| Jan 4 |
Introduction to the Course |
Lecture 1 |
Lecture 1 |
Video 1 part 1 Video 1 part 2 |
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| Jan 9 |
Deep Learning Fundamentals |
Lecture 2 |
Lecture 2 annotated |
Video |
TensorFlow Playground Demo |
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| Jan 11 |
Embeddings and Semantic Search |
Lecture 3 Lecture 3 Embeddings |
Lecture 3 annotated |
Video 1 Video 2 |
Semantic Search Demo |
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| Jan 16 |
Embeddings and Semantic Search |
Lecture 4 |
Lecture 4 annotated |
Video |
Coding Exercise |
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| Jan 18 |
Transformers and SBERT |
Lecture 5 |
Lecture 5 annotated |
Video |
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| Jan 23 |
Transformers and Attention |
Lecture 6 |
Lecture 6 annotated |
Video |
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| Jan 25 |
Transformers Attention and Two Towers |
Lecture 7 |
Lecture 7 annotated |
Video |
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| Jan 30 |
Instacart Recommendations and Recommendations Design |
Lecture 8 Recommender System Design |
Lecture 8 annotated |
Video |
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| Feb 1 |
Prompt Engineering Principles and Data Augmentation |
Lecture 9 |
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Video |
Notebook and ICE-2 |
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| Feb 6 |
Advanced Prompt Engineering and RAGs |
Lecture 10 |
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Video |
Notebook and ICE-3 |
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| Feb 8 |
Automated Prompt Engineering and Agents |
Lecture 11 |
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Video |
Notebook and ICE-3 (continuation) |
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| Feb 13 |
ToolFormer and Stable Diffusion |
Lecture 12 Lecture 12 Stable Diffusion |
Lecture 12 annotated Image Annotated |
Video |
Notebook Walkthrough Fine-tuned Model ICE-4 |
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| Feb 20 |
Stable Diffusion Architecture |
Lecture 13 |
Lecture 13 annotated |
Video |
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| Feb 22 |
Stable Diffusion Architecture |
Lecture 14 |
Lecture 14 annotated |
Video |
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| Feb 27 |
Stable Diffusion Architecture and Demos |
Lecture 15 |
Lecture 15 annotated |
Video |
Notebook and ICE-5 |
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| Feb 29 |
Adverserial Attacks on LLMs |
Lecture 16 |
Lecture 16 annotated |
Video |
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| Mar 8 |
Evaluating LLMs |
Lecture 17 |
Lecture 17 annotated |
Video |
ChatBot Arena |
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| Mar 15 |
Business use-cases and Recap |
Lecture 18 |
Lecture 18 annotated |
Video |
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