diff --git a/README.md b/README.md
index 2579dcc51ce9e63ffe9e210a6d6558d39d3b2278..3f94fea4b8abdbba4c7a391ef4832824392df18c 100644
--- a/README.md
+++ b/README.md
@@ -33,9 +33,9 @@
 ----
 ----
 
-## Install required µPIX Environment and Sources
+## Install required µPIX Environment and Sources ([Tutorial VIDEO](https://sync.lis-lab.fr/index.php/s/GeNyYdLHMCRTfS9))
+
 
-[[Tutorial in VIDEO](https://sync.lis-lab.fr/index.php/s/ftw9fdGacJyyfBq)]
 
 If you don't have alread miniconda installed on your system, please refere to the [officical miniconda documentation](https://docs.anaconda.com/miniconda/install/) and then :
 
@@ -67,7 +67,7 @@ pip install -r mupix/requirements.txt
 
 
 
-## Use Case n°1 - Use a pre-trained µPIX model to denoise an image dataset
+## Use Case n°1 - Use a pre-trained µPIX model to denoise an image dataset ([Tutorial VIDEO](https://sync.lis-lab.fr/index.php/s/ftw9fdGacJyyfBq))
 
 µPIX comes with 3 ptre-trained models along with their respective datasets: