diff --git a/units/en/unit2/hands-on.mdx b/units/en/unit2/hands-on.mdx
index c189dd9..6661341 100644
--- a/units/en/unit2/hands-on.mdx
+++ b/units/en/unit2/hands-on.mdx
@@ -353,7 +353,7 @@ def greedy_policy(Qtable, state):
     return action
 ```
 
-##Define the epsilon-greedy policy 🤖
+## Define the epsilon-greedy policy 🤖
 
 Epsilon-greedy is the training policy that handles the exploration/exploitation trade-off.
 
diff --git a/units/en/unitbonus1/train.mdx b/units/en/unitbonus1/train.mdx
index 1a2df6a..235606e 100644
--- a/units/en/unitbonus1/train.mdx
+++ b/units/en/unitbonus1/train.mdx
@@ -26,12 +26,7 @@ By using Google Colab, **you can focus on learning and experimenting without wor
 
 In this notebook, we'll reinforce what we learned in the first Unit by **teaching Huggy the Dog to fetch the stick and then play with it directly in your browser**
 
-⬇️ Here is an example of what **you will achieve at the end of the unit.** ⬇️ (launch ▶ to see)
-
-```python
-%%html
-<video controls autoplay><source src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/notebooks/unit-bonus1/huggy.mp4" type="video/mp4"></video>
-```
+<img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/notebooks/unit-bonus1/huggy.jpg" alt="Huggy"/>
 
 ### The environment 🎮