diff --git a/docs/guide/rl.rst b/docs/guide/rl.rst
index 49d9996..eca9ce6 100644
--- a/docs/guide/rl.rst
+++ b/docs/guide/rl.rst
@@ -10,6 +10,7 @@ Stable-Baselines3 assumes that you already understand the basic concepts of Rein
 However, if you want to learn about RL, there are several good resources to get started:
 
 - `OpenAI Spinning Up <https://spinningup.openai.com/en/latest/>`_
+- `The Deep Reinforcement Learning Course <https://huggingface.co/learn/deep-rl-course/unit0/introduction>`_
 - `David Silver's course <http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html>`_
 - `Lilian Weng's blog <https://lilianweng.github.io/lil-log/2018/04/08/policy-gradient-algorithms.html>`_
 - `Berkeley's Deep RL Bootcamp <https://sites.google.com/view/deep-rl-bootcamp/lectures>`_
diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
index 42c3907..f9913c4 100644
--- a/docs/misc/changelog.rst
+++ b/docs/misc/changelog.rst
@@ -70,6 +70,7 @@ Others:
 
 Documentation:
 ^^^^^^^^^^^^^^
+- Added Deep RL Course link to the Deep RL Resources page
 - Added documentation about ``VecEnv`` API vs Gym API
 - Upgraded tutorials to Gymnasium API
 - Make it more explicit when using ``VecEnv`` vs Gym env