diff --git a/README.md b/README.md
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@@ -35,7 +35,7 @@ Alternatively, you can view this and other files on GitHub at [https://github.co
 | 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)             |
 | ...                                       | ...                                                          | ...                          |
-| Appendix A: Introduction to PyTorch       | - [code-part1.ipynb](03_main-chapter-code/01_main-chapter-code/code-part1.ipynb)<br />- [code-part2.ipynb](03_main-chapter-code/01_main-chapter-code/code-part2.ipynb)<br />- [DDP-script.py](03_main-chapter-code/01_main-chapter-code/DDP-script.py)<br />- [exercise-solutions.ipynb](https://github.com/rasbt/LLMs-from-scratch/blob/main/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) |
 
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