>can <00:59:41.165>analyze <00:59:41.365>customer <00:59:41.565>behavior

1197
00:59:43.545 --> 00:59:46.845
<00:59:43.545>and <00:59:43.745>preferences <00:59:43.945>to <00:59:44.145>send <00:59:44.345>targeted <00:59:44.545>hyper <00:59:44.745>personalized <00:59:44.945>product

1198
00:59:46.845 --> 00:59:49.165
<00:59:46.845>recommendations <00:59:47.194>that <00:59:47.544>can <00:59:47.895>improve <00:59:48.245>sales

1199
00:59:49.345 --> 00:59:51.405
<00:59:49.345>and <00:59:49.694>strengthen <00:59:50.044>their <00:59:50.395>brand <00:59:50.745>loyalty.

1200
00:59:52.105 --> 00:59:53.165
<00:59:52.105>And <00:59:52.582>beyond <00:59:53.059>marketing

1201
00:59:53.185 --> 00:59:54.725
<00:59:53.185>and <00:59:53.647>healthcare, <00:59:54.109>for <00:59:54.571>example,

1202
00:59:55.825 --> 00:59:59.365
<00:59:55.825>AI <00:59:56.000>tools <00:59:56.174>can <00:59:56.350>quickly <00:59:56.524>guide <00:59:56.700>patients <00:59:56.875>to <00:59:57.049>relevant <00:59:57.225>specialists

1203
00:59:59.935 --> 01:00:02.525
<00:59:59.935>based <01:00:00.110>on <01:00:00.285>their <01:00:00.460>symptoms <01:00:00.634>and <01:00:00.810>on <01:00:00.985>their <01:00:01.160>medical <01:00:01.335>history.

1204
01:00:03.345 --> 01:00:05.965
<01:00:03.345>And <01:00:03.578>you <01:00:03.811>know, <01:00:04.044>in <01:00:04.278>finance, <01:00:04.511>for <01:00:04.745>example,

1205
01:00:06.425 --> 01:00:09.085
<01:00:06.425>AI <01:00:06.658>chatbot <01:00:06.891>bots <01:00:07.125>can <01:00:07.358>actually <01:00:07.591>direct <01:00:07.825>customers

1206
01:00:09.085 --> 01:00:11.285
<01:00:09.085>to <01:00:09.285>the <01:00:09.485>relevant <01:00:09.685>products <01:00:09.885>based <01:00:10.085>on <01:00:10.285>the <01:00:10.485>details

1207
01:00:11.285 --> 01:00:12.765
<01:00:11.285>of <01:00:11.729>their <01:00:12.173>financial <01:00:12.616>situation.

1208
01:00:13.065 --> 01:00:14.285
<01:00:13.065>So <01:00:13.431>by <01:00:13.797>integrating <01:00:14.163>AI,

1209
01:00:14.765 --> 01:00:18.165
<01:00:14.765>businesses <01:00:14.940>can <01:00:15.115>put <01:00:15.290>their <01:00:15.464>customers <01:00:15.640>first <01:00:15.815>with <01:00:15.990>both <01:00:16.165>marketing

1210
01:00:18.465 --> 01:00:21.045
<01:00:18.465>and <01:00:18.815>service <01:00:19.165>across <01:00:19.515>multiple <01:00:19.865>industries.

1211
01:00:21.985 --> 01:00:25.205
<01:00:21.985>So <01:00:22.218>those <01:00:22.451>are <01:00:22.685>really, <01:00:22.918>you <01:00:23.151>know, <01:00:23.385>examples

1212
01:00:25.205 --> 01:00:29.325
<01:00:25.205>of <01:00:25.332>the <01:00:25.459>five <01:00:25.586>use <01:00:25.714>cases <01:00:25.841>that <01:00:25.968>can <01:00:26.095>be <01:00:26.223>used <01:00:26.350>in <01:00:26.477>any <01:00:26.605>industry.

1213
01:00:29.345 --> 01:00:31.605
<01:00:29.345>Of <01:00:29.484>course <01:00:29.625>there <01:00:29.765>are <01:00:29.904>more, <01:00:30.044>but <01:00:30.185>we <01:00:30.325>wanted <01:00:30.464>to <01:00:30.605>highlight <01:00:30.745>those.

1214
01:00:32.145 --> 01:00:35.805
<01:00:32.145>And <01:00:32.300>so <01:00:32.456>basically <01:00:32.611>we <01:00:32.767>just <01:00:32.922>went <01:00:33.078>from <01:00:33.233>data <01:00:33.389>to <01:00:33.545>learning

1215
01:00:35.875 --> 01:00:38.725
<01:00:35.875>with <01:00:36.015>the <01:00:36.155>chat <01:00:36.295>with <01:00:36.435>your <01:00:36.575>data <01:00:36.715>use <01:00:36.855>case <01:00:36.995>from <01:00:37.135>just <01:00:37.275>having

1216
01:00:39.045 --> 01:00:40.845
<01:00:39.045>insights <01:00:39.511>to <01:00:39.978>intelligent <01:00:40.445>reasoning

1217
01:00:40.845 --> 01:00:44.405
<01:00:40.845>and <01:00:41.044>intelligent <01:00:41.245>call <01:00:41.444>center <01:00:41.645>use <01:00:41.845>cases <01:00:42.044>from <01:00:42.245>drudgery

1218
01:00:44.425 --> 01:00:47.925
<01:00:44.425>or <01:00:44.580>like <01:00:44.736>boring <01:00:44.891>and <01:00:45.047>tough, <01:00:45.202>busy <01:00:45.358>work <01:00:45.513>to <01:00:45.669>creativity, <01:00:45.825>right?

1219
01:00:47.945 --> 01:00:49.245
<01:00:47.945>By <01:00:48.237>building <01:00:48.530>your <01:00:48.822>own <01:00:49.115>copilots.

1220
01:00:49.245 --> 01:00:51.205
<01:00:49.245>And <01:00:49.525>then <01:00:49.805>from <01:00:50.085>turnover <01:00:50.365>to <01:00:50.645>retention

1221
01:00:52.035 --> 01:00:54.005
<01:00:52.035>with <01:00:52.734>information <01:00:53.435>discovery.

1222
01:00:54.265 --> 01:00:56.885
<01:00:54.265>And <01:00:54.498>in, <01:00:54.731>in <01:00:54.964>this <01:00:55.198>sense <01:00:55.431>of <01:00:55.665>hyper-personalization,

1223
01:00:56.985 --> 01:00:58.965
<01:00:56.985>you <01:00:57.218>could <01:00:57.451>take <01:00:57.685>things <01:00:57.918>from <01:00:58.151>super <01:00:58.385>generic

1224
01:00:59.185 --> 01:01:00.445
<01:00:59.185>to <01:00:59.752>super <01:01:00.319>contextual.

