Index

A

activation_func (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) adaboost_class (class in ml_grid.model_classes.adaboost_classifier_class) add_date_order_sequence_column() (in module ml_grid.util.time_series_helper) additional_naming (ml_grid.pipeline.data.pipe attribute) aggregate_all_runs() (core.ResultsAggregator method) aggregate_specific_runs() (core.ResultsAggregator method) aggregated_data (core.ResultsAggregator attribute) algo_plotter (plot_master.MasterPlotter attribute) algorithm (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) algorithm_col (plot_global_importance.GlobalImportancePlotter attribute) algorithm_implementation (ArsenalClassifier_module.Arsenal_class attribute) (Catch22Classifer_module.Catch22Classifier_class attribute) (CNNClassifier_module.CNNClassifier_class attribute) (ContractableBOSSClassifier_module.ContractableBOSS_class attribute) (elasticEnsembleClassifier_module.ElasticEnsemble_class attribute) (EncoderClassifier_module.EncoderClassifier_class attribute) (FCNClassifier_module.FCNClassifier_class attribute) (FreshPRINCEClassifier_module.FreshPRINCEClassifier_class attribute) (HIVECOTEV1Classifier_module.HIVECOTEV1_class attribute) (HIVECOTEV2Classifier_module.HIVECOTEV2_class attribute) (InceptionTimeClassifer_module.InceptionTimeClassifier_class attribute) (IndividualInceptionClassifier_module.IndividualInceptionClassifier_class attribute) (InidividualTDEClassifier_module.IndividualTDE_class attribute) (KNeighborsTimeSeriesClassifier_module.KNeighborsTimeSeriesClassifier_class attribute) (ml_grid.model_classes.adaboost_classifier_class.adaboost_class attribute) (ml_grid.model_classes.catboost_classifier_class.CatBoost_class attribute) (ml_grid.model_classes.gradientboosting_classifier_class.GradientBoostingClassifier_class attribute) (ml_grid.model_classes.h2o_classifier_class.h2o_classifier_class attribute) (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class attribute) (ml_grid.model_classes.knn_classifier_class.knn_classifiers_class attribute) (ml_grid.model_classes.knn_gpu_classifier_class.knn__gpu_wrapper_class attribute) (ml_grid.model_classes.light_gbm_class.LightGBMClassifierWrapper attribute) (ml_grid.model_classes.logistic_regression_class.LogisticRegression_class attribute) (ml_grid.model_classes.mlp_classifier_class.mlp_classifier_class attribute) (ml_grid.model_classes.NeuralNetworkClassifier_class.NeuralNetworkClassifier_class attribute) (ml_grid.model_classes.quadratic_discriminant_class.quadratic_discriminant_analysis_class attribute) (ml_grid.model_classes.randomforest_classifier_class.RandomForestClassifier_class attribute) (ml_grid.model_classes.svc_class.SVC_class attribute) (ml_grid.model_classes.xgb_classifier_class.XGB_class_class attribute) (MLPClassifier_module.MLPClassifier_class attribute) (MUSEClassifier_module.MUSE_class attribute) (OrdinalTDEClassifier_module.OrdinalTDE_class attribute) (ResNetClassifier_module.ResNetClassifier_class attribute) (rocketClassifier_module.RocketClassifier_class attribute) (shapeDTWClassifier_module.ShapeDTW_class attribute) (SignatureClassifier_module.SignatureClassifier_class attribute) (SummaryClassifier_module.SummaryClassifier_class attribute) (TapNetClassifier_module.TapNetClassifier_class attribute) (TemporalDictionaryEnsembleClassifier_module.TemporalDictionaryEnsemble_class attribute) (TSFreshClassifier_module.TSFreshClassifier_class attribute)

AlgorithmComparisonPlotter (class in plot_algorithms) all_df_columns (ml_grid.pipeline.data.pipe attribute) all_outcome_list (ml_grid.util.outcome_list.OutcomeList attribute) arg_list (ml_grid.pipeline.main.run attribute) Arsenal_class (class in ArsenalClassifier_module) ArsenalClassifier_module module attn_dropout (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) automl (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier attribute) available_categorical (plot_pipeline_parameters.PipelineParameterPlotter attribute) available_categories (plot_feature_categories.FeatureCategoryPlotter attribute) available_continuous (plot_pipeline_parameters.PipelineParameterPlotter attribute)

