evalml.pipelines.components.BaselineClassifier

Inheritance diagram of BaselineClassifier
class evalml.pipelines.components.BaselineClassifier(strategy='mode', random_state=0)[source]

Classifier that predicts using the specified strategy.

This is useful as a simple baseline classifier to compare with other classifiers.

name = 'Baseline Classifier'
model_family = 'baseline'
supported_problem_types = [<ProblemTypes.BINARY: 'binary'>, <ProblemTypes.MULTICLASS: 'multiclass'>]
hyperparameter_ranges = {}

Instance attributes

feature_importances

Returns feature importances.

Methods:

__init__

Baseline classifier that uses a simple strategy to make predictions.

describe

Describe a component and its parameters

fit

Fits component to data

predict

Make predictions using selected features.

predict_proba

Make probability estimates for labels.