1225
01:01:01.815 --> 01:01:04.675
<01:01:01.815>And <01:01:01.955>really, <01:01:02.095>so <01:01:02.235>that's <01:01:02.375>the, <01:01:02.515>the <01:01:02.655>vision <01:01:02.795>of <01:01:02.935>Azure <01:01:03.075>AI <01:01:03.215>to,

1226
01:01:04.815 --> 01:01:06.835
<01:01:04.815>to <01:01:05.165>create <01:01:05.515>real <01:01:05.865>business <01:01:06.215>outcomes.

1227
01:01:06.975 --> 01:01:09.595
<01:01:06.975>And <01:01:07.174>our <01:01:07.375>customers <01:01:07.575>are <01:01:07.775>really <01:01:07.975>realizing <01:01:08.174>these <01:01:08.375>business

1228
01:01:09.915 --> 01:01:12.355
<01:01:09.915>outcomes <01:01:10.148>with <01:01:10.381>AI <01:01:10.615>across <01:01:10.848>every <01:01:11.081>industry <01:01:11.315>today

1229
01:01:13.175 --> 01:01:14.355
<01:01:13.175>and <01:01:13.529>customers <01:01:13.883>from <01:01:14.237>all

1230
01:01:14.355 --> 01:01:16.995
<01:01:14.355>around <01:01:14.530>the <01:01:14.705>world <01:01:14.880>are <01:01:15.055>embracing <01:01:15.230>the <01:01:15.405>technology <01:01:15.580>to <01:01:15.755>drive

1231
01:01:17.875 --> 01:01:21.995
<01:01:17.875>tangible <01:01:18.075>value <01:01:18.275>across <01:01:18.475>every <01:01:18.675>industry <01:01:18.875>and <01:01:19.075>every <01:01:19.275>sector.

1232
01:01:22.055 --> 01:01:23.875
<01:01:22.055>And <01:01:22.335>it's <01:01:22.615>honestly <01:01:22.895>amazing <01:01:23.174>to <01:01:23.455>see.

1233
01:01:24.295 --> 01:01:26.795
<01:01:24.295>And <01:01:24.470>as <01:01:24.645>you've <01:01:24.820>seen <01:01:24.995>really <01:01:25.170>from <01:01:25.345>these <01:01:25.520>customer <01:01:25.695>examples,

1234
01:01:26.935 --> 01:01:29.915
<01:01:26.935>the <01:01:27.134>use <01:01:27.335>cases <01:01:27.535>across <01:01:27.735>industries <01:01:27.935>are <01:01:28.134>honestly <01:01:28.335>endless

1235
01:01:30.135 --> 01:01:32.195
<01:01:30.135>and <01:01:30.368>the <01:01:30.601>impact <01:01:30.835>is, <01:01:31.068>is <01:01:31.301>super <01:01:31.535>real.

1236
01:01:32.695 --> 01:01:34.595
<01:01:32.695>So <01:01:32.928>the <01:01:33.161>ability <01:01:33.395>to <01:01:33.628>leverage <01:01:33.861>Azure <01:01:34.095>AI

1237
01:01:34.615 --> 01:01:36.155
<01:01:34.615>to <01:01:34.892>build <01:01:35.169>their <01:01:35.446>own <01:01:35.723>intelligent <01:01:36.001>apps

1238
01:01:36.175 --> 01:01:38.555
<01:01:36.175>and <01:01:36.350>experiences <01:01:36.525>has <01:01:36.700>allowed <01:01:36.875>a <01:01:37.050>lot <01:01:37.225>of <01:01:37.400>these <01:01:37.575>companies

1239
01:01:38.555 --> 01:01:40.755
<01:01:38.555>to <01:01:38.835>become <01:01:39.115>more <01:01:39.395>agile, <01:01:39.674>more <01:01:39.955>efficient

1240
01:01:41.215 --> 01:01:42.835
<01:01:41.215>and <01:01:41.915>uniquely <01:01:42.615>differentiate,

1241
01:01:42.895 --> 01:01:44.955
<01:01:42.895>differentiated <01:01:43.361>from <01:01:43.828>their <01:01:44.295>competition.

1242
01:01:45.295 --> 01:01:48.715
<01:01:45.295>And <01:01:45.435>so <01:01:45.575>in <01:01:45.715>some <01:01:45.855>cases <01:01:45.995>this, <01:01:46.135>you <01:01:46.275>know, <01:01:46.415>unlocks <01:01:46.555>a <01:01:46.695>greater,

1243
01:01:48.865 --> 01:01:50.915
<01:01:48.865>greater <01:01:49.145>ability <01:01:49.424>for <01:01:49.705>them <01:01:49.984>to <01:01:50.265>scale

1244
01:01:51.695 --> 01:01:53.595
<01:01:51.695>and <01:01:52.045>accelerate <01:01:52.395>their <01:01:52.745>own <01:01:53.095>growth.

1245
01:01:55.955 --> 01:01:57.975
<01:01:55.955>And <01:01:56.130>so <01:01:56.305>every <01:01:56.480>single <01:01:56.654>one <01:01:56.830>of <01:01:57.005>the <01:01:57.180>use <01:01:57.355>cases

1246
01:01:58.115 --> 01:02:01.015
<01:01:58.115>and <01:01:58.314>customer <01:01:58.515>videos <01:01:58.714>I <01:01:58.915>shared <01:01:59.115>were <01:01:59.314>all <01:01:59.515>built

1247
01:02:01.635 --> 01:02:06.175
<01:02:01.635>by <01:02:01.762>Azure <01:02:01.889>AI <01:02:02.016>in <01:02:02.144>Azure <01:02:02.271>AI <01:02:02.398>studio, <01:02:02.525>um, <01:02:02.653>which <01:02:02.780>is <01:02:02.907>really <01:02:03.035>amazing.

1248
01:02:07.155 --> 01:02:10.735
<01:02:07.155>And <01:02:07.355>so <01:02:07.555>hopefully <01:02:07.755>at <01:02:07.955>this <01:02:08.155>point, <01:02:08.355>you <01:02:08.555>know,

1249
01:02:10.795 --> 01:02:13.015
<01:02:10.795>you're <01:02:11.075>probably <01:02:11.355>asking <01:02:11.635>yourself <01:02:11.915>like, <01:02:12.195>great,

1250
01:02:13.155 --> 01:02:16.415
<01:02:13.155>how <01:02:13.310>can <01:02:13.466>I <01:02:13.621>take <01:02:13.777>action <01:02:13.932>on <01:02:14.088>this <01:02:14.243>in <01:02:14.399>my <01:02:14.555>business?

1251
01:02:16.555 --> 01:02:18.495
<01:02:16.555>Or <01:02:16.730>how <01:02:16.904>can <01:02:17.080>I, <01:02:17.254>you <01:02:17.430>know, <01:02:17.605>go <01:02:17.779>ahead <01:02:17.955>and,

1252
01:02:18.515 --> 01:02:21.725
<01:02:18.515>and <01:02:18.670>learn <01:02:18.826>more <01:02:18.981>about <01:02:19.137>AI <01:02:19.292>and, <01:02:19.448>and <01:02:19.603>build <01:02:19.759>something, <01:02:19.915>right?

