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	Explain hardware requirements
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							| @ -61,18 +61,21 @@ Alternatively, you can view this and other files on GitHub at [https://github.co | ||||
| | Appendix E: Parameter-efficient Finetuning with LoRA       | - [appendix-E.ipynb](appendix-E/01_main-chapter-code/appendix-E.ipynb)                                                 | [./appendix-E](./appendix-E) | | ||||
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| Shown below is a mental model summarizing the contents covered in this book. | ||||
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 | ||||
| <img src="https://sebastianraschka.com/images/LLMs-from-scratch-images/mental-model.jpg" width="650px"> | ||||
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| ## Hardware Requirements | ||||
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| 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. | ||||
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| ## Bonus Material | ||||
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| Several folders contain optional materials as a bonus for interested readers: | ||||
| @ -96,7 +99,6 @@ Several folders contain optional materials as a bonus for interested readers: | ||||
|   - [Additional experiments finetuning different layers and using larger models](ch06/02_bonus_additional-experiments) | ||||
|   - [Finetuning different models on 50k IMDB movie review dataset](ch06/03_bonus_imdb-classification) | ||||
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