Update docs.md

docs.md

@@ -14,7 +14,7 @@ On this page we will go through each step.
 
 ## 1. Read the written guide for the chapter and 2. Train a model using what you learned in the chapter.
 
-For chapter 1's submission, you should read all the materials in the chapter and train a model using what you learned. Most of the training code is in the page on [Supervised Fine-Tuning](./3), but you'll need to combine this with the code on [Chat Templates](./2) and the code on [Training with Hugging Face Jobs](./5).
+For chapter 1's submission, you should read all the materials in the chapter and train a model using what you learned. Most of the training code is in the page on [Supervised Fine-Tuning](https://huggingface.co/learn/smol-course/unit1/4), but you'll need to combine this with the code on [Chat Templates](https://huggingface.co/learn/smol-course/unit1/2) and the code on [Training with Hugging Face Jobs](https://huggingface.co/learn/smol-course/unit1/5).
 
 ## 3. Push the model to the Hugging Face Hub