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| ----------------------------------------- | ------------------------------------------------------------ | ---------------------------- |
| 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)<br />- [dataloader.ipynb](ch02/01_main-chapter-code/dataloader.ipynb) (summary)<br />- [exercise-solutions.ipynb](ch02/01_main-chapter-code/exercise-solutions.ipynb) | [./ch02](./ch02) |
| Ch 3: Coding Attention Mechanisms | - [ch03.ipynb](ch03/01_main-chapter-code/ch03.ipynb)<br />- [multihead-attention.ipynb](ch03/01_main-chapter-code/multihead-attention.ipynb) (summary) | [./ch03](./ch03) |
| Ch 3: Coding Attention Mechanisms | - [ch03.ipynb](ch03/01_main-chapter-code/ch03.ipynb)<br />- [multihead-attention.ipynb](ch03/01_main-chapter-code/multihead-attention.ipynb) (summary) | [./ch03](./ch03) |
| ... | ... | ... |
| Appendix A: Introduction to PyTorch | - [code-part1.ipynb](appendix-A/03_main-chapter-code/code-part1.ipynb)<br />- [code-part2.ipynb](appendix-A/03_main-chapter-code/code-part2.ipynb)<br />- [DDP-script.py](appendix-A/03_main-chapter-code/DDP-script.py)<br />- [exercise-solutions.ipynb](appendix-A/03_main-chapter-code/exercise-solutions.ipynb) | [./appendix-A](./appendix-A) |
| Appendix A: Introduction to PyTorch* | - [code-part1.ipynb](appendix-A/03_main-chapter-code/code-part1.ipynb)<br />- [code-part2.ipynb](appendix-A/03_main-chapter-code/code-part2.ipynb)<br />- [DDP-script.py](appendix-A/03_main-chapter-code/DDP-script.py)<br />- [exercise-solutions.ipynb](appendix-A/03_main-chapter-code/exercise-solutions.ipynb) | [./appendix-A](./appendix-A) |
(* Please see [this](01_optional-python-setup-preferences) and [this](02_installing-python-libraries) folder if you need more guidance on installing Python and Python packages.)
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