Feature Selection

Base Feature Selection Transformer

_BaseFeatureSelection

Base feature selection transformer class.

Unsupervised Feature Selection

VarianceFilter

Remove low variance columns.

CorrelationFilter

Remove highly correlated columns.

Supervised Feature Selection

SupervizedCorrelationFilter

Remove highly correlated columns.

InformationValue

Feature selection based on the information value.

SelectFromModel

Select From Model Transformer.

SelectFromModels

Select From Models By Vote Transformer.