diff --git a/README.md b/README.md
index cfb314c..a30ae4c 100644
--- a/README.md
+++ b/README.md
@@ -58,14 +58,14 @@ Alternatively, you can view this and other files on GitHub at [https://github.co
 
 | Chapter Title                                              | Main Code (for quick access)                                                                                                    | All Code + Supplementary      |
 |------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------|-------------------------------|
-| [Setup recommendations](setup)                  | -                                                                                                                         | -                             |
+| [Setup recommendations](setup)                             | -                                                                                                                               | -                             |
 | Ch 1: Understanding Large Language Models                  | 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) <br/>- [exercise-solutions.ipynb](ch03/01_main-chapter-code/exercise-solutions.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: 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) <br/>- [exercise-solutions.ipynb](ch03/01_main-chapter-code/exercise-solutions.ipynb)| [./ch03](./ch03)             |
 | Ch 4: Implementing a GPT Model from Scratch                | - [ch04.ipynb](ch04/01_main-chapter-code/ch04.ipynb)<br/>- [gpt.py](ch04/01_main-chapter-code/gpt.py) (summary)<br/>- [exercise-solutions.ipynb](ch04/01_main-chapter-code/exercise-solutions.ipynb) | [./ch04](./ch04)           |
 | Ch 5: Pretraining on Unlabeled Data                        | - [ch05.ipynb](ch05/01_main-chapter-code/ch05.ipynb)<br/>- [gpt_train.py](ch05/01_main-chapter-code/gpt_train.py) (summary) <br/>- [gpt_generate.py](ch05/01_main-chapter-code/gpt_generate.py) (summary) <br/>- [exercise-solutions.ipynb](ch05/01_main-chapter-code/exercise-solutions.ipynb) | [./ch05](./ch05)              |
 | Ch 6: Finetuning for Text Classification                   | - [ch06.ipynb](ch06/01_main-chapter-code/ch06.ipynb)  <br/>- [gpt_class_finetune.py](ch06/01_main-chapter-code/gpt_class_finetune.py)  <br/>- [exercise-solutions.ipynb](ch06/01_main-chapter-code/exercise-solutions.ipynb) | [./ch06](./ch06)              |
-| Ch 7: Finetuning to Follow Instructions                    | - [ch07.ipynb](ch07/01_main-chapter-code/ch07.ipynb)<br/>- [gpt_instruction_finetuning.py](ch07/01_main-chapter-code/gpt_instruction_finetuning.py)<br/>- [ollama_evaluate.py](ch07/01_main-chapter-code/ollama_evaluate.py)<br/>- [exercise-solutions.ipynb](ch07/01_main-chapter-code/exercise-solutions.ipynb) | [./ch07](./ch07)  |
+| Ch 7: Finetuning to Follow Instructions                    | - [ch07.ipynb](ch07/01_main-chapter-code/ch07.ipynb)<br/>- [gpt_instruction_finetuning.py](ch07/01_main-chapter-code/gpt_instruction_finetuning.py) (summary)<br/>- [ollama_evaluate.py](ch07/01_main-chapter-code/ollama_evaluate.py) (summary)<br/>- [exercise-solutions.ipynb](ch07/01_main-chapter-code/exercise-solutions.ipynb) | [./ch07](./ch07)  |
 | Appendix A: Introduction to PyTorch                        | - [code-part1.ipynb](appendix-A/01_main-chapter-code/code-part1.ipynb)<br/>- [code-part2.ipynb](appendix-A/01_main-chapter-code/code-part2.ipynb)<br/>- [DDP-script.py](appendix-A/01_main-chapter-code/DDP-script.py)<br/>- [exercise-solutions.ipynb](appendix-A/01_main-chapter-code/exercise-solutions.ipynb) | [./appendix-A](./appendix-A) |
 | Appendix B: References and Further Reading                 | No code                                                                                                                         | -                             |
 | Appendix C: Exercise Solutions                             | No code                                                                                                                         | -                             |