update interpret to version 0.5.1

Author: paulbkoch

CHANGELOG.md

@@ -4,6 +4,26 @@ 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).
 
+## [v0.5.1] - 2024-02-08
+### Added
+- Added new init parameter: interaction_smoothing_rounds
+- Added new init parameter: min_hessian
+- synthetic dataset generator (make_synthetic) for testing GAMs and for documentation
+### Changed
+- default parameters have been modified to improve the accuracy of EBMs
+- changed boosting internals to use LogitBoost to improve accuracy
+- changed interaction detection to use hessians to improve interaction selection
+- enabled smoothing_rounds by default to improve the smoothness of EBMs
+- added the ability to specify interactions via feature names or negative indexing
+- improved the speed of Morris sensitivity and partial dependence
+- python 3.12 support for core EBMs. Some of our optional dependencies do not yet support python 3.12 though
+- made early stopping more consistent and changed the early_stopping_tolerance to be a percentage
+### Fixed
+- avoid displaying a scroll bar by default in jupyter notebook cells
+- removed the dependency on deprecated distutils
+### Breaking Changes
+- changed the internal representation for classifiers that have just 1 class
+
 ## [v0.5.0] - 2023-12-13
 ### Added
 - added support for AVX-512 in PyPI installations to improve fitting speed

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__ = "0.5.0"
+__version__ = "0.5.1"

python/interpret-core/setup.py

@@ -11,7 +11,7 @@
 from setuptools.command.sdist import sdist
 
 # NOTE: Version is replaced by a regex script.
-version = "0.5.0"
+version = "0.5.1"
 
 
 def _copy_native_code_to_setup():

python/interpret/setup.py

@@ -5,7 +5,7 @@
 
 name = "interpret"
 # NOTE: Version is replaced by a regex script.
-version = "0.5.0"
+version = "0.5.1"
 long_description = """
 In the beginning machines learned in darkness, and data scientists struggled in the void to explain them.
 

shared/vis/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@interpretml/interpret-inline",
-  "version": "0.5.0",
+  "version": "0.5.1",
   "description": "Interpret inline library for rendering visualizations across all notebook environments.",
   "main": "index.js",
   "keywords": [],