diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0b15c3f35..dfc8597b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,19 @@ 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).
 
+## [v0.6.2] - 2024-06-22
+### Added
+- pass optional kwargs to DecisionTreeClassifier in PR #537 by @busFred
+- support for multiclass purification
+- support for higher dimensional purification
+- allow higher levels of purification than would be supported via the tolerance parameter
+### Changed
+- numpy 2.0 support for EBMs
+- update documentation regarding monotonicity in PR #531 by @Krzys25
+- moved purification utility from "interpret/glassbox/_ebm/_research" to "interpret.utils"
+### Fixed
+- possible fix for issue #543 where merge_ebms was creating unexpected NaN values
+
 ## [v0.6.1] - 2024-04-14
 ### Fixed
 - added compatibility with numpy 2.0 thanks to @DerWeh in PR #525
diff --git a/docs/interpret/hyperparameters.md b/docs/interpret/hyperparameters.md
index c7ac19da0..e78d625f6 100644
--- a/docs/interpret/hyperparameters.md
+++ b/docs/interpret/hyperparameters.md
@@ -124,6 +124,6 @@ guidance: Altering early_stopping_tolerance is not generally recommended. Increa
 ## validation_size
 default: 0.15
 
-hyperparameters: [0.1, 0.15, 0.2]
+hyperparameters: [0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4]
 
 guidance: The ideal amount of data to be used as validation is dataset dependent, and should be tuned when possible.
diff --git a/python/interpret-core/interpret/_version.py b/python/interpret-core/interpret/_version.py
index bf63d86a4..77bb7d0e6 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__ = "0.6.1"
+__version__ = "0.6.2"
diff --git a/python/interpret-core/setup.py b/python/interpret-core/setup.py
index 342603cad..daddca827 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 = "0.6.1"
+version = "0.6.2"
 
 
 def _copy_native_code_to_setup():
diff --git a/python/interpret/setup.py b/python/interpret/setup.py
index 5a4da273d..0436e97d4 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 = "0.6.1"
+version = "0.6.2"
 long_description = """
 In the beginning machines learned in darkness, and data scientists struggled in the void to explain them.
 
diff --git a/shared/libebm/interpret.sln b/shared/libebm/interpret.sln
index 88f11eb3a..8258946bd 100644
--- a/shared/libebm/interpret.sln
+++ b/shared/libebm/interpret.sln
@@ -16,6 +16,7 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "root", "root", "{F5894036-A
 		..\..\build.sh = ..\..\build.sh
 		..\..\CHANGELOG.md = ..\..\CHANGELOG.md
 		..\..\CONTRIBUTING.md = ..\..\CONTRIBUTING.md
+		..\..\docs\interpret\hyperparameters.md = ..\..\docs\interpret\hyperparameters.md
 		..\..\README.md = ..\..\README.md
 		..\..\scripts\release_process.txt = ..\..\scripts\release_process.txt
 		..\..\python\interpret\setup.py = ..\..\python\interpret\setup.py
diff --git a/shared/vis/package.json b/shared/vis/package.json
index f36481f6d..8fa472884 100644
--- a/shared/vis/package.json
+++ b/shared/vis/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@interpretml/interpret-inline",
-  "version": "0.6.1",
+  "version": "0.6.2",
   "description": "Interpret inline library for rendering visualizations across all notebook environments.",
   "main": "index.js",
   "keywords": [],