Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | V A AlphaPrecision (class in mlresearch.metrics) ALScorer (class in mlresearch.metrics) area_under_learning_curve() (in module mlresearch.metrics) AugmentationAL (class in mlresearch.active_learning) Authenticity (class in mlresearch.metrics) B BetaRecall (class in mlresearch.metrics) BinaryDatasets (class in mlresearch.datasets) C check_pipelines() (in module mlresearch.utils) check_pipelines_wrapper() (in module mlresearch.utils) check_random_states() (in module mlresearch.utils) classes_ (mlresearch.model_selection.HalvingModelSearchCV property) (mlresearch.model_selection.ModelSearchCV property) ContinuousCategoricalDatasets (class in mlresearch.datasets) D data_utilization_rate() (in module mlresearch.metrics) dataframe_to_image() (in module mlresearch.utils) decision_function() (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) display_available_fonts() (in module mlresearch.utils) download() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method) E export_table() (in module mlresearch.latex) F feature_to_color() (in module mlresearch.utils) fetch_abalone() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_acute() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_adult() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_annealing() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_arcene() (mlresearch.datasets.BinaryDatasets method) fetch_asp_potassco() (mlresearch.datasets.MultiClassDatasets method) fetch_audit() (mlresearch.datasets.BinaryDatasets method) fetch_autouniv_au4() (mlresearch.datasets.MultiClassDatasets method) fetch_autouniv_au7() (mlresearch.datasets.MultiClassDatasets method) fetch_banknote_authentication() (mlresearch.datasets.BinaryDatasets method) fetch_baseball() (mlresearch.datasets.MultiClassDatasets method) fetch_botswana() (mlresearch.datasets.RemoteSensingDatasets method) fetch_breast_cancer() (mlresearch.datasets.BinaryDatasets method) fetch_breast_tissue() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_cardiotocography() (mlresearch.datasets.MultiClassDatasets method) fetch_census() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_cleveland() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_contraceptive() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_covertype() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_credit_approval() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_dermatology() (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_echocardiogram() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_ecoli() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_eucalyptus() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_first_order_theorem() (mlresearch.datasets.MultiClassDatasets method) fetch_flags() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_gas_drift() (mlresearch.datasets.MultiClassDatasets method) fetch_german_credit() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_gesture_segmentation() (mlresearch.datasets.MultiClassDatasets method) fetch_glass() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_haberman() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_heart() (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_heart_disease() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_hepatitis() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_image_segmentation() (mlresearch.datasets.MultiClassDatasets method) fetch_indian_pines() (mlresearch.datasets.RemoteSensingDatasets method) fetch_ionosphere() (mlresearch.datasets.BinaryDatasets method) fetch_iris() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_kennedy_space_center() (mlresearch.datasets.RemoteSensingDatasets method) fetch_led() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_libras() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_liver() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_mfeat_zernike() (mlresearch.datasets.MultiClassDatasets method) fetch_mice_protein() (mlresearch.datasets.MultiClassDatasets method) fetch_new_thyroid_1() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_new_thyroid_2() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_page_blocks() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_parkinsons() (mlresearch.datasets.BinaryDatasets method) fetch_pavia_centre() (mlresearch.datasets.RemoteSensingDatasets method) fetch_pavia_university() (mlresearch.datasets.RemoteSensingDatasets method) fetch_pendigits() (mlresearch.datasets.MultiClassDatasets method) fetch_pima() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_salinas() (mlresearch.datasets.RemoteSensingDatasets method) fetch_salinas_a() (mlresearch.datasets.RemoteSensingDatasets method) fetch_spambase() (mlresearch.datasets.BinaryDatasets method) fetch_steel_plates() (mlresearch.datasets.MultiClassDatasets method) fetch_texture() (mlresearch.datasets.MultiClassDatasets method) fetch_thyroid() (mlresearch.datasets.ContinuousCategoricalDatasets method) fetch_usps() (mlresearch.datasets.MultiClassDatasets method) fetch_vehicle() (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) fetch_volkert() (mlresearch.datasets.MultiClassDatasets method) fetch_vowel() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_vowels() (mlresearch.datasets.MultiClassDatasets method) fetch_waveform() (mlresearch.datasets.MultiClassDatasets method) fetch_wine() (mlresearch.datasets.ImbalancedBinaryDatasets method) fetch_wine_quality() (mlresearch.datasets.MultiClassDatasets method) fetch_yeast() (mlresearch.datasets.ImbalancedBinaryDatasets method) fit() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.metrics.AlphaPrecision method) (mlresearch.metrics.Authenticity method) (mlresearch.metrics.BetaRecall