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