1253
01:02:22.785 --> 01:02:24.765
<01:02:22.785>So <01:02:22.960>first <01:02:23.134>of <01:02:23.310>all, <01:02:23.484>I <01:02:23.660>wanna <01:02:23.835>make <01:02:24.009>it <01:02:24.185>clear

1254
01:02:24.765 --> 01:02:27.405
<01:02:24.765>that <01:02:25.045>your <01:02:25.325>data <01:02:25.605>is <01:02:25.884>your <01:02:26.165>differentiator.

1255
01:02:28.385 --> 01:02:31.645
<01:02:28.385>So <01:02:28.540>if <01:02:28.696>you <01:02:28.851>have <01:02:29.007>garbage <01:02:29.162>data, <01:02:29.318>generative <01:02:29.473>AI <01:02:29.629>is <01:02:29.785>going

1256
01:02:31.645 --> 01:02:33.365
<01:02:31.645>to <01:02:31.925>give <01:02:32.205>you <01:02:32.485>garbage <01:02:32.765>answers, <01:02:33.045>right?

1257
01:02:33.365 --> 01:02:34.965
<01:02:33.365>We <01:02:33.598>call <01:02:33.831>that <01:02:34.064>garbage <01:02:34.298>in, <01:02:34.531>garbage <01:02:34.765>out.

1258
01:02:35.265 --> 01:02:40.085
<01:02:35.265>So <01:02:35.420>getting <01:02:35.576>AI <01:02:35.731>ready <01:02:35.887>means <01:02:36.042>you've <01:02:36.198>invested <01:02:36.353>time <01:02:36.509>to <01:02:36.665>evaluate

1259
01:02:40.145 --> 01:02:42.765
<01:02:40.145>and, <01:02:40.320>and, <01:02:40.495>you <01:02:40.670>know, <01:02:40.845>bring <01:02:41.020>up <01:02:41.195>a <01:02:41.370>data <01:02:41.545>state

1260
01:02:42.765 --> 01:02:45.285
<01:02:42.765>and <01:02:42.920>you're <01:02:43.076>making <01:02:43.231>the <01:02:43.387>necessary <01:02:43.542>moves <01:02:43.698>to <01:02:43.853>migrate <01:02:44.009>your <01:02:44.165>data

1261
01:02:45.305 --> 01:02:48.245
<01:02:45.305>to <01:02:45.504>the <01:02:45.705>cloud <01:02:45.904>for <01:02:46.105>obvious <01:02:46.305>reasons, <01:02:46.504>ideally <01:02:46.705>Azure.

1262
01:02:49.105 --> 01:02:51.725
<01:02:49.105>But <01:02:49.280>then <01:02:49.455>if <01:02:49.630>you <01:02:49.805>wanna <01:02:49.980>get <01:02:50.155>started <01:02:50.330>with <01:02:50.505>ai,

1263
01:02:51.725 --> 01:02:53.085
<01:02:51.725>the <01:02:51.877>first <01:02:52.031>thing <01:02:52.183>you <01:02:52.337>do <01:02:52.490>is <01:02:52.643>like, <01:02:52.796>think <01:02:52.949>about

1264
01:02:53.085 --> 01:02:55.405
<01:02:53.085>where <01:02:53.285>you <01:02:53.485>are <01:02:53.685>on <01:02:53.885>your <01:02:54.085>AI <01:02:54.285>readiness <01:02:54.485>journey.

1265
01:02:55.625 --> 01:02:59.165
<01:02:55.625>So <01:02:55.800>we <01:02:55.975>published <01:02:56.150>a <01:02:56.325>white <01:02:56.500>paper <01:02:56.675>recently <01:02:56.850>that's <01:02:57.025>called,

1266
01:02:59.425 --> 01:03:01.205
<01:02:59.425>you <01:02:59.658>know, <01:02:59.891>building <01:03:00.125>a <01:03:00.358>Foundation <01:03:00.591>for <01:03:00.825>Success,

1267
01:03:01.365 --> 01:03:04.285
<01:03:01.365>A <01:03:01.540>Leader's <01:03:01.714>Guide, <01:03:01.890>and <01:03:02.064>that's <01:03:02.240>super, <01:03:02.415>you <01:03:02.589>know, <01:03:02.765>helpful

1268
01:03:04.385 --> 01:03:06.885
<01:03:04.385>and <01:03:04.540>includes <01:03:04.696>a <01:03:04.851>lot <01:03:05.007>of <01:03:05.162>insights <01:03:05.318>not <01:03:05.473>only <01:03:05.629>from <01:03:05.785>Microsoft,

1269
01:03:06.905 --> 01:03:09.005
<01:03:06.905>but <01:03:07.255>from <01:03:07.605>customers, <01:03:07.955>partners, <01:03:08.305>analysts

1270
01:03:09.005 --> 01:03:12.285
<01:03:09.005>and <01:03:09.160>other <01:03:09.316>AI <01:03:09.471>leaders <01:03:09.627>inside <01:03:09.782>and <01:03:09.938>outside <01:03:10.093>of, <01:03:10.249>of <01:03:10.405>Microsoft

1271
01:03:12.945 --> 01:03:14.445
<01:03:12.945>and <01:03:13.282>from <01:03:13.620>our <01:03:13.957>own <01:03:14.295>experiences.

1272
01:03:14.785 --> 01:03:19.365
<01:03:14.785>And <01:03:14.940>so <01:03:15.096>there's <01:03:15.251>five <01:03:15.407>cat <01:03:15.562>categories <01:03:15.718>that <01:03:15.873>form <01:03:16.029>a <01:03:16.185>foundation

1273
01:03:19.465 --> 01:03:21.125
<01:03:19.465>for <01:03:19.815>building <01:03:20.165>value <01:03:20.515>with <01:03:20.865>ai.

1274
01:03:21.985 --> 01:03:24.365
<01:03:21.985>And <01:03:22.185>um, <01:03:22.385>you <01:03:22.585>know, <01:03:22.785>there's <01:03:22.985>not <01:03:23.185>one <01:03:23.385>model

1275
01:03:24.425 --> 01:03:27.445
<01:03:24.425>for <01:03:24.580>all <01:03:24.736>organizations, <01:03:24.891>but <01:03:25.047>these <01:03:25.202>are <01:03:25.358>the <01:03:25.513>five <01:03:25.669>best <01:03:25.825>practices

1276
01:03:27.445 --> 01:03:29.205
<01:03:27.445>that <01:03:27.620>seem <01:03:27.795>to <01:03:27.970>be <01:03:28.145>the <01:03:28.320>pillars <01:03:28.495>of <01:03:28.670>AI <01:03:28.845>success.

