diff --git a/03_getting-started-with-transformers.ipynb b/03_getting-started-with-transformers.ipynb
index ca259fb..946e082 100644
--- a/03_getting-started-with-transformers.ipynb
+++ b/03_getting-started-with-transformers.ipynb
@@ -1753,7 +1753,7 @@
         "\n",
         "***Duration: 20-40 minutes***\n",
         "\n",
-        "👉 [click here to access the tutorial](https://www.notion.so/Workshop-A-Tour-through-the-Hugging-Face-Hub-2098e4bae9ba4288857e85c87ff1c851)\n",
+        "👉 [click here to access the tutorial](https://www.youtube.com/watch?v=k8sHYMeDitQ)\n",
         "\n",
         "✨ **Build and Host Machine Learning Demos with Gradio & Hugging Face**\n",
         "\n",
@@ -1765,7 +1765,7 @@
         "\n",
         "***Duration: 20-40 minutes***\n",
         "\n",
-        "👉 [click here to access the tutorial](https://colab.research.google.com/github.com/huggingface/education-toolkit/tree/main/02_ml-demos-with-gradio.ipynb)\n",
+        "👉 [click here to access the tutorial](https://colab.research.google.com/github/huggingface/education-toolkit/blob/main/02_ml-demos-with-gradio.ipynb)\n",
         "\n",
         "🎓 **The Hugging Face Course**\n",
         "\n",