diff --git a/units/en/unit1/hands-on.mdx b/units/en/unit1/hands-on.mdx
index 2adf888..f4e500e 100644
--- a/units/en/unit1/hands-on.mdx
+++ b/units/en/unit1/hands-on.mdx
@@ -9,10 +9,6 @@
         askForHelpUrl="http://hf.co/join/discord" />
 
 Now that you've studied the bases of Reinforcement Learning, you’re ready to train your first agent and share it with the community through the Hub 🔥:
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 A Lunar Lander agent that will learn to land correctly on the Moon 🌕
 
 <img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/unit1/lunarLander.gif" alt="LunarLander">
@@ -27,6 +23,9 @@ So let's get started! 🚀
 
 [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/deep-rl-class/blob/master/notebooks/unit1/unit1.ipynb)
 
+You can either do this hands-on by reading the notebook or following it with the video tutorial 📹 :
+
+<Youtube id="CsuIANBnSq8" />
 
 # Unit 1: Train your first Deep Reinforcement Learning Agent 🤖
 ![Cover](https://github.com/huggingface/deep-rl-class/blob/main/unit1/assets/img/thumbnail.png?raw=true)