1277
01:03:29.305 --> 01:03:31.725
<01:03:29.305>So <01:03:29.538>the <01:03:29.771>things <01:03:30.004>you <01:03:30.238>wanna <01:03:30.471>ask <01:03:30.705>yourself

1278
01:03:31.825 --> 01:03:34.365
<01:03:31.825>before <01:03:32.000>you <01:03:32.174>get <01:03:32.350>started <01:03:32.524>on <01:03:32.700>AI <01:03:32.875>transformation <01:03:33.049>in <01:03:33.225>your

1279
01:03:34.365 --> 01:03:35.725
<01:03:34.365>organization, <01:03:35.589>um,

1280
01:03:35.945 --> 01:03:39.045
<01:03:35.945>are <01:03:36.120>things <01:03:36.295>like <01:03:36.470>looking <01:03:36.645>at <01:03:36.820>your <01:03:36.995>business <01:03:37.170>strategy, <01:03:37.345>right?

1281
01:03:39.345 --> 01:03:40.725
<01:03:39.345>Ha <01:03:39.655>have <01:03:39.966>you <01:03:40.276>clearly <01:03:40.587>defined

1282
01:03:40.785 --> 01:03:43.245
<01:03:40.785>and <01:03:41.018>prioritized <01:03:41.251>business <01:03:41.484>objectives <01:03:41.718>and <01:03:41.951>use <01:03:42.185>cases

1283
01:03:43.385 --> 01:03:44.965
<01:03:43.385>and <01:03:43.665>how <01:03:43.945>to <01:03:44.225>measure <01:03:44.505>AI <01:03:44.785>value.

1284
01:03:45.345 --> 01:03:48.525
<01:03:45.345>So <01:03:45.500>in <01:03:45.656>terms <01:03:45.811>of <01:03:45.967>value, <01:03:46.122>for <01:03:46.278>example, <01:03:46.433>how <01:03:46.589>much <01:03:46.745>time

1285
01:03:48.525 --> 01:03:49.525
<01:03:48.525>or <01:03:48.705>money <01:03:48.885>are <01:03:49.065>you <01:03:49.245>gonna <01:03:49.425>save

1286
01:03:50.065 --> 01:03:52.005
<01:03:50.065>by <01:03:50.345>implementing <01:03:50.625>the <01:03:50.905>use <01:03:51.185>case, <01:03:51.465>right?

1287
01:03:52.105 --> 01:03:56.205
<01:03:52.105>So <01:03:52.305>for <01:03:52.505>example, <01:03:52.705>like <01:03:52.905>last <01:03:53.105>week <01:03:53.305>literally <01:03:53.505>Klarna

1288
01:03:56.845 --> 01:03:59.085
<01:03:56.845>released <01:03:57.044>a <01:03:57.245>new <01:03:57.444>AI <01:03:57.645>chat <01:03:57.845>bot <01:03:58.044>using <01:03:58.245>OpenAI.

1289
01:03:59.145 --> 01:04:03.165
<01:03:59.145>And <01:03:59.285>so <01:03:59.425>in <01:03:59.565>one <01:03:59.705>month <01:03:59.845>that <01:03:59.985>chat <01:04:00.125>bot <01:04:00.265>handled <01:04:00.405>two <01:04:00.545>thirds

1290
01:04:03.225 --> 01:04:04.845
<01:04:03.225>of <01:04:03.575>their <01:04:03.924>customer <01:04:04.275>service <01:04:04.625>chats

1291
01:04:05.185 --> 01:04:07.405
<01:04:05.185>and <01:04:05.535>had <01:04:05.884>2.3 <01:04:06.235>million <01:04:06.585>conversations.

1292
01:04:07.905 --> 01:04:11.445
<01:04:07.905>It <01:04:08.080>did <01:04:08.255>the <01:04:08.430>work <01:04:08.605>of <01:04:08.780>700 <01:04:08.955>full-time <01:04:09.130>agents <01:04:09.305>and,

1293
01:04:11.585 --> 01:04:12.605
<01:04:11.585>and <01:04:12.044>it's <01:04:12.503>estimated

1294
01:04:12.605 --> 01:04:17.005
<01:04:12.605>to <01:04:12.838>drive <01:04:13.071>a <01:04:13.305>$40 <01:04:13.538>million <01:04:13.771>USD <01:04:14.005>profit.

1295
01:04:17.425 --> 01:04:20.565
<01:04:17.425>Um, <01:04:17.565>and <01:04:17.705>so <01:04:17.845>that's <01:04:17.985>like <01:04:18.125>an <01:04:18.265>amazing <01:04:18.405>example <01:04:18.545>of <01:04:18.685>business <01:04:18.825>value.

1296
01:04:21.025 --> 01:04:23.485
<01:04:21.025>So <01:04:21.200>there's <01:04:21.375>definitely <01:04:21.550>other <01:04:21.725>questions <01:04:21.900>you <01:04:22.075>wanna <01:04:22.250>ask <01:04:22.425>yourself

1297
01:04:23.495 --> 01:04:25.445
<01:04:23.495>along <01:04:23.728>the <01:04:23.961>lines <01:04:24.194>of, <01:04:24.428>you <01:04:24.661>know, <01:04:24.895>technology

1298
01:04:25.445 --> 01:04:27.365
<01:04:25.445>and <01:04:25.795>data <01:04:26.145>strategy, <01:04:26.495>AI <01:04:26.845>strategy

1299
01:04:27.505 --> 01:04:31.045
<01:04:27.505>and <01:04:27.680>ex <01:04:27.855>the <01:04:28.030>experience <01:04:28.205>on <01:04:28.380>your <01:04:28.555>team, <01:04:28.730>your <01:04:28.905>organization,

1300
01:04:31.115 --> 01:04:34.285
<01:04:31.115>your <01:04:31.270>culture, <01:04:31.426>and <01:04:31.581>also, <01:04:31.737>you <01:04:31.892>know, <01:04:32.048>look <01:04:32.203>at <01:04:32.359>AI <01:04:32.515>governance

1301
01:04:34.285 --> 01:04:37.325
<01:04:34.285>and <01:04:34.440>how <01:04:34.596>you <01:04:34.751>would <01:04:34.907>do <01:04:35.062>that, <01:04:35.218>um, <01:04:35.373>in <01:04:35.529>your <01:04:35.685>business.

1302
01:04:38.305 --> 01:04:40.525
<01:04:38.305>So <01:04:38.538>once <01:04:38.771>you've <01:04:39.004>done <01:04:39.238>all <01:04:39.471>those <01:04:39.705>things

1303
01:04:41.505 --> 01:04:44.565
<01:04:41.505>and <01:04:41.680>prioritize <01:04:41.855>some <01:04:42.030>use <01:04:42.205>cases, <01:04:42.380>right, <01:04:42.555>you <01:04:42.730>can <01:04:42.905>move

1304
01:04:44.565 --> 01:04:47.085
<01:04:44.565>to <01:04:44.720>the <01:04:44.876>next <01:04:45.031>step, <01:04:45.187>which <01:04:45.342>is <01:04:45.498>to <01:04:45.653>build <01:04:45.809>something <01:04:45.965>exceptional.

