Release 1.6.0
Lightwood 1.6.0 changelog:
Many thanks to our community contributors for this release!
@MichaelLantz @mrandri19 @ongspxm @vaithak
Features:
- SHAP analysis block (#679, @mrandri19)
- Disable
GlobalFeatureImportance
when we have too many columns (#681, @ongspxm; #698) - Added cleaner support for file path data types (image, audio, video) (#675)
- Add
partial_fit()
tosktime
mixer (#689) - Add
ModeEnsemble
(#692, @mrandri19) - Add weighted
MeanEnsembler
(#680, @vaithak)
Bug fixes:
- Normalized column importance range (#690)
- Fix ensemble supports_proba in calibrate.py (#694, @mrandri19)
- Remove self-referential import (#696)
- Make a integration test for time_aim (#685, @MichaelLantz)
- Fix for various datasets (#700)
Other
- Improve logging for analysis blocks (#677; @MichaelLantz)
- Custom block example:
LabelEncoder
(#663) - Implement ShapleyValues analysis (#679)
- Move array/TS normalizers to generic helpers (#702)