add training demo notebook

README.md

@@ -12,10 +12,10 @@ Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.s
 | ```metrology```               | [download](https://sync.lis-lab.fr/index.php/s/mYDRTeAQxMxNPPJ/download) | [download](https://sync.lis-lab.fr/index.php/s/degZsCxN7ZXxeB6/download) |
 
 
-#### ```Demo Notebooks```
+#### ```Demo Notebooks on Google Colab```
 
-* Use a pre-trained µPIX model to denoise images (```metrology``` dataset) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EbV04iv141q7ebVUOErJupYboaCV40OD?usp=drive_link)
-* Train a µPIX model from scratch (metrology dataset)
+* **Use case n°1:** Use a pre-trained µPIX model to denoise an image dataset (```metrology``` dataset) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EbV04iv141q7ebVUOErJupYboaCV40OD?usp=drive_link)
+* **Use case n°2:** Train a µPIX model from scratch using a custom dataset (```metrology``` dataset) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1GaD6rjWGJsBr2dFy-WPLC3YjCZO4LJGl?usp=drive_link)
 
 
 ## Install required µPIX Environment and Sources ([Tutorial VIDEO](https://sync.lis-lab.fr/index.php/s/GeNyYdLHMCRTfS9))