Update custom_policy.rst (#125)

* Update custom_policy.rst Fixed Typo * Update changelog.rst Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org>
DLR-RM · Jul 31, 2020 · 3253ee1 · 3253ee1
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diff --git a/docs/guide/custom_policy.rst b/docs/guide/custom_policy.rst
@@ -16,7 +16,7 @@ using ``policy_kwargs`` parameter:
 
   from stable_baselines3 import PPO
 
-  # Custom MLP policy of two layers of size 32 each with tanh activation function
+  # Custom MLP policy of two layers of size 32 each with Relu activation function
   policy_kwargs = dict(activation_fn=th.nn.ReLU, net_arch=[32, 32])
   # Create the agent
   model = PPO("MlpPolicy", "CartPole-v1", policy_kwargs=policy_kwargs, verbose=1)

diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
@@ -57,6 +57,7 @@ Documentation:
 - Added Unity reacher to the projects page (@koulakis)
 - Added PyBullet colab notebook
 - Fixed typo in PPO example code (@joeljosephjin)
+- Fixed typo in custom policy doc (@RaphaelWag)
 
 
 
@@ -359,4 +360,4 @@ 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 @joeljosephjin @shwang @rk37 @andyshih12
+@tirafesi @blurLake @koulakis @joeljosephjin @shwang @rk37 @andyshih12 @RaphaelWag