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  

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ECBS5200 — Central European University, Vienna — Spring 2026