B

base_project_dir (ml_grid.pipeline.data.pipe attribute) batch_size (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) bayessearch (ml_grid.util.global_params.GlobalParameters attribute)

BestModelAnalyzerPlotter (class in plot_best_model) boosting_type (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) build_model() (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier method)

C

calculate_combinations() (in module ml_grid.util.bayes_utils) CatBoost_class (class in ml_grid.model_classes.catboost_classifier_class) CatBoostSKLearnWrapper (class in ml_grid.model_classes.catboostClassifier) Catch22Classifer_module module Catch22Classifier_class (class in Catch22Classifer_module) categorical_params (plot_pipeline_parameters.PipelineParameterPlotter attribute) categories (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) classes_ (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier attribute) (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) clean_data (plot_algorithms.AlgorithmComparisonPlotter attribute) (plot_best_model.BestModelAnalyzerPlotter attribute) (plot_distributions.DistributionPlotter attribute) (plot_feature_categories.FeatureCategoryPlotter attribute) (plot_features.FeatureAnalysisPlotter attribute) (plot_global_importance.GlobalImportancePlotter attribute) (plot_hyperparameters.HyperparameterAnalysisPlotter attribute) (plot_interactions.InteractionPlotter attribute) (plot_pipeline_parameters.PipelineParameterPlotter attribute) (plot_timeline.TimelineAnalysisPlotter attribute) (summarize_results.ResultsSummarizer attribute)

clean_up_class (class in ml_grid.pipeline.data_clean_up) CNNClassifier_class (class in CNNClassifier_module) CNNClassifier_module module colors (plot_distributions.DistributionPlotter attribute) column_list (ml_grid.util.project_score_save.project_score_save_class attribute) columns (in module ml_grid.util.synthetic_data_generator) compare_algorithms_across_outcomes() (filters.ResultsFilter method) continuous_mean_std (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) continuous_params (plot_pipeline_parameters.PipelineParameterPlotter attribute) ContractableBOSS_class (class in ContractableBOSSClassifier_module) ContractableBOSSClassifier_module module convert_Xy_to_time_series() (in module ml_grid.util.time_series_helper) core module correlation_coefficient() (in module ml_grid.pipeline.data_correlation_matrix) create_bar_chart() (in module ml_grid.pipeline.data_plot_split) create_model() (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class method) custom_roc_auc_score() (in module ml_grid.util.global_params) cv (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute)

D

data (filters.OutcomeComparator attribute) (filters.ResultsFilter attribute) (plot_algorithms.AlgorithmComparisonPlotter attribute) (plot_best_model.BestModelAnalyzerPlotter attribute) (plot_distributions.DistributionPlotter attribute) (plot_feature_categories.FeatureCategoryPlotter attribute) (plot_features.FeatureAnalysisPlotter attribute) (plot_global_importance.GlobalImportancePlotter attribute) (plot_hyperparameters.HyperparameterAnalysisPlotter attribute) (plot_interactions.InteractionPlotter attribute) (plot_master.MasterPlotter attribute) (plot_pipeline_parameters.PipelineParameterPlotter attribute) (plot_timeline.TimelineAnalysisPlotter attribute) (summarize_results.ResultsSummarizer attribute)

data_scale_methods (class in ml_grid.pipeline.data_scale) DataValidator (class in core) debug_level (ml_grid.util.global_params.GlobalParameters attribute) debug_print_scores() (ml_grid.util.debug_print_statements.debug_print_statements_class method) debug_print_statements_class (class in ml_grid.util.debug_print_statements) depth (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) device (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) df (ml_grid.pipeline.data.pipe attribute) dim (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) dim_out (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) dist_plotter (plot_master.MasterPlotter attribute) DistributionPlotter (class in plot_distributions) drop_list (ml_grid.pipeline.data.pipe attribute) dropout_rate (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) dummy_auc() (in module ml_grid.pipeline.grid_search_cross_validate)

