diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
index a65ec1d..b261a0e 100644
--- a/docs/misc/changelog.rst
+++ b/docs/misc/changelog.rst
@@ -44,6 +44,7 @@ Documentation:
 - Fixed a typo in the section of Enjoy a Trained Agent, in RL Baselines3 Zoo README. (@blurLake)
 - Added Unity reacher to the projects page (@koulakis)
 - Added PyBullet colab notebook
+- Fixed typo in PPO example code (@joeljosephjin)
 
 
 
@@ -346,4 +347,4 @@ And all the contributors:
 @Miffyli @dwiel @miguelrass @qxcv @jaberkow @eavelardev @ruifeng96150 @pedrohbtp @srivatsankrishnan @evilsocket
 @MarvineGothic @jdossgollin @SyllogismRXS @rusu24edward @jbulow @Antymon @seheevic @justinkterry @edbeeching
 @flodorner @KuKuXia @NeoExtended @PartiallyTyped @mmcenta @richardwu @kinalmehta @rolandgvc @tkelestemur @mloo3
-@tirafesi @blurLake @koulakis
+@tirafesi @blurLake @koulakis @joeljosephjin
diff --git a/docs/modules/ppo.rst b/docs/modules/ppo.rst
index f03e92e..038149d 100644
--- a/docs/modules/ppo.rst
+++ b/docs/modules/ppo.rst
@@ -53,7 +53,7 @@ Train a PPO agent on ``Pendulum-v0`` using 4 environments.
 
   import gym
 
-  from stable_baselines3 import A2C
+  from stable_baselines3 import PPO
   from stable_baselines3.ppo import MlpPolicy
   from stable_baselines3.common.cmd_util import make_vec_env