| Jan 6 |
Introduction to the Course |
Lecture 1 |
Lecture 1 annotated |
Video |
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| Jan 8 |
Deep Learning Fundamentals |
Lecture 1 continuation Lecture 2 |
Lecture 2 annotated |
Video |
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| Jan 15 |
Deep Learning Fundamentals |
Lecture 3 |
Lecture 3 annotated |
Video |
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| Jan 22 |
Deep Learning Fundamentals |
DL Fundamentals |
Lecture 4 annotated |
Video |
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| Jan 23 |
Embeddings and Semantic Search |
Semantic Search |
Semantic Search Annotated |
Video |
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| Jan 27 |
Embeddings and Semantic Search |
Lecture 6 |
Lecture 6 Annotated |
Video |
Coding Exercise |
| Jan 29 |
Transformers and BERT Model |
Lecture 7 |
Lecture 7 Annotated |
Video |
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| Feb 3 |
Multi-Head Attention |
Lecture 8 |
Lecture 8 Annotated |
Video |
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| Feb 5 |
Prompt Engineering |
Lecture 9 Prompting |
Lecture 9 Annotated |
Video |
Coding Exercise |
| Feb 10 |
Instacart use-case & Prompt Engineering |
Lecture 10 Prompting Prompting Walkthrough |
Lecture 10 Annotated |
Video |
Coding Exercise |
| Feb 12 |
Chatbots and their design |
Lecture 11 |
Lecture 11 Annotated |
Video |
Coding Exercise |
| Feb 19 |
Chatbots and Image Models |
Chatbots Lecture 12 |
Lecture 12 Annotated |
Video |
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| Feb 24 |
Auto Encoders and Stable Diffusion |
Lecture 13 |
Lecture 13 Annotated |
Video |
Coding Exercise |
| Feb 26 |
Pre-Training, Fine-Tuning and Llama3 |
Lecture 14 |
Lecture 14 Annotated |
Video |
Coding Exercise |
| Mar 3 |
Llama3 and DeepSeek Architecture |
Llama 3 Arch DeepSeek V3 |
Llama 3 Arch Annotated DeepSeek V3 Annotated |
Video |
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| Mar 5 |
LoRA Fine-tuning and Jailbreaks |
LoRA fine-tuning Lecture 16 |
LoRA annotated lecture Lecture 16 annotated |
Video |
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| Mar 12 |
Prompt Attacks, Evaluation and Recap |
Lecture 17 |
Lecture 17 Annotated |
Video |
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