E

early_stopping_rounds (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) ElasticEnsemble_class (class in elasticEnsembleClassifier_module) elasticEnsembleClassifier_module module EncoderClassifier_class (class in EncoderClassifier_module) EncoderClassifier_module module

epochs (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) error_raise (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) (ml_grid.pipeline.main.run attribute) (ml_grid.util.global_params.GlobalParameters attribute) (ml_grid.util.project_score_save.project_score_save_class attribute) execute() (ml_grid.pipeline.main.run method)

F

FCNClassifier_class (class in FCNClassifier_module) FCNClassifier_module module feature_categories (plot_best_model.BestModelAnalyzerPlotter attribute) (plot_feature_categories.FeatureCategoryPlotter attribute) (plot_global_importance.GlobalImportancePlotter attribute) feature_df (plot_features.FeatureAnalysisPlotter attribute) feature_fraction (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) feature_importance_methods (class in ml_grid.pipeline.data_feature_importance_methods) feature_list (ml_grid.util.manually_removed_list.ListHolder attribute) feature_methods (class in ml_grid.pipeline.data_feature_methods) feature_names (core.ResultsAggregator attribute) FeatureAnalysisPlotter (class in plot_features) FeatureCategoryPlotter (class in plot_feature_categories) ff_dropout (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) filename (ml_grid.pipeline.read_in.read_sample attribute) filter_by_algorithm() (filters.ResultsFilter method) filter_by_cross_outcome_performance() (filters.ResultsFilter method) filter_by_feature_count() (filters.ResultsFilter method)

filter_by_metric_threshold() (filters.ResultsFilter method) filter_by_outcome() (filters.ResultsFilter method) filter_by_run_timestamp() (filters.ResultsFilter method) filter_by_sample_size() (filters.ResultsFilter method) filter_substring_list() (in module ml_grid.pipeline.column_names) filter_successful_runs() (filters.ResultsFilter method) filters module final_column_list (ml_grid.pipeline.data.pipe attribute) find_feature_usage_patterns() (filters.ResultsFilter method) find_similar_outcomes() (filters.OutcomeComparator method) fit() (ml_grid.model_classes.catboostClassifier.CatBoostSKLearnWrapper method) (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier method) (ml_grid.model_classes.knn_wrapper_class.KNNWrapper method) (ml_grid.model_classes.lightgbm_class.LightGBMClassifier method) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier method) (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier method) FreshPRINCEClassifier_class (class in FreshPRINCEClassifier_module) FreshPRINCEClassifier_module module

G

GaussianNB_class (class in ml_grid.model_classes.gaussiannb_class) GaussianNBWrapper (class in ml_grid.model_classes.gaussiannb_class) generate_time_series() (in module ml_grid.util.synthetic_data_generator) get_algorithm_performance_summary() (filters.ResultsFilter method) get_available_algorithms() (plot_hyperparameters.HyperparameterAnalysisPlotter method) get_available_runs() (core.ResultsAggregator method) get_best_model_per_outcome() (summarize_results.ResultsSummarizer method) get_clean_data() (in module core) get_data_by_outcome() (core.ResultsAggregator method) get_data_split() (in module ml_grid.pipeline.data_train_test_split) get_leader_params() (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier method) get_model_class_list() (in module ml_grid.pipeline.model_class_list) get_model_class_list_ts() (in module ml_grid.pipeline.model_class_list_ts) get_outcome_characteristics() (filters.OutcomeComparator method) get_outcome_difficulty_ranking() (filters.ResultsFilter method) get_outcome_summary() (core.ResultsAggregator method) get_outcome_variables() (core.ResultsAggregator method) get_params() (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier method) (ml_grid.model_classes.knn_wrapper_class.KNNWrapper method) get_pertubation_columns() (in module ml_grid.pipeline.column_names) get_summary_stats() (core.ResultsAggregator method) get_top_performers() (filters.ResultsFilter method)

