Frouros

Added

- MMD can be calculated using chunks instead all data at the same time 157

Changed

Removed

Fixed

- Fix doc missing BhattacharyyaDistance and HellingerDistance 155
- Fix and rename HistogramIntersection to HINormalizedComplement 156 158

Added

Changed

Removed

Fixed

- Fix missing contributing section. 147
- Fix doc index.md heading. 150
- Fix missing logo. 152
- Fix missing Python 3.11 version. 153

Added

- Data drift: Bhattacharyya distance. 123
- Data drift: Hellinger distance. 122
- Concept drift: Incremental Kolmogorov-Smirnov test. 125
- Callbacks: ResetOnDataDrift, PermutationTestOnBatchData, History 124 and WarningSamplesBuffer. 127
- Magic method repr on each object. 131
- Documentation references on each detector, dataset or metric. 136
- Include Test PyPI on publish workflow. 145

Changed

- Rename Unsupervised methods to Data drift methods.
- Rename Supervised methods to Concept drift methods.
- Update documentation API. 133
- Update README.md example and replace tables with diagrams. 140

Removed

- scikit-learn integration dependency. From now on it's possible to use any framework. 121
- Concept drift: MD3-RS and MD3-SVM (will be added in the future).

Fixed

- All documentation examples. 128
- Concept drift: ADWIN epsilon calculation. 141

Added

- Supervised methods.
- Unsupervised methods.
- Semi-supervised methods.
- Real dataset (Elec2).
- Synthetic generator (SEA).

Changed

Removed

Fixed