evalml.pipelines.components.RFClassifierSelectFromModel

class evalml.pipelines.components.RFClassifierSelectFromModel(number_features=None, n_estimators=10, max_depth=None, percent_features=0.5, threshold=-inf, n_jobs=-1, random_state=0)[source]

Selects top features based on importance weights using a Random Forest classifier

Methods

__init__

Initialize self.

describe

Describe a component and its parameters

fit

Fits component to data

fit_transform

Fits on X and transforms X

get_indices

Get integer index of features selected

get_names

Get names of selected features.

transform

Transforms data X