getNfeaturesANOVAF() (ml_grid.pipeline.data_feature_methods.feature_methods method) getNFeaturesMarkovBlanket() (ml_grid.pipeline.data_feature_methods.feature_methods method) global_parameters (in module ml_grid.util.global_params) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) global_params (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.data_clean_up.clean_up_class attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) (ml_grid.pipeline.main.run attribute) (ml_grid.util.grid_param_space.Grid attribute) (ml_grid.util.grid_param_space_ga.Grid attribute) (ml_grid.util.project_score_save.project_score_save_class attribute) GlobalImportancePlotter (class in plot_global_importance) GlobalParameters (class in ml_grid.util.global_params) GradientBoostingClassifier_class (class in ml_grid.model_classes.gradientboosting_classifier_class) Grid (class in ml_grid.util.grid_param_space) (class in ml_grid.util.grid_param_space_ga) grid (ml_grid.util.grid_param_space.Grid attribute) (ml_grid.util.grid_param_space_ga.Grid attribute) grid_n_jobs (ml_grid.util.global_params.GlobalParameters attribute) grid_search_cross_validate_score_result (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) grid_search_crossvalidate (class in ml_grid.pipeline.grid_search_cross_validate)

H

h2o_classifier_class (class in ml_grid.model_classes.h2o_classifier_class) H2OAutoMLClassifier (class in ml_grid.model_classes.H2OAutoMLClassifier) handle_column_names() (ml_grid.pipeline.data_clean_up.clean_up_class method) handle_correlation_matrix() (in module ml_grid.pipeline.data_correlation_matrix) handle_duplicated_columns() (ml_grid.pipeline.data_clean_up.clean_up_class method) handle_feature_importance_methods() (ml_grid.pipeline.data_feature_importance_methods.feature_importance_methods method) handle_outcome_list() (in module ml_grid.pipeline.data_outcome_list) handle_percent_missing() (in module ml_grid.pipeline.data_percent_missing) heads (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) hidden_units_1 (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute)

hidden_units_2 (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) highest_score (ml_grid.pipeline.main.run attribute) HIVECOTEV1_class (class in HIVECOTEV1Classifier_module) HIVECOTEV1Classifier_module module HIVECOTEV2_class (class in HIVECOTEV2Classifier_module) HIVECOTEV2Classifier_module module HyperparameterAnalysisPlotter (class in plot_hyperparameters) HyperparameterSearch (class in ml_grid.pipeline.hyperparameter_search)

I

InceptionTimeClassifer_module module InceptionTimeClassifier_class (class in InceptionTimeClassifer_module) IndividualInceptionClassifier_class (class in IndividualInceptionClassifier_module) IndividualInceptionClassifier_module module

IndividualTDE_class (class in InidividualTDEClassifier_module) InidividualTDEClassifier_module module interaction_plotter (plot_master.MasterPlotter attribute) InteractionPlotter (class in plot_interactions) is_data_scaled() (ml_grid.model_classes.svc_class.SVC_class method) is_valid_shape() (in module ml_grid.pipeline.data_train_test_split)

K

kerasClassifier_class (class in ml_grid.model_classes.keras_classifier_class) KNeighborsTimeSeriesClassifier_class (class in KNeighborsTimeSeriesClassifier_module) KNeighborsTimeSeriesClassifier_module module

knn__gpu_wrapper_class (class in ml_grid.model_classes.knn_gpu_classifier_class) knn_classifiers_class (class in ml_grid.model_classes.knn_classifier_class) knn_n_jobs (ml_grid.util.global_params.GlobalParameters attribute) KNNWrapper (class in ml_grid.model_classes.knn_wrapper_class)

L

leaf_size (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) learning_rate (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) LightGBMClassifier (class in ml_grid.model_classes.lightgbm_class) LightGBMClassifierWrapper (class in ml_grid.model_classes.light_gbm_class) ListHolder (class in ml_grid.util.manually_removed_list)

load_feature_names() (core.ResultsAggregator method) load_single_run() (core.ResultsAggregator method) local_param_dict (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.main.run attribute) log_folder (class in ml_grid.pipeline.logs_project_folder) logging_paths_obj (ml_grid.pipeline.data.pipe attribute) LogisticRegression_class (class in ml_grid.model_classes.logistic_regression_class)

