diff --git a/README.md b/README.md
index 0c8b53d..5183a4c 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 In this tutorial, we shall learn to train a U-Net model for performing semantic segmentation on 2D microscopy images.
 
-See **[this](https://carbonated-tub-0d7.notion.site/Pixel-Classification-with-U-Net-DL4MIA-22-cfe23dfb98e14a6d968574772e89559d)** document for installing the packages and running the included exercises. 
+See **[this](https://tinyurl.com/4d5bkk47)** document for installing the packages and running the included exercises. 
 
 
-**[Return to the Course's main page](https://tinyurl.com/7z8jxx2w)**
+**[Return to the Course's main page](https://tinyurl.com/33y2b2hk)**