diff --git a/README.md b/README.md
index ebbb298..235f087 100644
--- a/README.md
+++ b/README.md
@@ -26,13 +26,16 @@ Please note that the `Readme.md` file is a Markdown (`.md`) file. If you have do
 
 Alternatively, you can view this and other files on GitHub at [https://github.com/rasbt/LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch).
 
-| Chapter title                             | Main code                                                    | Code + supplementary         |
+<br>
+<br>
+
+| Chapter title                             | Main code (for quick access)                                 | All code + supplementary     |
 | ----------------------------------------- | ------------------------------------------------------------ | ---------------------------- |
 | Ch 1: Understanding Large Language Models | No code                                                      | No code                      |
-| Ch 2: Working with Text Data              | All chapter code: [ch02.ipynb](ch02/01_main-chapter-code/ch02.ipynb)<br />Chapter takeaway: [dataloader.ipynb](ch02/01_main-chapter-code/dataloader.ipynb)<br />[exercise-solutions.ipynb](ch02/01_main-chapter-code/exercise-solutions.ipynb) | [./ch02](./ch02)             |
-| Ch 3: Understanding Attention Mechanisms  | All chapter code: [ch03.ipynb](ch03/01_main-chapter-code/ch03.ipynb)<br />Chapter takeaway: [multihead-attention.ipynb](ch03/01_main-chapter-code/multihead-attention.ipynb) | [./ch03](./ch03)             |
+| 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: Understanding 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 up to GPU training: [code-part1.ipynb](03_main-chapter-code/01_main-chapter-code/code-part1.ipynb)<br />GPU training sections: [code-part2.ipynb](03_main-chapter-code/01_main-chapter-code/code-part2.ipynb)<br />Multi-GPU training script: [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](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) |
 
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