Skore

New features

The EstimatorReport is enhanced and enriched with feature importance! It can be computed in three different ways: feature permutation, model coefficient for linear models, and mean impurity decrease for tree-based models.

* Compute the model coefficients for linear models, in https://github.com/probabl-ai/skore/pull/1339
* Compute the feature permutation importance and mean decrease impurity, in https://github.com/probabl-ai/skore/pull/1365

Improments

* Add a method .set_style to displays, in https://github.com/probabl-ai/skore/pull/1336
* Give a description to attributes in helpers, in https://github.com/probabl-ai/skore/pull/1366

Bugfix

* Accept Target expressed in Series again, in https://github.com/probabl-ai/skore/pull/1327

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**Full Changelog**: https://github.com/probabl-ai/skore/compare/0.7.1...0.8.0

New features

* feat: Add dedicated `Display` classes to ComparisonReport, in https://github.com/probabl-ai/skore/pull/1309
* feat: Add cache_predictions method to ComparisonReport, in https://github.com/probabl-ai/skore/pull/1352

Improvements

* feat(api): Allow to flatten index in reports, in https://github.com/probabl-ai/skore/pull/1300

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**Full Changelog**: https://github.com/probabl-ai/skore/compare/0.7.0...0.7.1

This release contains **breaking changes**! The CrossValidationReporter was removed.

New features

- Add `ComparisonReport` to compare instances of `EstimatorReport`, in https://github.com/probabl-ai/skore/pull/1286
- Add config manager to manage progress bar, in https://github.com/probabl-ai/skore/pull/1334

Improvements

- Remove arrows in the metric names in dataframe to ease its use, in https://github.com/probabl-ai/skore/pull/1329
- Return most native type for metrics in EstimatorReport, in https://github.com/probabl-ai/skore/pull/1283
- Improve the API of EstimatorReport for plots, in https://github.com/probabl-ai/skore/pull/1297 and https://github.com/probabl-ai/skore/pull/1299
- Improve how a project is created and deleted, in https://github.com/probabl-ai/skore/pull/1194 and https://github.com/probabl-ai/skore/pull/1322

Bugfixes

- Fix the residual plot which may be displayed non properly, in https://github.com/probabl-ai/skore/pull/1335

Removed

- Remove CrossValidationReporter, in https://github.com/probabl-ai/skore/pull/1265

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**Full Changelog**: https://github.com/probabl-ai/skore/compare/0.6.1...0.7.0

New features

Nothing in this edition. Keep posted to see what's next!

Improvements

Many documentation improvements.

Bugfixes

Nothing necessary for now!

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**Full Changelog**: https://github.com/probabl-ai/skore/compare/0.6.0...0.6.1

This release adds several major features. It contains breaking changes.

New features

- Add EstimatorReport in 997
- Revamp CrossValidationReport thanks to EstimatorReport in https://github.com/probabl-ai/skore/pull/1091
- Add notes to the version of an item in https://github.com/probabl-ai/skore/pull/1084, https://github.com/probabl-ai/skore/pull/1101, https://github.com/probabl-ai/skore/pull/1138
- Enable `what you put is what you get` in https://github.com/probabl-ai/skore/pull/1052

Features improvement

- Prettify warning in train_test_split in https://github.com/probabl-ai/skore/pull/1086
- Refine ML task detection logic in https://github.com/probabl-ai/skore/pull/1133
- Add markdown editor to annotate item in https://github.com/probabl-ai/skore/pull/1082
- Improve the format of numbers in cv report in https://github.com/probabl-ai/skore/pull/1148

Bugfix

- several UI improvements


----
**Full Changelog**: https://github.com/probabl-ai/skore/compare/0.5.1...0.6.0

This release adds several major features. It contains breaking changes.

New features

- Add EstimatorReport in 997
- Revamp CrossValidationReport thanks to EstimatorReport in https://github.com/probabl-ai/skore/pull/1091
- Add notes to the version of an item in https://github.com/probabl-ai/skore/pull/1084, https://github.com/probabl-ai/skore/pull/1101, https://github.com/probabl-ai/skore/pull/1138
- Enable `what you put is what you get` in https://github.com/probabl-ai/skore/pull/1052

Features improvement

- Prettify warning in train_test_split in https://github.com/probabl-ai/skore/pull/1086
- Refine ML task detection logic in https://github.com/probabl-ai/skore/pull/1133
- Add markdown editor to annotate item in https://github.com/probabl-ai/skore/pull/1082
- Improve the format of numbers in cv report in https://github.com/probabl-ai/skore/pull/1148

Bugfix

- several UI improvements


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**Full Changelog**: https://github.com/probabl-ai/skore/compare/0.5.1...0.6.0-rc.0