diff --git a/docs/sources/CHANGELOG.md b/docs/sources/CHANGELOG.md
index 64733fa3b..54bfdbc84 100755
--- a/docs/sources/CHANGELOG.md
+++ b/docs/sources/CHANGELOG.md
@@ -35,6 +35,7 @@ The CHANGELOG for the current development version is available at
 
 - Various changes in the documentation and documentation tools to fix formatting issues ([#363](https://github.com/rasbt/mlxtend/pull/363))
 - Fixes a bug where the `StackingCVClassifier`'s meta features were not stored in the original order when `shuffle=True` ([#370](https://github.com/rasbt/mlxtend/pull/370))
+- Many documentation improvements, including links to the User Guides in the API docs ([#371](https://github.com/rasbt/mlxtend/pull/371))