Pre-work Modules
Complete before the first class. Total time: 2-3 hours.
Each module has a short slide deck and a hands-on Kaggle notebook.
| # | Module | Slides | Notebook |
|---|---|---|---|
| 1 | Tokenization and Truncation | Slides | Notebook |
| 2 | Pretrained Encoders for Classification | Slides | Notebook |
| 3 | Train vs Eval Mode | Slides | Notebook |
| 4 | Confusion Matrices and Macro F1 | Slides | Notebook |
| 5 | Calibration Basics | Slides | Notebook |
| 6 | LoRA/PEFT Basics | Slides | Notebook |
| 7 | Quantization Basics | Slides | Notebook |
| 8 | The Distillation Idea | Slides | Notebook |
| 9 | How LLMs Are Built (Optional) | Slides |