| Jan 5 |
Introduction to the Course |
Lecture 1 |
Lecture 1 annotated |
Video |
- |
| Jan 7 |
History of LLMs & DL Foundations |
Lecture 2 Lecture 2 part 2 |
Lecture 2 annotated |
Video |
- |
| Jan 12 |
DL Foundations |
Lecture 3 |
Lecture 3 annotated |
Video |
- |
| Jan 14 |
DL Foundations and Semantic Search |
Lecture 4 part 1 Lecture 4 part 2 |
Lecture 4 Part 1 annotated |
Video Part 1 Video Part 2 |
- |
| Jan 19 |
Semantic Search Demo |
|
|
Video |
- |
| Jan 21 |
Embeddings, Transformers, BERT |
Lecture 6 |
Lecture 6 annotated |
Video |
Demo |
| Jan 26 |
Multi-Head Attention and sBERT |
Lecture 7 |
Lecture 7 annotated |
Video |
|
| Jan 28 |
Multi-Head Attention, FFN, sBERT |
Lecture 8 MHA walkthrough |
Lecture 8 annotated MHA walkthrough annotated |
Video |
|
| Feb 2 |
Moltbook, Training BERT, SBERT |
Lecture 9 |
Lecture 9 annotated |
Video |
|
| Feb 4 |
Instacart use-case Recommendations and Prompting |
Lecture 10 Prompting |
Lecture 10 annotated |
Video |
|
| Feb 9 |
Prompting Principles & RAG |
Prompting, ICL ChatBot Design |
Lecture 11 annotated |
Video |
Coding Exercise |
| Feb 11 |
ChatBot Design and LLM Attacks |
Lecture 12 |
Lecture 12 annotated |
Video |
|
| Feb 23 |
LoRA Fine-Tuning |
Lecture 13 |
Lecture 13 annotated |
Video |
Coding Exercise |
| Feb 24 |
LLM Agents |
Lecture 14 |
Lecture 14 annotated |
Video |
|
| Feb 25 |
LLM Agents Continued |
Lecture 15 |
Lecture 15 annotated |
Video |
Coding Exercise |
| Mar 2 |
Llama3 & DeepSeek (Part 1) |
Lecture 16 |
Lecture 16 annotated |
Video |
|
| Mar 9 |
Llama3 Inferencing (Part 2) |
Lecture 17 |
Lecture 17 annotated |
Video |
|
| Mar 11 |
Llama3 Inferencing (Part 3) |
Lecture 18 |
Lecture 18 annotated |
Video |
Coding Exercise |