diff --git a/CHANGELOG.md b/CHANGELOG.md
index 542bb222..80967ef8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,11 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [0.10.1] - 2023-11-21
+
+- Various small fixes to the docs, thanks once again ghostwriter [@NeoKish](https://github.com/NeoKish)! [(#345)](https://github.com/NannyML/nannyml/issues/345)
+- Fixed an issue with estimated accuracy for multiclass classification in CBPE. [(#346)](https://github.com/NannyML/nannyml/issues/346)
+
 ## [0.10.0] - 2023-11-21
 
 ### Changed