diff --git a/CHANGELOG.md b/CHANGELOG.md
index d08c77707..0b15c3f35 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,14 @@ 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 the versioning is mostly derived from [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [v0.6.1] - 2024-04-14
+### Fixed
+- added compatibility with numpy 2.0 thanks to @DerWeh in PR #525
+- fixed bug that was preventing SIMD from being used in python
+- removed approximate division in SIMD since the approximation was too inaccurate
+### Changed
+- EBM fitting time reduced
+
 ## [v0.6.0] - 2024-03-16
 ### Added
 - Documentation on recommended hyperparameters to help users optimize their models.
diff --git a/python/interpret-core/interpret/_version.py b/python/interpret-core/interpret/_version.py
index 05d5121c2..bf63d86a4 100644
--- a/python/interpret-core/interpret/_version.py
+++ b/python/interpret-core/interpret/_version.py
@@ -2,4 +2,4 @@
 # Distributed under the MIT software license
 
 # NOTE: Version is replaced by a regex script.
-__version__ = "0.6.0"
+__version__ = "0.6.1"
diff --git a/python/interpret-core/setup.py b/python/interpret-core/setup.py
index 01d9adb4e..342603cad 100644
--- a/python/interpret-core/setup.py
+++ b/python/interpret-core/setup.py
@@ -11,7 +11,7 @@
 from setuptools.command.sdist import sdist
 
 # NOTE: Version is replaced by a regex script.
-version = "0.6.0"
+version = "0.6.1"
 
 
 def _copy_native_code_to_setup():
diff --git a/python/interpret/setup.py b/python/interpret/setup.py
index a4e81225a..5a4da273d 100644
--- a/python/interpret/setup.py
+++ b/python/interpret/setup.py
@@ -5,7 +5,7 @@
 
 name = "interpret"
 # NOTE: Version is replaced by a regex script.
-version = "0.6.0"
+version = "0.6.1"
 long_description = """
 In the beginning machines learned in darkness, and data scientists struggled in the void to explain them.
 
diff --git a/shared/vis/package.json b/shared/vis/package.json
index 1b0c86e55..f36481f6d 100644
--- a/shared/vis/package.json
+++ b/shared/vis/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@interpretml/interpret-inline",
-  "version": "0.6.0",
+  "version": "0.6.1",
   "description": "Interpret inline library for rendering visualizations across all notebook environments.",
   "main": "index.js",
   "keywords": [],