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- date: 2/4
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Week 1 <strong>Introduction</strong> <a href="lec1 - introduction.pdf">[slides]</a>
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Week 1 <strong>Introduction</strong> <a href="lec1 - introduction.pdf">[slides]</a> <a href=" ">[video]</a>
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- Course syllabus and requirements <br/>
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- date: 2/6
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Week 1 <strong>Introduction to AI Research</strong> <a href="lec1.2 - AI research.pdf">[slides]</a>
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Week 1 <strong>Introduction to AI Research</strong> <a href="lec1.2 - AI research.pdf">[slides]</a> <a href=" ">[video]</a>
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- Introduction to AI and AI research <br/>
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- date: 2/11
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Week 2 <strong>Foundation 1: Data, structure, information</strong> <a href="lec2 - data.pdf">[slides]</a>
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Week 2 <strong>Foundation 1: Data, structure, information</strong> <a href="lec2 - data.pdf">[slides]</a> <a href=" ">[video]</a>
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- Common data modalities <br/>
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- date: 2/14
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Week 2 <strong>Foundation 2: Practical AI tools</strong> <a href="Debugging Tips.pdf">[slides]</a>
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Week 2 <strong>Foundation 2: Practical AI tools</strong> <a href="Debugging Tips.pdf">[slides]</a> <a href=" ">[video]</a>
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- Getting started with PyTorch <br/>
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- date: 2/25
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Week 4 <strong>Foundation 3: Model architectures</strong> <a href="lec3 - models.pdf">[slides]</a>
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Week 4 <strong>Foundation 3: Model architectures</strong> <a href="lec3 - models.pdf">[slides]</a> <a href=" ">[video]</a>
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- Structure and invariances <br/>
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Week 5 <strong>Multimodal 1: Connections and alignment</strong> <a href="lec4 - multimodal.pdf">[slides]</a>
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Week 5 <strong>Multimodal 1: Connections and alignment</strong> <a href="lec4 - multimodal.pdf">[slides]</a> <a href=" ">[video]</a>
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- Heterogeneity, connections, and interactions <br/>
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Week 6 <strong>Multimodal 2: Interactions and fusion</strong> <a href="lec5 - fusion.pdf">[slides]</a>
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Week 6 <strong>Multimodal 2: Interactions and fusion</strong> <a href="lec5 - fusion.pdf">[slides]</a> <a href=" ">[video]</a>
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- Cross-modal interactions <br/>
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- date: 3/18
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Week 7 <strong>Multimodal 3: Cross-modal transfer</strong> <a href="lec6 - crossmodal.pdf">[slides]</a>
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Week 7 <strong>Multimodal 3: Cross-modal transfer</strong> <a href="lec6 - crossmodal.pdf">[slides]</a> <a href=" ">[video]</a>
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- Cross-modal learning via fusion <br/>
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- date: 4/1
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Week 9 <strong>Large models 1: Large foundation models</strong> <a href="lec7 - large models.pdf">[slides]</a>
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Week 9 <strong>Large models 1: Large foundation models</strong> <a href="lec7 - large models.pdf">[slides]</a> <a href=" ">[video]</a>
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- Pre-training data <br/>
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- date: 4/15
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Week 11 <strong>Large models 2: Large multimodal models</strong> <a href="lec8 - large multimodal models.pdf">[slides]</a>
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Week 11 <strong>Large models 2: Large multimodal models</strong> <a href="lec8 - large multimodal models.pdf">[slides]</a> <a href=" ">[video]</a>
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- Multimodal pre-training <br/>
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- date: 4/22
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Week 12 <strong>Large models 3: Modern generative models</strong> <a href="lec9 - generative AI.pdf">[slides]</a>
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Week 12 <strong>Large models 3: Modern generative models</strong> <a href="lec9 - generative AI.pdf">[slides]</a> <a href=" ">[video]</a>
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- Diffusion models <br/>
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- date: 5/6
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Week 14 <strong>Interaction 1: Interactive agents and reasoning</strong> <a href="lec10 - interaction.pdf">[slides]</a>
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Week 14 <strong>Interaction 1: Interactive agents and reasoning</strong> <a href="lec10 - interaction.pdf">[slides]</a> <a href=" ">[video]</a>
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- Reinforcement learning <br/>
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Week 15 <strong>Interaction 2: Human AI interaction</strong> <a href="lec11 - human.pdf">[slides]</a>
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Week 15 <strong>Interaction 2: Human AI interaction</strong> <a href="lec11 - human.pdf">[slides]</a> <a href=" ">[video]</a>
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- Interaction mediums <br/>

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