diff --git a/README.md b/README.md
index 5212235..f14a919 100644
--- a/README.md
+++ b/README.md
@@ -223,7 +223,7 @@ Stable-Baselines3 is currently maintained by [Ashley Hill](https://github.com/hi
 ## How To Contribute
 
 To any interested in making the baselines better, there is still some documentation that needs to be done.
-If you want to contribute, please read **CONTRIBUTING.md** guide first.
+If you want to contribute, please read [**CONTRIBUTING.md**](./CONTRIBUTING.md) guide first.
 
 
 Logo credits: [L.M. Tenkes](https://www.instagram.com/lucillehue/)
diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
index 86c1e5b..baa9919 100644
--- a/docs/misc/changelog.rst
+++ b/docs/misc/changelog.rst
@@ -36,6 +36,7 @@ Others:
 Documentation:
 ^^^^^^^^^^^^^^
 - Added most documentation (adapted from Stable-Baselines)
+- Added link to CONTRIBUTING.md in the README (@kinalmehta)
 
 
 Pre-Release 0.5.0 (2020-05-05)
@@ -221,4 +222,4 @@ And all the contributors:
 @XMaster96 @kantneel @Pastafarianist @GerardMaggiolino @PatrickWalter214 @yutingsz @sc420 @Aaahh @billtubbs
 @Miffyli @dwiel @miguelrass @qxcv @jaberkow @eavelardev @ruifeng96150 @pedrohbtp @srivatsankrishnan @evilsocket
 @MarvineGothic @jdossgollin @SyllogismRXS @rusu24edward @jbulow @Antymon @seheevic @justinkterry @edbeeching
-@flodorner @KuKuXia @NeoExtended @solliet @mmcenta @richardwu
+@flodorner @KuKuXia @NeoExtended @solliet @mmcenta @richardwu @kinalmehta