1305
01:04:47.585 --> 01:04:49.965
<01:04:47.585>So <01:04:47.760>if <01:04:47.935>you <01:04:48.110>have <01:04:48.285>a <01:04:48.460>super <01:04:48.635>impactful <01:04:48.810>use <01:04:48.985>case,

1306
01:04:50.865 --> 01:04:52.925
<01:04:50.865>our <01:04:51.064>AI <01:04:51.265>global <01:04:51.464>black <01:04:51.665>belt <01:04:51.865>team, <01:04:52.064>which <01:04:52.265>Matthew

1307
01:04:52.985 --> 01:04:56.405
<01:04:52.985>and <01:04:53.112>I <01:04:53.239>are <01:04:53.366>on, <01:04:53.494>can <01:04:53.621>engage <01:04:53.748>to <01:04:53.875>help <01:04:54.003>you <01:04:54.130>design <01:04:54.257>the <01:04:54.385>architecture

1308
01:04:56.665 --> 01:04:58.245
<01:04:56.665>and <01:04:57.015>build <01:04:57.365>a <01:04:57.715>rapid <01:04:58.065>prototype.

1309
01:04:58.985 --> 01:05:03.765
<01:04:58.985>And <01:04:59.112>so <01:04:59.239>we <01:04:59.366>hope <01:04:59.494>you <01:04:59.621>guys <01:04:59.748>will <01:04:59.875>get <01:05:00.003>started <01:05:00.130>with, <01:05:00.257>you <01:05:00.385>know,

1310
01:05:04.075 --> 01:05:06.365
<01:05:04.075>designing <01:05:04.355>or <01:05:04.634>building <01:05:04.915>any <01:05:05.194>AI <01:05:05.475>app.

1311
01:05:06.905 --> 01:05:09.885
<01:05:06.904>And <01:05:07.044>we <01:05:07.185>wanted <01:05:07.325>to <01:05:07.464>just <01:05:07.604>thank <01:05:07.745>you <01:05:07.884>for <01:05:08.024>attending <01:05:08.165>today's <01:05:08.305>event

1312
01:05:10.105 --> 01:05:11.965
<01:05:10.105>and <01:05:10.305>we <01:05:10.505>put <01:05:10.705>our <01:05:10.905>LinkedIns <01:05:11.105>here <01:05:11.305>in <01:05:11.505>case

1313
01:05:11.965 --> 01:05:13.005
<01:05:11.965>you <01:05:12.199>wanna <01:05:12.433>connect <01:05:12.667>with <01:05:12.901>us.

1314
01:05:13.425 --> 01:05:16.405
<01:05:13.425>And <01:05:13.541>so <01:05:13.658>this <01:05:13.775>is <01:05:13.891>just <01:05:14.008>the <01:05:14.125>beginning <01:05:14.241>of <01:05:14.358>what <01:05:14.475>the <01:05:14.591>age <01:05:14.708>of <01:05:14.825>AI

1315
01:05:16.975 --> 01:05:18.045
<01:05:16.975>holds <01:05:17.215>in <01:05:17.456>store <01:05:17.697>for <01:05:17.938>us.

1316
01:05:18.105 --> 01:05:21.885
<01:05:18.105>And <01:05:18.260>as <01:05:18.416>we <01:05:18.571>continue <01:05:18.727>to <01:05:18.882>pursue <01:05:19.038>you <01:05:19.193>know <01:05:19.349>Microsoft's <01:05:19.505>vision

1317
01:05:21.985 --> 01:05:23.205
<01:05:21.985>to <01:05:22.351>empower <01:05:22.717>every <01:05:23.083>person

1318
01:05:23.305 --> 01:05:26.365
<01:05:23.305>and <01:05:23.480>every <01:05:23.654>organization <01:05:23.830>on <01:05:24.004>the <01:05:24.180>planet <01:05:24.355>to <01:05:24.529>achieve <01:05:24.705>more.

1319
01:05:26.985 --> 01:05:29.325
<01:05:26.985>Um, <01:05:27.185>we're <01:05:27.385>super <01:05:27.585>excited <01:05:27.785>to <01:05:27.985>chat <01:05:28.185>with <01:05:28.385>you

1320
01:05:29.465 --> 01:05:32.685
<01:05:29.465>and <01:05:29.581>if <01:05:29.698>you <01:05:29.815>have <01:05:29.931>any <01:05:30.048>questions, <01:05:30.165>feel <01:05:30.281>free <01:05:30.398>to, <01:05:30.515>to <01:05:30.631>let <01:05:30.748>us <01:05:30.865>know.

1321
01:05:33.345 --> 01:05:34.345
<01:05:33.345>But <01:05:33.795>thank <01:05:34.245>you.

1322
01:05:38.315 --> 01:05:40.105
<01:05:38.315>Hello <01:05:38.548>again, <01:05:38.781>Simi. <01:05:39.015>Thank <01:05:39.248>you <01:05:39.481>so <01:05:39.715>much.

1323
01:05:40.125 --> 01:05:43.465
<01:05:40.125>And <01:05:40.325>thanks <01:05:40.525>also <01:05:40.725>to <01:05:40.925>Matt <01:05:41.125>for <01:05:41.325>the <01:05:41.525>demo.

1324
01:05:44.645 --> 01:05:48.545
<01:05:44.645>So <01:05:44.785>I <01:05:44.925>would <01:05:45.065>say, <01:05:45.205>uh, <01:05:45.345>let's <01:05:45.485>jump <01:05:45.625>into <01:05:45.765>a <01:05:45.905>quick <01:05:46.045>q

1325
01:05:48.545 --> 01:05:50.465
<01:05:48.545>and <01:05:48.745>a <01:05:48.945>as <01:05:49.145>we <01:05:49.345>got <01:05:49.545>some <01:05:49.745>questions <01:05:49.945>in.

1326
01:05:51.775 --> 01:05:52.845
<01:05:51.775>First <01:05:52.738>question,

1327
01:05:53.705 --> 01:05:57.725
<01:05:53.705>how <01:05:53.904>can <01:05:54.105>AI <01:05:54.305>help <01:05:54.505>companies <01:05:54.705>promote <01:05:54.904>more <01:05:55.105>inclusivity

1328
01:05:58.145 --> 01:06:00.365
<01:05:58.145>and <01:05:58.495>diversity <01:05:58.845>among <01:05:59.195>their <01:05:59.545>employees?

