# Large Language Models from Scratch
Details will follow ...
## Table of Contents
| Chapter | Main code | Code + supplementary |
| ----------------------------------------- | ------------------------------------------------------------ | ---------------------------- |
| Ch 1: Understanding Large Language Models | No code | No code |
| Ch 2: Working with Text Data | [ch02.ipynb](ch02/01_main-chapter-code/ch02.ipynb)
[dataloader.ipynb](ch02/01_main-chapter-code/dataloader.ipynb) | [./ch02](./ch02) |
| Ch 3: Understanding Attention Mechanisms | [ch03.ipynb](ch03/01_main-chapter-code/ch03.ipynb)
[multihead-attention.ipynb](ch03/01_main-chapter-code/multihead-attention.ipynb) | [./ch03](./ch03) |
| ... | ... | ... |
| Appendix A: Introduction to PyTorch | [code-part1.ipynb](03_main-chapter-code/01_main-chapter-code/code-part1.ipynb)
[code-part2.ipynb](03_main-chapter-code/01_main-chapter-code/code-part2.ipynb)
[DDP-script.py](03_main-chapter-code/01_main-chapter-code/DDP-script.py) | [./appendix-A](./appendix-A) |