diff --git a/README.md b/README.md
index 9f229309091f4e30e0a5cf1362192408703fa696..9c8f60e97d4f75729346451adce52af3517e15a8 100644
--- a/README.md
+++ b/README.md
@@ -14,8 +14,8 @@ Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.s
 
 #### ```Demo Notebooks on Google Colab```
 
-* **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)
+* **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))
@@ -176,7 +176,7 @@ Once finished, the denoised images are stored inside ```./experiments/metrology_
 </details>
 
 
-## Use case n°2 - Train a µPIX model from scratch using a custom dataset
+## Use Case n°2 - Train a µPIX model from scratch using a custom dataset
 
 <details>
   <summary>Click to expand</summary>