0.8.0 - 2021-08-31

base

• The predict_many and predict_proba_many methods have been removed from base.Classifier. They're part of base.MiniBatchClassifier.

ensemble

• Implemented ensemble.VotingClassifier.
• Implemented ensemble.SRPRegressor.

meta

• Renamed meta.TransformedTargetRegressor to meta.TargetTransformRegressor.
• Added meta.TargetStandardScaler.

preprocessing

• Added a with_std parameter to StandardScaler.

rules

• Added rules.AMRules

stats

• Make stats.RollingQuantile match the default behavior of Numpy's quantile function.

tree

• Unified base class structure applied to all tree models.
• Bug fixes.
• Added tree.SGTClassifier and tree.SGTRegressor.