method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.neural_network.OneClassMLP method) (mlresearch.preprocessing.PipelineEncoder method) (mlresearch.synthetic_data.GeometricSMOTE method) (mlresearch.synthetic_data.OverSamplingAugmentation method) fit_predict() (mlresearch.neural_network.OneClassMLP method) fit_resample() (mlresearch.synthetic_data.GeometricSMOTE method) (mlresearch.synthetic_data.OverSamplingAugmentation method) fit_transform() (mlresearch.preprocessing.PipelineEncoder method) format_table() (in module mlresearch.latex) G generate_paths() (in module mlresearch.utils) geometric_mean_score_macro() (in module mlresearch.metrics) GeometricSMOTE (class in mlresearch.synthetic_data) get_feature_names_out() (mlresearch.synthetic_data.GeometricSMOTE method) (mlresearch.synthetic_data.OverSamplingAugmentation method) get_metadata_routing() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.metrics.AlphaPrecision method) (mlresearch.metrics.ALScorer method) (mlresearch.metrics.Authenticity method) (mlresearch.metrics.BetaRecall method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.neural_network.OneClassMLP method) (mlresearch.preprocessing.PipelineEncoder method) (mlresearch.synthetic_data.GeometricSMOTE method) (mlresearch.synthetic_data.OverSamplingAugmentation method) get_params() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.neural_network.OneClassMLP method) (mlresearch.preprocessing.PipelineEncoder method) (mlresearch.synthetic_data.GeometricSMOTE method) (mlresearch.synthetic_data.OverSamplingAugmentation method) get_scorer() (in module mlresearch.metrics) get_scorer_names() (in module mlresearch.metrics) H HalvingModelSearchCV (class in mlresearch.model_selection) I image_to_dataframe() (in module mlresearch.utils) imbalance_datasets() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method) ImbalancedBinaryDatasets (class in mlresearch.datasets) initialization() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) inverse_transform() (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) items() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method) iteration() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) K keys() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method) L list_available_fonts() (in module mlresearch.utils) load_datasets() (in module mlresearch.utils) M make_bold() (in module mlresearch.latex) make_mean_sem_table() (in module mlresearch.latex) mlresearch module mlresearch.active_learning module mlresearch.datasets module mlresearch.latex module mlresearch.metrics module mlresearch.model_selection module mlresearch.neural_network module mlresearch.preprocessing module mlresearch.synthetic_data module mlresearch.utils module ModelSearchCV (class in mlresearch.model_selection) module mlresearch mlresearch.active_learning mlresearch.datasets mlresearch.latex mlresearch.metrics mlresearch.model_selection mlresearch.neural_network mlresearch.preprocessing mlresearch.synthetic_data mlresearch.utils MultiClassDatasets (class in mlresearch.datasets) MULTIPLICATION_FACTORS (mlresearch.datasets.ImbalancedBinaryDatasets attribute) N n_features_in_ (mlresearch.model_selection.HalvingModelSearchCV property) (mlresearch.model_selection.ModelSearchCV property) O OneClassMLP (class in mlresearch.neural_network) OverSamplingAugmentation (class in mlresearch.synthetic_data) P parallel_loop() (in module mlresearch.utils) partial_fit() (mlresearch.neural_network.OneClassMLP method) PipelineEncoder (class in mlresearch.preprocessing) precision_at_k() (in module mlresearch.metrics) predict() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.neural_network.OneClassMLP method) predict_log_proba() (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) predict_proba() (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) R RemoteSensingDatasets (class in mlresearch.datasets) S save() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method) score() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.metrics.AlphaPrecision method) (mlresearch.metrics.Authenticity method) (mlresearch.metrics.BetaRecall method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) score_samples() (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) set_fit_request() (mlresearch.metrics.AlphaPrecision method) (mlresearch.metrics.Authenticity method) (mlresearch.metrics.BetaRecall method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.neural_network.OneClassMLP method) set_fit_resample_request() (mlresearch.synthetic_data.GeometricSMOTE method) set_matplotlib_style() (in module mlresearch.utils) set_output() (mlresearch.preprocessing.PipelineEncoder method) set_params() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.neural_network.OneClassMLP method) (mlresearch.preprocessing.PipelineEncoder method) (mlresearch.synthetic_data.GeometricSMOTE method) (mlresearch.synthetic_data.OverSamplingAugmentation method) set_score_request() (mlresearch.active_learning.AugmentationAL method) (mlresearch.active_learning.StandardAL method) (mlresearch.metrics.AlphaPrecision method) (mlresearch.metrics.ALScorer method) (mlresearch.metrics.Authenticity method) (mlresearch.metrics.BetaRecall method) show_versions() (in module mlresearch) StandardAL (class in mlresearch.active_learning) summarize_datasets() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method) T transform() (mlresearch.model_selection.HalvingModelSearchCV method) (mlresearch.model_selection.ModelSearchCV method) (mlresearch.preprocessing.PipelineEncoder method) V values() (mlresearch.datasets.BinaryDatasets method) (mlresearch.datasets.ContinuousCategoricalDatasets method) (mlresearch.datasets.ImbalancedBinaryDatasets method) (mlresearch.datasets.MultiClassDatasets method) (mlresearch.datasets.RemoteSensingDatasets method)