diff --git a/units/en/unit1/two-methods.mdx b/units/en/unit1/two-methods.mdx
index 44ce264..fcfc04a 100644
--- a/units/en/unit1/two-methods.mdx
+++ b/units/en/unit1/two-methods.mdx
@@ -54,7 +54,7 @@ We have two types of policies:
 </figure>
 
 <figure>
-<img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/unit1/mario.jpg" alt="Mario"/>
+<img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/unit1/policy-based.png" alt="Policy Based"/>
 <figcaption>Given an initial state, our stochastic policy will output probability distributions over the possible actions at that state.</figcaption>
 </figure>