evalml.automl.automl_algorithm.IterativeAlgorithm

Inheritance diagram of IterativeAlgorithm
class evalml.automl.automl_algorithm.IterativeAlgorithm(allowed_pipelines=None, max_pipelines=None, tuner_class=None, random_state=0, pipelines_per_batch=5, n_jobs=-1, number_features=None)[source]

An automl algorithm which first fits a base round of pipelines with default parameters, then does a round of parameter tuning on each pipeline in order of performance.

Methods

__init__

An automl algorithm which first fits a base round of pipelines with default parameters, then does a round of parameter tuning on each pipeline in order of performance.

add_result

Register results from evaluating a pipeline

next_batch

Get the next batch of pipelines to evaluate

Attributes

batch_number

Returns the number of batches which have been recommended so far.

pipeline_number

Returns the number of pipelines which have been recommended so far.