probatus 3.1.2

What's Changed

• Early stopping can now also be called via the SHAPRFECV main class (Only for catboost, xgboost and lgbm) @ReinierKoops in #263

Full Changelog: v3.1.1...v3.1.2

probatus 3.1.1

What's Changed

• Fixes the use of eval_metric in case of EarlyStoppingShapRFECV with LightGBM by @PaulZhutovsky in #261

Full Changelog: v3.1.0...v3.1.1

probatus 3.1.0

What's Changed

• Explicit support for Regression, performed major refactoring of tests, removed unused code and updated notebooks to work (again). by @ReinierKoops in #248
• SHAPRFECV speedup for bigger use-cases and some simple refactoring. by @ReinierKoops in #252

Full Changelog: v3.0.1...v3.1.0

probatus 3.0.1

What's Changed

• Remove rounding of metrics to improve granularity by @daaf89 in #238
• Add compatibility for Python 3.12 by @ReinierKoops in #239
• add PR template by @ReinierKoops in #250
• Allow Dependabot to make PR's for updating dependencies by @ReinierKoops in #249
• Add explicit state setting by @ReinierKoops in #242
• Update catboost requirement by @dependabot in #254

New Contributors

• @daaf89 made their first contribution in #238
• @dependabot made their first contribution in #254

Full Changelog: v3.0.0...v3.0.1

probatus 3.0.0

What's Changed

• Fix and reenable notebook tests by @adri0 in #235
• Multi class shap rfecv by @lproth in #174
• simplify probatus: remove 'old' code, update mkdocs config by @ReinierKoops in #237

New Contributors

• @adri0 made their first contribution in #235
• @lproth made their first contribution in #174

Full Changelog: v2.1.1...v3.0.0

probatus 2.1.1

What's Changed

• Use the latest release of SHAP (0.42.1) and fix tests accordingly by @detrin in #228

New Contributors

• @detrin made their first contribution in #228

Full Changelog: v2.1.0...v2.1.1

probatus 2.1.0

What's Changed

• Implement automatic feature selection methods by @markdregan in #220
• Penalty on shap calculation for higher variance by @markdregan in #218
• make plot method in ShapRFECV return a matplotlib figure by @fritshermans in #222

New Contributors

• @markdregan made their first contribution in #220
• @fritshermans made their first contribution in #222

Full Changelog: v2.0.1...v2.1.0

probatus 2.0.1

What's Changed

• Fix docs deployment #214
• Fix Pypi publish deployment #214
• Add notebook pre-commit checks & perform fixes suggested by these checks #214
• Convert setup.py to pyproject.toml #214

Full Changelog: v2.0.0...v2.0.1

probatus 2.0.0

What's Changed

• Add ability to use "Grouped" CV instances from scikit-learn #182
• Fix nondeterministic behavior #194
• Propose fix for failing builds #199
• Change to Pandas implementation to keep the order #197
• Probatus 2.0.0: Bump version + add pre-commit hooks #206

New Contributors

• @PaulZhutovsky made their first contribution in #182
• @ReinierKoops made their first contribution in #194

Full Changelog: v1.8.9...v2.0.0

probatus 1.8.9

Improvements in this release:

• Drop explicit support for python 3.6, add 3.10 #177
• Bug fix: define shap mask based on rows, instead of columns #178
• Bug fixes in unit tests #180
• Improve support for categorical features in shap calculations #184

Thanks to @timvink, @gverbock, and @ClaudioSalvatoreArcidiacono