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README.md

@@ -43,7 +43,7 @@ A list of notebooks and articles related to large language models.
 | Fine-tune CodeLlama using Axolotl | End-to-end guide to the state-of-the-art tool for fine-tuning. | [Article](https://mlabonne.github.io/blog/posts/A_Beginners_Guide_to_LLM_Finetuning.html) | <a href="https://colab.research.google.com/drive/1Xu0BrCB7IShwSWKVcfAfhehwjDrDMH5m?usp=sharing"><img src="img/colab.svg" alt="Open In Colab"></a> |
 | Fine-tune Mistral-7b with SFT | Supervised fine-tune Mistral-7b in a free-tier Google Colab with TRL. | [Article](https://mlabonne.github.io/blog/posts/Fine_Tune_Your_Own_Llama_2_Model_in_a_Colab_Notebook.html) | <a href="https://colab.research.google.com/drive/1o_w0KastmEJNVwT5GoqMCciH-18ca5WS?usp=sharing"><img src="img/colab.svg" alt="Open In Colab"></a> |
 | Fine-tune Mistral-7b with DPO | Boost the performance of supervised fine-tuned models with DPO. | [Article](https://mlabonne.github.io/blog/posts/Fine_tune_Mistral_7b_with_DPO.html) | <a href="https://colab.research.google.com/drive/15iFBr1xWgztXvhrj5I9fBv20c7CFOPBE?usp=sharing"><img src="img/colab.svg" alt="Open In Colab"></a> |
-| Fine-tune Llama-3-8b with ORPO | Cheaper and faster fine-tuning in a single stage with ORPO. | [Article](https://mlabonne.github.io/blog/posts/2024-04-19_Fine_tune_Llama_3_with_ORPO.html) | <a href="https://colab.research.google.com/drive/1eHNWg9gnaXErdAa8_mcvjMupbSS6rDvi"><img src="img/colab.svg" alt="Open In Colab"></a> |
+| Fine-tune Llama 3 with ORPO | Cheaper and faster fine-tuning in a single stage with ORPO. | [Article](https://mlabonne.github.io/blog/posts/2024-04-19_Fine_tune_Llama_3_with_ORPO.html) | <a href="https://colab.research.google.com/drive/1eHNWg9gnaXErdAa8_mcvjMupbSS6rDvi"><img src="img/colab.svg" alt="Open In Colab"></a> |
 
 ### Quantization
 
@@ -69,6 +69,7 @@ This section introduces essential knowledge about mathematics, Python, and neura
 
 <details>
 <summary>Toggle section</summary>
+  
 ![](img/roadmap_fundamentals.png)
 
 ### 1. Mathematics for Machine Learning