evalml.pipelines.PipelineBase

class evalml.pipelines.PipelineBase(objective, component_list, n_jobs, random_state)[source]

Methods

__init__

Machine learning pipeline made out of transformers and a estimator.

describe

Outputs pipeline details including component parameters

feature_importance_graph

Generate a bar graph of the pipeline’s feature importances

fit

Build a model

get_component

Returns component by name

graph

Generate an image representing the pipeline graph

predict

Make predictions using selected features.

predict_proba

Make probability estimates for labels.

score

Evaluate model performance on current and additional objectives