diff --git a/CHANGELOG.md b/CHANGELOG.md
index 318704ae..278c097a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,25 @@ 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).
 
+## [1.5.1] - 2020-12-04
+
+Various improvements to the consistency and usability of the package
+- Unit test docstring and notebooks #41 
+- Unified scoring metric within probatus #27 
+- Improve docstrings consistency documentation #25 
+- Implemented unified interface #24 
+- Added images to API docs documentation #23
+- Added verbose parameter to ShapRFECV #21
+- Make API more consistent #19 
+    - Set model parameter name to clf across probatus
+    - Set default random_state to None
+    - Ensure that verbose is used consistently in probatus
+    - Unify parameter class_names for classes in which it is relevant
+    - Add return scores parameter to compute wherever applicable
+- Add sample row functionality to utils #17
+- Make an experiment comparing sklearn.RFECV with ShapRFECV #16
+- ShapModelInterpreter calculate train set feature importance #13
+
 ## [1.5.0] - 2020-11-18
 - Improve SHAP RFECV API and documentation
 
diff --git a/setup.py b/setup.py
index 8275870c..60836b96 100644
--- a/setup.py
+++ b/setup.py
@@ -8,7 +8,7 @@ def read(fname):
 
 setuptools.setup(
     name="probatus",
-    version="1.5.0",
+    version="1.5.1",
     description="Tools for machine learning model validation",
     long_description=read("README.md"),
     long_description_content_type="text/markdown",