1329
01:06:04.605 --> 01:06:06.775
<01:06:04.605>Yeah, <01:06:04.780>I <01:06:04.955>mean <01:06:05.130>I <01:06:05.305>think <01:06:05.480>that's <01:06:05.655>an <01:06:05.830>awesome <01:06:06.005>question

1330
01:06:07.075 --> 01:06:09.095
<01:06:07.075>and <01:06:07.274>I'll <01:06:07.475>touch <01:06:07.674>on <01:06:07.875>kind <01:06:08.075>of <01:06:08.274>one <01:06:08.475>area

1331
01:06:09.105 --> 01:06:11.255
<01:06:09.105>where <01:06:09.305>we've <01:06:09.505>seen <01:06:09.705>it <01:06:09.905>making <01:06:10.105>a <01:06:10.305>huge <01:06:10.505>impact.

1332
01:06:11.595 --> 01:06:14.055
<01:06:11.595>So <01:06:11.722>there <01:06:11.849>are <01:06:11.976>a <01:06:12.104>lot <01:06:12.231>of, <01:06:12.358>you <01:06:12.485>know, <01:06:12.613>Microsoft <01:06:12.740>is, <01:06:12.867>is <01:06:12.995>very

1333
01:06:14.925 --> 01:06:16.895
<01:06:14.925>focused <01:06:15.391>on <01:06:15.858>enabling <01:06:16.325>everyone

1334
01:06:17.035 --> 01:06:20.295
<01:06:17.035>and <01:06:17.162>you <01:06:17.289>know, <01:06:17.416>with <01:06:17.544>AI <01:06:17.671>tools <01:06:17.798>you <01:06:17.925>can <01:06:18.053>really <01:06:18.180>support <01:06:18.307>a <01:06:18.435>lot

1335
01:06:20.295 --> 01:06:21.735
<01:06:20.295>of <01:06:20.727>people <01:06:21.159>with <01:06:21.591>disabilities.

1336
01:06:22.355 --> 01:06:25.895
<01:06:22.355>So <01:06:22.510>maybe <01:06:22.666>someone <01:06:22.821>with <01:06:22.977>vision <01:06:23.132>issues <01:06:23.288>or <01:06:23.443>with <01:06:23.599>hearing <01:06:23.755>issues

1337
01:06:26.635 --> 01:06:29.855
<01:06:26.635>or <01:06:26.868>who, <01:06:27.101>you <01:06:27.335>know, <01:06:27.568>has <01:06:27.801>limited <01:06:28.035>function

1338
01:06:29.915 --> 01:06:34.575
<01:06:29.915>or <01:06:30.055>mobility, <01:06:30.195>AI <01:06:30.335>can <01:06:30.475>help <01:06:30.615>them <01:06:30.755>by <01:06:30.895>reading <01:06:31.035>things <01:06:31.175>to <01:06:31.315>them,

1339
01:06:35.075 --> 01:06:38.775
<01:06:35.075>by <01:06:35.214>writing <01:06:35.355>out <01:06:35.495>the <01:06:35.634>test <01:06:35.774>text <01:06:35.915>when <01:06:36.055>other <01:06:36.194>people <01:06:36.335>are <01:06:36.475>talking.

1340
01:06:39.475 --> 01:06:40.575
<01:06:39.475>Um, <01:06:39.970>you <01:06:40.464>know,

1341
01:06:40.675 --> 01:06:43.655
<01:06:40.675>or <01:06:40.791>just <01:06:40.908>making <01:06:41.025>it <01:06:41.141>easier <01:06:41.258>so <01:06:41.375>you <01:06:41.491>don't <01:06:41.608>have <01:06:41.725>to <01:06:41.841>use <01:06:41.958>your <01:06:42.075>hands

1342
01:06:43.675 --> 01:06:45.735
<01:06:43.675>as <01:06:43.830>much <01:06:43.986>and <01:06:44.141>you <01:06:44.297>can <01:06:44.452>kind <01:06:44.608>of <01:06:44.763>direct <01:06:44.919>the <01:06:45.075>devices

1343
01:06:45.915 --> 01:06:47.095
<01:06:45.915>or <01:06:46.127>apps <01:06:46.339>that <01:06:46.552>you <01:06:46.764>wanna <01:06:46.977>use.

1344
01:06:47.155 --> 01:06:50.615
<01:06:47.154>So <01:06:47.310>I <01:06:47.466>think <01:06:47.621>that's <01:06:47.777>one <01:06:47.932>way <01:06:48.088>that <01:06:48.243>it <01:06:48.399>inspires <01:06:48.555>diversity

1345
01:06:50.835 --> 01:06:53.375
<01:06:50.835>and <01:06:51.115>makes <01:06:51.395>it <01:06:51.675>so <01:06:51.955>everyone, <01:06:52.235>regardless

1346
01:06:53.535 --> 01:06:55.615
<01:06:53.535>of <01:06:53.768>their <01:06:54.001>limitations <01:06:54.234>can <01:06:54.468>enter <01:06:54.701>the <01:06:54.935>workforce.

1347
01:06:57.715 --> 01:06:59.415
<01:06:57.715>That's <01:06:58.065>awesome. <01:06:58.415>Thank <01:06:58.765>you <01:06:59.115>Simmi.

1348
01:06:59.905 --> 01:07:02.615
<01:06:59.904>Let's <01:07:00.104>move <01:07:00.305>on <01:07:00.504>to <01:07:00.705>the <01:07:00.904>next <01:07:01.104>audience <01:07:01.305>question.

1349
01:07:03.795 --> 01:07:06.535
<01:07:03.795>One <01:07:03.935>of <01:07:04.075>our <01:07:04.215>viewers <01:07:04.355>wanted <01:07:04.495>to <01:07:04.635>know <01:07:04.775>what <01:07:04.915>kind <01:07:05.055>of <01:07:05.195>opportunities

1350
01:07:06.755 --> 01:07:10.455
<01:07:06.755>and <01:07:06.910>careers <01:07:07.066>can <01:07:07.221>the <01:07:07.377>AI <01:07:07.532>now <01:07:07.688>boost <01:07:07.843>or <01:07:07.999>even <01:07:08.155>create?

1351
01:07:12.545 --> 01:07:14.395
<01:07:12.545>Yeah, <01:07:12.745>I <01:07:12.945>mean <01:07:13.145>there's, <01:07:13.345>there <01:07:13.545>are <01:07:13.745>a <01:07:13.945>lot

1352
01:07:14.395 --> 01:07:18.475
<01:07:14.395>of <01:07:14.595>different <01:07:14.795>opportunities, <01:07:14.995>um, <01:07:15.195>right <01:07:15.395>with, <01:07:15.595>with <01:07:15.795>ai,

1353
01:07:19.395 --> 01:07:20.675
<01:07:19.395>I <01:07:19.971>think <01:07:20.547>one

1354
01:07:20.675 --> 01:07:23.755
<01:07:20.675>that <01:07:20.875>was <01:07:21.075>really <01:07:21.275>popular <01:07:21.475>earlier <01:07:21.675>was <01:07:21.875>prompt <01:07:22.075>engineering

1355
01:07:23.775 --> 01:07:26.075
<01:07:23.775>and <01:07:23.950>so <01:07:24.125>people <01:07:24.300>are, <01:07:24.475>are <01:07:24.650>really <01:07:24.825>interested <01:07:25.000>in <01:07:25.175>that.

