Index

A

accuracy (in module autosklearn.metrics) add_classifier() (in module autosklearn.pipeline.components.classification) add_preprocessor() (in module autosklearn.pipeline.components.feature_preprocessing) add_regressor() (in module autosklearn.pipeline.components.regression) AutoSklearn2Classifier (class in autosklearn.experimental.askl2)

AutoSklearnClassificationAlgorithm (class in autosklearn.pipeline.components.base) AutoSklearnClassifier (class in autosklearn.classification) AutoSklearnPreprocessingAlgorithm (class in autosklearn.pipeline.components.base) AutoSklearnRegressionAlgorithm (class in autosklearn.pipeline.components.base) AutoSklearnRegressor (class in autosklearn.regression) average_precision (in module autosklearn.metrics)

B

balanced_accuracy (in module autosklearn.metrics)

E

EnsembleSelection (class in autosklearn.ensembles)

F

f1 (in module autosklearn.metrics) f1_macro (in module autosklearn.metrics) f1_micro (in module autosklearn.metrics) f1_samples (in module autosklearn.metrics) f1_weighted (in module autosklearn.metrics) fit() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.ensembles.EnsembleSelection method) (autosklearn.ensembles.MultiObjectiveDummyEnsemble method) (autosklearn.ensembles.SingleBest method) (autosklearn.ensembles.SingleModelEnsemble method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method)

fit_ensemble() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method) fit_pipeline() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method)

G

get_configuration_space() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method) get_estimator() (autosklearn.pipeline.components.base.AutoSklearnClassificationAlgorithm method) (autosklearn.pipeline.components.base.AutoSklearnRegressionAlgorithm method) get_identifiers_from_run_history() (autosklearn.ensembles.SingleBestFromRunhistory method) get_identifiers_with_weights() (autosklearn.ensembles.EnsembleSelection method) (autosklearn.ensembles.MultiObjectiveDummyEnsemble method) get_models_with_weights() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.ensembles.EnsembleSelection method) (autosklearn.ensembles.MultiObjectiveDummyEnsemble method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method)

get_params() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method) get_preprocessor() (autosklearn.pipeline.components.base.AutoSklearnPreprocessingAlgorithm method) get_selected_model_identifiers() (autosklearn.ensembles.EnsembleSelection method) (autosklearn.ensembles.MultiObjectiveDummyEnsemble method) get_validation_performance() (autosklearn.ensembles.EnsembleSelection method) (autosklearn.ensembles.MultiObjectiveDummyEnsemble method)

L

leaderboard() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method)

log_loss (in module autosklearn.metrics)

M

make_scorer() (in module autosklearn.metrics) mean_absolute_error (in module autosklearn.metrics)

mean_squared_error (in module autosklearn.metrics) median_absolute_error (in module autosklearn.metrics) MultiObjectiveDummyEnsemble (class in autosklearn.ensembles)

P

pareto_set (autosklearn.ensembles.MultiObjectiveDummyEnsemble property) precision (in module autosklearn.metrics) precision_macro (in module autosklearn.metrics) precision_micro (in module autosklearn.metrics) precision_samples (in module autosklearn.metrics) precision_weighted (in module autosklearn.metrics) predict() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.ensembles.EnsembleSelection method) (autosklearn.ensembles.MultiObjectiveDummyEnsemble method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.pipeline.components.base.AutoSklearnClassificationAlgorithm method) (autosklearn.pipeline.components.base.AutoSklearnRegressionAlgorithm method) (autosklearn.regression.AutoSklearnRegressor method)

predict_proba() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.pipeline.components.base.AutoSklearnClassificationAlgorithm method)

R

r2 (in module autosklearn.metrics) recall (in module autosklearn.metrics) recall_macro (in module autosklearn.metrics) recall_micro (in module autosklearn.metrics) recall_samples (in module autosklearn.metrics)

recall_weighted (in module autosklearn.metrics) refit() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method) roc_auc (in module autosklearn.metrics)

S

score() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method) set_params() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method) show_models() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method)

SingleBest (class in autosklearn.ensembles) SingleBestFromRunhistory (class in autosklearn.ensembles) SingleModelEnsemble (class in autosklearn.ensembles) sprint_statistics() (autosklearn.classification.AutoSklearnClassifier method) (autosklearn.experimental.askl2.AutoSklearn2Classifier method) (autosklearn.regression.AutoSklearnRegressor method)

T

transform() (autosklearn.pipeline.components.base.AutoSklearnPreprocessingAlgorithm method)