M

MasterPlotter (class in plot_master) max_client_idcode_sequence_length() (in module ml_grid.util.time_series_helper) MAX_FEATURES_FOR_ANALYSIS (in module plot_features) MAX_FEATURES_FOR_UPSET (in module plot_features) max_iter (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) MAX_OUTCOMES_FOR_HEATMAP (in module plot_distributions) MAX_OUTCOMES_FOR_STRATIFIED_PLOT (in module plot_algorithms) (in module plot_distributions) (in module plot_features) (in module plot_timeline) MAX_OUTCOMES_TO_PLOT (in module plot_best_model) max_param_space_iter_value (ml_grid.util.global_params.GlobalParameters attribute) max_runtime_secs (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier attribute) mean_impute_dataframe() (in module ml_grid.util.impute_data_for_pipe) mean_parameter_space_val (ml_grid.pipeline.main.run attribute) method_name (ArsenalClassifier_module.Arsenal_class attribute) (Catch22Classifer_module.Catch22Classifier_class attribute) (CNNClassifier_module.CNNClassifier_class attribute) (ContractableBOSSClassifier_module.ContractableBOSS_class attribute) (elasticEnsembleClassifier_module.ElasticEnsemble_class attribute) (EncoderClassifier_module.EncoderClassifier_class attribute) (FCNClassifier_module.FCNClassifier_class attribute) (FreshPRINCEClassifier_module.FreshPRINCEClassifier_class attribute) (HIVECOTEV1Classifier_module.HIVECOTEV1_class attribute) (HIVECOTEV2Classifier_module.HIVECOTEV2_class attribute) (InceptionTimeClassifer_module.InceptionTimeClassifier_class attribute) (IndividualInceptionClassifier_module.IndividualInceptionClassifier_class attribute) (InidividualTDEClassifier_module.IndividualTDE_class attribute) (KNeighborsTimeSeriesClassifier_module.KNeighborsTimeSeriesClassifier_class attribute) (ml_grid.model_classes.adaboost_classifier_class.adaboost_class attribute) (ml_grid.model_classes.catboost_classifier_class.CatBoost_class attribute) (ml_grid.model_classes.gaussiannb_class.GaussianNB_class attribute) (ml_grid.model_classes.gradientboosting_classifier_class.GradientBoostingClassifier_class attribute) (ml_grid.model_classes.h2o_classifier_class.h2o_classifier_class attribute) (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class attribute) (ml_grid.model_classes.knn_classifier_class.knn_classifiers_class attribute) (ml_grid.model_classes.knn_gpu_classifier_class.knn__gpu_wrapper_class attribute) (ml_grid.model_classes.light_gbm_class.LightGBMClassifierWrapper attribute) (ml_grid.model_classes.logistic_regression_class.LogisticRegression_class attribute) (ml_grid.model_classes.mlp_classifier_class.mlp_classifier_class attribute) (ml_grid.model_classes.NeuralNetworkClassifier_class.NeuralNetworkClassifier_class attribute) (ml_grid.model_classes.quadratic_discriminant_class.quadratic_discriminant_analysis_class attribute) (ml_grid.model_classes.randomforest_classifier_class.RandomForestClassifier_class attribute) (ml_grid.model_classes.svc_class.SVC_class attribute) (ml_grid.model_classes.tabtransformer_classifier_class.TabTransformer_class attribute) (ml_grid.model_classes.xgb_classifier_class.XGB_class_class