evalml.pipelines.RegressionPipeline

Inheritance diagram of RegressionPipeline
class evalml.pipelines.RegressionPipeline(parameters, random_state=0)[source]

Pipeline subclass for all regression pipelines.

Methods

__init__

Machine learning pipeline made out of transformers and a estimator.

clone

Constructs a new pipeline with the same parameters and components.

describe

Outputs pipeline details including component parameters

fit

Build a regression model.

get_component

Returns component by name

graph

Generate an image representing the pipeline graph

graph_feature_importance

Generate a bar graph of the pipeline’s feature importance

load

Loads pipeline at file path

predict

Make predictions using selected features.

save

Saves pipeline at file path

score

Evaluate model performance on current and additional objectives