1356
01:07:26.175 --> 01:07:27.995
<01:07:26.175>And <01:07:26.375>you <01:07:26.575>know, <01:07:26.775>we <01:07:26.975>didn't <01:07:27.175>show <01:07:27.375>a <01:07:27.575>prompt,

1357
01:07:28.015 --> 01:07:29.595
<01:07:28.015>prompt <01:07:28.481>flow <01:07:28.948>demo <01:07:29.415>today,

1358
01:07:29.695 --> 01:07:32.075
<01:07:29.695>but <01:07:29.850>that <01:07:30.006>would've <01:07:30.161>been, <01:07:30.317>you <01:07:30.472>know, <01:07:30.628>very <01:07:30.783>interesting <01:07:30.939>as <01:07:31.095>well.

1359
01:07:32.815 --> 01:07:34.515
<01:07:32.815>Um, <01:07:33.048>you <01:07:33.281>know, <01:07:33.515>in <01:07:33.748>terms <01:07:33.981>of <01:07:34.215>time,

1360
01:07:35.315 --> 01:07:38.115
<01:07:35.315>I <01:07:35.455>think <01:07:35.595>other <01:07:35.735>new <01:07:35.875>career <01:07:36.015>paths <01:07:36.155>are <01:07:36.295>the <01:07:36.435>ones <01:07:36.575>that <01:07:36.715>Matthew

1361
01:07:38.215 --> 01:07:39.315
<01:07:38.215>and <01:07:38.462>I <01:07:38.710>are <01:07:38.957>in, <01:07:39.205>right?

1362
01:07:39.575 --> 01:07:42.635
<01:07:39.575>Um, <01:07:39.774>being <01:07:39.975>AI <01:07:40.174>specialists <01:07:40.375>and, <01:07:40.575>and <01:07:40.774>helping <01:07:40.975>others

1363
01:07:42.735 --> 01:07:44.355
<01:07:42.735>and <01:07:43.201>building <01:07:43.668>AI <01:07:44.135>applications.

1364
01:07:45.095 --> 01:07:47.675
<01:07:45.095>Um, <01:07:45.235>and <01:07:45.375>so <01:07:45.515>yeah, <01:07:45.655>there's, <01:07:45.795>there's <01:07:45.935>a <01:07:46.075>lot <01:07:46.215>of <01:07:46.355>different <01:07:46.495>ways

1365
01:07:47.675 --> 01:07:50.995
<01:07:47.675>to <01:07:47.830>go <01:07:47.986>with <01:07:48.141>that, <01:07:48.297>but <01:07:48.452>those <01:07:48.608>are <01:07:48.763>just <01:07:48.919>some <01:07:49.075>examples.

1366
01:07:53.105 --> 01:07:56.415
<01:07:53.105>Thank <01:07:53.280>you. <01:07:53.455>And <01:07:53.630>we've <01:07:53.805>got <01:07:53.980>one <01:07:54.155>more <01:07:54.330>audience <01:07:54.505>question.

1367
01:07:56.835 --> 01:08:00.295
<01:07:56.835>Can <01:07:57.010>AI <01:07:57.185>help <01:07:57.360>people <01:07:57.535>having <01:07:57.710>full <01:07:57.885>home <01:07:58.060>office <01:07:58.235>jobs

1368
01:08:00.565 --> 01:08:01.655
<01:08:00.565>from <01:08:00.810>all <01:08:01.055>over <01:08:01.300>the <01:08:01.546>world?

1369
01:08:03.475 --> 01:08:06.935
<01:08:03.475>Yes, <01:08:03.650>definitely. <01:08:03.825>And <01:08:04.000>you <01:08:04.174>know, <01:08:04.350>it's <01:08:04.525>been <01:08:04.700>pretty <01:08:04.875>amazing.

1370
01:08:07.255 --> 01:08:10.015
<01:08:07.255>I <01:08:07.382>mean, <01:08:07.509>Matthew <01:08:07.636>and <01:08:07.764>I, <01:08:07.891>for <01:08:08.018>example, <01:08:08.145>we <01:08:08.273>both <01:08:08.400>work <01:08:08.527>from <01:08:08.655>home,

1371
01:08:10.715 --> 01:08:15.475
<01:08:10.715>um, <01:08:10.890>and <01:08:11.065>it's <01:08:11.240>super <01:08:11.415>awesome <01:08:11.590>to <01:08:11.765>like <01:08:11.940>leverage <01:08:12.115>AI

1372
01:08:15.655 --> 01:08:17.755
<01:08:15.654>to <01:08:16.005>connect <01:08:16.354>different <01:08:16.705>teams, <01:08:17.054>right?

1373
01:08:17.775 --> 01:08:20.955
<01:08:17.774>And <01:08:17.930>different <01:08:18.086>people <01:08:18.241>and <01:08:18.397>you <01:08:18.552>have <01:08:18.708>the <01:08:18.863>ability <01:08:19.019>to <01:08:19.174>do

1374
01:08:20.955 --> 01:08:22.675
<01:08:20.955>so <01:08:21.305>much <01:08:21.654>more <01:08:22.005>from <01:08:22.354>home

1375
01:08:22.975 --> 01:08:24.595
<01:08:22.975>and <01:08:23.255>feel <01:08:23.535>so <01:08:23.815>much <01:08:24.095>more <01:08:24.375>connected

1376
01:08:24.595 --> 01:08:28.955
<01:08:24.595>to <01:08:24.750>your <01:08:24.906>organization <01:08:25.061>without <01:08:25.217>having <01:08:25.372>to <01:08:25.528>go <01:08:25.683>into <01:08:25.839>the <01:08:25.995>office.

1377
01:08:29.575 --> 01:08:31.715
<01:08:29.575>And <01:08:29.774>so <01:08:29.974>we <01:08:30.175>just <01:08:30.375>also <01:08:30.575>talked <01:08:30.774>about <01:08:30.974>people

1378
01:08:31.715 --> 01:08:33.675
<01:08:31.715>with <01:08:32.181>disabilities, <01:08:32.648>for <01:08:33.115>example.

1379
01:08:34.455 --> 01:08:37.635
<01:08:34.455>Um, <01:08:34.630>you <01:08:34.805>know, <01:08:34.979>they <01:08:35.154>can <01:08:35.330>work <01:08:35.505>from <01:08:35.680>home <01:08:35.854>and

1380
01:08:37.655 --> 01:08:39.675
<01:08:37.654>and <01:08:37.888>leverage <01:08:38.121>AI <01:08:38.354>tools <01:08:38.588>to <01:08:38.821>support <01:08:39.054>them.

