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1 | 1 | - date: 2/4 |
2 | 2 | title: > |
3 | | - Week 1 <strong>Introduction</strong> <a href="lec1 - introduction.pdf">[slides]</a> |
| 3 | + Week 1 <strong>Introduction</strong> <a href="lec1 - introduction.pdf">[slides]</a> <a href=" ">[video]</a> |
4 | 4 | slides: |
5 | 5 | topics: |
6 | 6 | - Course syllabus and requirements <br/> |
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12 | 12 |
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13 | 13 | - date: 2/6 |
14 | 14 | title: > |
15 | | - Week 1 <strong>Introduction to AI Research</strong> <a href="lec1.2 - AI research.pdf">[slides]</a> |
| 15 | + Week 1 <strong>Introduction to AI Research</strong> <a href="lec1.2 - AI research.pdf">[slides]</a> <a href=" ">[video]</a> |
16 | 16 | slides: |
17 | 17 | topics: |
18 | 18 | - Introduction to AI and AI research <br/> |
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21 | 21 |
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22 | 22 | - date: 2/11 |
23 | 23 | title: > |
24 | | - Week 2 <strong>Foundation 1: Data, structure, information</strong> <a href="lec2 - data.pdf">[slides]</a> |
| 24 | + Week 2 <strong>Foundation 1: Data, structure, information</strong> <a href="lec2 - data.pdf">[slides]</a> <a href=" ">[video]</a> |
25 | 25 | slides: |
26 | 26 | topics: |
27 | 27 | - Common data modalities <br/> |
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35 | 35 |
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36 | 36 | - date: 2/14 |
37 | 37 | title: > |
38 | | - Week 2 <strong>Foundation 2: Practical AI tools</strong> <a href="Debugging Tips.pdf">[slides]</a> |
| 38 | + Week 2 <strong>Foundation 2: Practical AI tools</strong> <a href="Debugging Tips.pdf">[slides]</a> <a href=" ">[video]</a> |
39 | 39 | slides: |
40 | 40 | topics: |
41 | 41 | - Getting started with PyTorch <br/> |
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62 | 62 |
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63 | 63 | - date: 2/25 |
64 | 64 | title: > |
65 | | - Week 4 <strong>Foundation 3: Model architectures</strong> <a href="lec3 - models.pdf">[slides]</a> |
| 65 | + Week 4 <strong>Foundation 3: Model architectures</strong> <a href="lec3 - models.pdf">[slides]</a> <a href=" ">[video]</a> |
66 | 66 | slides: |
67 | 67 | topics: |
68 | 68 | - Structure and invariances <br/> |
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91 | 91 |
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92 | 92 | - date: 3/4 |
93 | 93 | title: > |
94 | | - Week 5 <strong>Multimodal 1: Connections and alignment</strong> <a href="lec4 - multimodal.pdf">[slides]</a> |
| 94 | + Week 5 <strong>Multimodal 1: Connections and alignment</strong> <a href="lec4 - multimodal.pdf">[slides]</a> <a href=" ">[video]</a> |
95 | 95 | slides: |
96 | 96 | topics: |
97 | 97 | - Heterogeneity, connections, and interactions <br/> |
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120 | 120 |
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121 | 121 | - date: 3/11 |
122 | 122 | title: > |
123 | | - Week 6 <strong>Multimodal 2: Interactions and fusion</strong> <a href="lec5 - fusion.pdf">[slides]</a> |
| 123 | + Week 6 <strong>Multimodal 2: Interactions and fusion</strong> <a href="lec5 - fusion.pdf">[slides]</a> <a href=" ">[video]</a> |
124 | 124 | slides: |
125 | 125 | topics: |
126 | 126 | - Cross-modal interactions <br/> |
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147 | 147 |
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148 | 148 | - date: 3/18 |
149 | 149 | title: > |
150 | | - Week 7 <strong>Multimodal 3: Cross-modal transfer</strong> <a href="lec6 - crossmodal.pdf">[slides]</a> |
| 150 | + Week 7 <strong>Multimodal 3: Cross-modal transfer</strong> <a href="lec6 - crossmodal.pdf">[slides]</a> <a href=" ">[video]</a> |
151 | 151 | slides: |
152 | 152 | topics: |
153 | 153 | - Cross-modal learning via fusion <br/> |
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181 | 181 |
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182 | 182 | - date: 4/1 |
183 | 183 | title: > |
184 | | - Week 9 <strong>Large models 1: Large foundation models</strong> <a href="lec7 - large models.pdf">[slides]</a> |
| 184 | + Week 9 <strong>Large models 1: Large foundation models</strong> <a href="lec7 - large models.pdf">[slides]</a> <a href=" ">[video]</a> |
185 | 185 | slides: |
186 | 186 | topics: |
187 | 187 | - Pre-training data <br/> |
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211 | 211 |
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212 | 212 | - date: 4/15 |
213 | 213 | title: > |
214 | | - Week 11 <strong>Large models 2: Large multimodal models</strong> <a href="lec8 - large multimodal models.pdf">[slides]</a> |
| 214 | + Week 11 <strong>Large models 2: Large multimodal models</strong> <a href="lec8 - large multimodal models.pdf">[slides]</a> <a href=" ">[video]</a> |
215 | 215 | slides: |
216 | 216 | topics: |
217 | 217 | - Multimodal pre-training <br/> |
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241 | 241 |
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242 | 242 | - date: 4/22 |
243 | 243 | title: > |
244 | | - Week 12 <strong>Large models 3: Modern generative models</strong> <a href="lec9 - generative AI.pdf">[slides]</a> |
| 244 | + Week 12 <strong>Large models 3: Modern generative models</strong> <a href="lec9 - generative AI.pdf">[slides]</a> <a href=" ">[video]</a> |
245 | 245 | slides: |
246 | 246 | topics: |
247 | 247 | - Diffusion models <br/> |
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297 | 297 |
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298 | 298 | - date: 5/6 |
299 | 299 | title: > |
300 | | - Week 14 <strong>Interaction 1: Interactive agents and reasoning</strong> <a href="lec10 - interaction.pdf">[slides]</a> |
| 300 | + Week 14 <strong>Interaction 1: Interactive agents and reasoning</strong> <a href="lec10 - interaction.pdf">[slides]</a> <a href=" ">[video]</a> |
301 | 301 | slides: |
302 | 302 | topics: |
303 | 303 | - Reinforcement learning <br/> |
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317 | 317 |
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318 | 318 | - date: 5/13 |
319 | 319 | title: > |
320 | | - Week 15 <strong>Interaction 2: Human AI interaction</strong> <a href="lec11 - human.pdf">[slides]</a> |
| 320 | + Week 15 <strong>Interaction 2: Human AI interaction</strong> <a href="lec11 - human.pdf">[slides]</a> <a href=" ">[video]</a> |
321 | 321 | slides: |
322 | 322 | topics: |
323 | 323 | - Interaction mediums <br/> |
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