attribute) (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) (MLPClassifier_module.MLPClassifier_class attribute) (MUSEClassifier_module.MUSE_class attribute) (OrdinalTDEClassifier_module.OrdinalTDE_class attribute) (ResNetClassifier_module.ResNetClassifier_class attribute) (rocketClassifier_module.RocketClassifier_class attribute) (shapeDTWClassifier_module.ShapeDTW_class attribute) (SignatureClassifier_module.SignatureClassifier_class attribute) (SummaryClassifier_module.SummaryClassifier_class attribute) (TapNetClassifier_module.TapNetClassifier_class attribute) (TemporalDictionaryEnsembleClassifier_module.TemporalDictionaryEnsemble_class attribute) (TSFreshClassifier_module.TSFreshClassifier_class attribute) metric (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) metric_list (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) (ml_grid.util.global_params.GlobalParameters attribute) (ml_grid.util.project_score_save.project_score_save_class attribute) metric_params (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) ml_grid module ml_grid.model_classes module ml_grid.model_classes.adaboost_classifier_class module ml_grid.model_classes.catboost_classifier_class module ml_grid.model_classes.catboostClassifier module ml_grid.model_classes.gaussiannb_class module ml_grid.model_classes.gradientboosting_classifier_class module ml_grid.model_classes.h2o_classifier_class module ml_grid.model_classes.H2OAutoMLClassifier module ml_grid.model_classes.keras_classifier_class module ml_grid.model_classes.knn_classifier_class module ml_grid.model_classes.knn_gpu_classifier_class module ml_grid.model_classes.knn_wrapper_class module ml_grid.model_classes.light_gbm_class module ml_grid.model_classes.lightgbm_class module ml_grid.model_classes.logistic_regression_class module ml_grid.model_classes.mlp_classifier_class module ml_grid.model_classes.NeuralNetworkClassifier_class module ml_grid.model_classes.nni_sklearn_wrapper module ml_grid.model_classes.quadratic_discriminant_class module ml_grid.model_classes.randomforest_classifier_class module ml_grid.model_classes.svc_class module ml_grid.model_classes.tabtransformer_classifier_class module ml_grid.model_classes.tabtransformerClassifier module ml_grid.model_classes.xgb_classifier_class module ml_grid.pipeline module ml_grid.pipeline.column_names module ml_grid.pipeline.data module ml_grid.pipeline.data_clean_up module ml_grid.pipeline.data_constant_columns module ml_grid.pipeline.data_correlation_matrix module ml_grid.pipeline.data_feature_importance_methods module ml_grid.pipeline.data_feature_methods module ml_grid.pipeline.data_outcome_list module ml_grid.pipeline.data_percent_missing module ml_grid.pipeline.data_plot_split module ml_grid.pipeline.data_scale module ml_grid.pipeline.data_train_test_split module ml_grid.pipeline.grid_search_cross_validate module ml_grid.pipeline.hyperparameter_search module ml_grid.pipeline.logs_project_folder module ml_grid.pipeline.main module ml_grid.pipeline.model_class_list module ml_grid.pipeline.model_class_list_ts module ml_grid.pipeline.read_in module

