evalml.automl.AutoClassificationSearch¶

Inheritance diagram of AutoClassificationSearch

class evalml.automl.AutoClassificationSearch(objective=None, multiclass=False, max_pipelines=None, max_time=None, patience=None, tolerance=None, allowed_model_families=None, cv=None, tuner=None, detect_label_leakage=True, start_iteration_callback=None, add_result_callback=None, additional_objectives=None, random_state=0, n_jobs=-1, verbose=True, optimize_thresholds=False)[source]¶

Automatic pipeline search class for classification problems

Methods

`__init__`	Automated classifier pipeline search
`describe_pipeline`	Describe a pipeline
`get_pipeline`	Retrieves trained pipeline
`search`	Find best classifier

Attributes

`best_pipeline`	Returns the best model found
`full_rankings`	Returns a pandas.DataFrame with scoring results from all pipelines searched
`rankings`	Returns a pandas.DataFrame with scoring results from the highest-scoring set of parameters used with each pipeline.