1381
01:08:40.615 --> 01:08:43.755
<01:08:40.615>And <01:08:40.770>I <01:08:40.926>think <01:08:41.081>just <01:08:41.237>actually <01:08:41.392>going <01:08:41.548>back <01:08:41.703>a <01:08:41.859>little <01:08:42.014>bit

1382
01:08:43.775 --> 01:08:47.235
<01:08:43.774>to <01:08:43.915>career <01:08:44.054>path, <01:08:44.194>I <01:08:44.335>think <01:08:44.474>what <01:08:44.615>I, <01:08:44.754>I <01:08:44.894>wanna <01:08:45.035>mention <01:08:45.174>that,

1383
01:08:47.235 --> 01:08:50.395
<01:08:47.234>that <01:08:47.468>Ann <01:08:47.701>or <01:08:47.934>Matt, <01:08:48.168>Matt <01:08:48.401>actually <01:08:48.634>he

1384
01:08:51.135 --> 01:08:52.595
<01:08:51.135>has <01:08:51.463>a <01:08:51.792>background <01:08:52.120>in <01:08:52.449>linguistics.

1385
01:08:52.615 --> 01:08:55.835
<01:08:52.615>He <01:08:52.755>is <01:08:52.894>a <01:08:53.035>PhD <01:08:53.175>in <01:08:53.314>linguistics. <01:08:53.455>It's, <01:08:53.594>it's <01:08:53.734>Dr. <01:08:53.875>Matthew, <01:08:54.014>right?

1386
01:08:56.655 --> 01:09:01.155
<01:08:56.654>And <01:08:56.810>he <01:08:56.966>went <01:08:57.121>from <01:08:57.277>linguistics <01:08:57.432>to <01:08:57.588>AI <01:08:57.743>just, <01:08:57.899>you <01:08:58.054>know,

1387
01:09:01.225 --> 01:09:03.595
<01:09:01.225>from <01:09:01.505>his <01:09:01.785>interest <01:09:02.065>in <01:09:02.345>language <01:09:02.625>science

1388
01:09:03.775 --> 01:09:06.115
<01:09:03.774>and <01:09:03.974>how <01:09:04.174>that <01:09:04.375>connects <01:09:04.575>with <01:09:04.774>AI <01:09:04.974>as <01:09:05.174>well.

1389
01:09:06.175 --> 01:09:09.195
<01:09:06.175>So <01:09:06.350>he's <01:09:06.525>another <01:09:06.700>good <01:09:06.875>example <01:09:07.050>of <01:09:07.225>a <01:09:07.400>career <01:09:07.575>path

1390
01:09:09.335 --> 01:09:10.955
<01:09:09.335>or <01:09:09.615>you <01:09:09.895>know, <01:09:10.175>a <01:09:10.455>transition <01:09:10.734>is,

1391
01:09:10.955 --> 01:09:14.115
<01:09:10.955>I <01:09:11.095>saw <01:09:11.234>another <01:09:11.375>question <01:09:11.515>in <01:09:11.654>the <01:09:11.795>chat <01:09:11.934>as <01:09:12.075>well <01:09:12.215>about <01:09:12.354>how,

1392
01:09:14.415 --> 01:09:17.075
<01:09:14.415>you <01:09:14.570>know, <01:09:14.726>is <01:09:14.881>it <01:09:15.037>too <01:09:15.192>late <01:09:15.348>to <01:09:15.503>get <01:09:15.659>into <01:09:15.814>AI

1393
01:09:17.375 --> 01:09:19.035
<01:09:17.375>and <01:09:17.608>it's <01:09:17.841>definitely <01:09:18.075>not <01:09:18.308>too, <01:09:18.541>too <01:09:18.774>late.

1394
01:09:19.035 --> 01:09:21.715
<01:09:19.035>Matthew <01:09:19.190>went <01:09:19.346>all <01:09:19.501>the <01:09:19.657>way <01:09:19.812>to <01:09:19.968>his <01:09:20.123>PhD <01:09:20.279>in <01:09:20.434>linguistics

1395
01:09:22.095 --> 01:09:24.835
<01:09:22.095>and <01:09:22.270>I <01:09:22.445>was <01:09:22.620>here <01:09:22.795>with <01:09:22.970>us, <01:09:23.145>um, <01:09:23.320>doing <01:09:23.495>ai,

1396
01:09:24.855 --> 01:09:25.995
<01:09:24.854>so <01:09:25.060>that's <01:09:25.265>pretty <01:09:25.470>awesome <01:09:25.675>as <01:09:25.880>well.

1397
01:09:27.975 --> 01:09:31.115
<01:09:27.975>Yes, <01:09:28.208>so <01:09:28.441>bright <01:09:28.675>future <01:09:28.908>ahead <01:09:29.141>with <01:09:29.375>ai.

1398
01:09:31.855 --> 01:09:34.195
<01:09:31.854>So <01:09:32.054>Simi <01:09:32.254>and <01:09:32.455>Matt, <01:09:32.654>thank <01:09:32.854>you <01:09:33.054>so <01:09:33.254>much

1399
01:09:34.255 --> 01:09:36.835
<01:09:34.255>for <01:09:34.455>sharing <01:09:34.654>all <01:09:34.855>these <01:09:35.055>insights <01:09:35.255>today <01:09:35.455>with <01:09:35.654>us.

1400
01:09:37.025 --> 01:09:39.115
<01:09:37.024>Also <01:09:37.224>thank <01:09:37.424>you <01:09:37.625>for <01:09:37.825>the <01:09:38.024>q <01:09:38.224>and <01:09:38.424>a

1401
01:09:39.535 --> 01:09:42.235
<01:09:39.535>and <01:09:39.690>hopefully <01:09:39.846>you <01:09:40.001>have <01:09:40.157>a <01:09:40.312>nice <01:09:40.468>rest <01:09:40.623>of <01:09:40.779>the <01:09:40.934>day

1402
01:09:42.335 --> 01:09:44.235
<01:09:42.335>and <01:09:42.510>see <01:09:42.685>you <01:09:42.859>next <01:09:43.035>time <01:09:43.210>on <01:09:43.385>another <01:09:43.560>live <01:09:43.734>day.

1403
01:09:44.955 --> 01:09:46.965
<01:09:44.955>Amazing. <01:09:45.421>Thank <01:09:45.888>you. <01:09:46.354>Thanks

1404
01:09:46.965 --> 01:09:47.965
<01:09:46.965>So <01:09:47.865>much.

1405
01:09:48.255 --> 01:09:49.245
<01:09:48.255>Thank <01:09:48.551>you <01:09:48.849>both. <01:09:49.145>Bye.