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@ -93,6 +93,19 @@ The mental model below summarizes the contents covered in this book.
The code in the main chapters of this book is designed to run on conventional laptops within a reasonable timeframe and does not require specialized hardware. This approach ensures that a wide audience can engage with the material. Additionally, the code automatically utilizes GPUs if they are available. (Please see the [setup](https://github.com/rasbt/LLMs-from-scratch/blob/main/setup/README.md) doc for additional recommendations.)
 
## Exercises
Each chapter of the book includes several exercises. The solutions are summarized in Appendix C, and the corresponding code notebooks are available in the main chapter folders of this repository (for example, [./ch02/01_main-chapter-code/exercise-solutions.ipynb](./ch02/01_main-chapter-code/exercise-solutions.ipynb).
In addition to the code exercises, you can download a free 170-page PDF titled [Test Yourself On Build a Large Language Model (From Scratch)](https://www.manning.com/books/test-yourself-on-build-a-large-language-model-from-scratch) from the Manning website. It contains approximately 30 quiz questions and solutions per chapter to help you test your understanding.
<a href="https://www.manning.com/books/test-yourself-on-build-a-large-language-model-from-scratch"><img src="https://sebastianraschka.com/images/LLMs-from-scratch-images/test-yourself-cover.jpg?123" width="150px"></a>
&nbsp;
## Bonus Material