ml_grid.util module ml_grid.util.bayes_utils module ml_grid.util.debug_print_statements module ml_grid.util.global_params module ml_grid.util.grid_param_space module ml_grid.util.grid_param_space_ga module ml_grid.util.impute_data_for_pipe module ml_grid.util.logger_setup module ml_grid.util.logger_setup_notebook module ml_grid.util.manually_removed_list module ml_grid.util.outcome_list module ml_grid.util.param_space module ml_grid.util.project_score_save module ml_grid.util.synthetic_data_generator module ml_grid.util.time_series_helper module ml_grid.util.validate_parameters module ml_grid_object (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) (ml_grid.pipeline.main.run attribute) ml_grid_object_iter (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) mlp_act (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) mlp_classifier_class (class in ml_grid.model_classes.mlp_classifier_class) mlp_hidden_mults (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) MLPClassifier_class (class in MLPClassifier_module) MLPClassifier_module module model (ml_grid.model_classes.catboostClassifier.CatBoostSKLearnWrapper attribute) (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) model_class_dict (ml_grid.pipeline.data.pipe attribute) model_class_list (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.main.run attribute) model_error_list (ml_grid.pipeline.main.run attribute) module ArsenalClassifier_module Catch22Classifer_module CNNClassifier_module ContractableBOSSClassifier_module core elasticEnsembleClassifier_module EncoderClassifier_module FCNClassifier_module filters FreshPRINCEClassifier_module HIVECOTEV1Classifier_module HIVECOTEV2Classifier_module InceptionTimeClassifer_module IndividualInceptionClassifier_module InidividualTDEClassifier_module KNeighborsTimeSeriesClassifier_module ml_grid ml_grid.model_classes ml_grid.model_classes.adaboost_classifier_class ml_grid.model_classes.catboost_classifier_class ml_grid.model_classes.catboostClassifier ml_grid.model_classes.gaussiannb_class ml_grid.model_classes.gradientboosting_classifier_class ml_grid.model_classes.h2o_classifier_class ml_grid.model_classes.H2OAutoMLClassifier ml_grid.model_classes.keras_classifier_class ml_grid.model_classes.knn_classifier_class ml_grid.model_classes.knn_gpu_classifier_class ml_grid.model_classes.knn_wrapper_class ml_grid.model_classes.light_gbm_class ml_grid.model_classes.lightgbm_class ml_grid.model_classes.logistic_regression_class ml_grid.model_classes.mlp_classifier_class ml_grid.model_classes.NeuralNetworkClassifier_class ml_grid.model_classes.nni_sklearn_wrapper ml_grid.model_classes.quadratic_discriminant_class ml_grid.model_classes.randomforest_classifier_class ml_grid.model_classes.svc_class ml_grid.model_classes.tabtransformer_classifier_class ml_grid.model_classes.tabtransformerClassifier ml_grid.model_classes.xgb_classifier_class ml_grid.pipeline ml_grid.pipeline.column_names ml_grid.pipeline.data ml_grid.pipeline.data_clean_up ml_grid.pipeline.data_constant_columns ml_grid.pipeline.data_correlation_matrix ml_grid.pipeline.data_feature_importance_methods ml_grid.pipeline.data_feature_methods ml_grid.pipeline.data_outcome_list ml_grid.pipeline.data_percent_missing ml_grid.pipeline.data_plot_split ml_grid.pipeline.data_scale ml_grid.pipeline.data_train_test_split ml_grid.pipeline.grid_search_cross_validate ml_grid.pipeline.hyperparameter_search ml_grid.pipeline.logs_project_folder ml_grid.pipeline.main ml_grid.pipeline.model_class_list ml_grid.pipeline.model_class_list_ts ml_grid.pipeline.read_in ml_grid.util ml_grid.util.bayes_utils ml_grid.util.debug_print_statements ml_grid.util.global_params ml_grid.util.grid_param_space ml_grid.util.grid_param_space_ga ml_grid.util.impute_data_for_pipe ml_grid.util.logger_setup ml_grid.util.logger_setup_notebook ml_grid.util.manually_removed_list ml_grid.util.outcome_list ml_grid.util.param_space ml_grid.util.project_score_save ml_grid.util.synthetic_data_generator ml_grid.util.time_series_helper ml_grid.util.validate_parameters MLPClassifier_module MUSEClassifier_module OrdinalTDEClassifier_module plot_algorithms plot_best_model plot_distributions plot_feature_categories plot_features plot_global_importance plot_hyperparameters plot_interactions plot_master plot_pipeline_parameters plot_timeline ResNetClassifier_module rocketClassifier_module shapeDTWClassifier_module SignatureClassifier_module summarize_results SummaryClassifier_module TapNetClassifier_module TemporalDictionaryEnsembleClassifier_module TSFreshClassifier_module multiprocess (ml_grid.pipeline.main.run attribute) MUSE_class (class in MUSEClassifier_module) MUSEClassifier_module module

N

n_estimators (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) n_jobs_model_val (ml_grid.util.global_params.GlobalParameters attribute) n_neighbors (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) NeuralNetworkClassifier (class in ml_grid.model_classes.nni_sklearn_wrapper)

NeuralNetworkClassifier_class (class in ml_grid.model_classes.NeuralNetworkClassifier_class) nfolds (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier attribute) num_class (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) num_continuous (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier attribute) num_leaves (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute)

O

objective (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute) OrdinalTDE_class (class in OrdinalTDEClassifier_module) OrdinalTDEClassifier_module module original_data (filters.ResultsFilter attribute)

orignal_feature_names (ml_grid.pipeline.data.pipe attribute) outcome_variable (ml_grid.pipeline.data.pipe attribute) OutcomeComparator (class in filters) OutcomeList (class in ml_grid.util.outcome_list) output_dir (plot_master.MasterPlotter attribute)

P

p (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute) param_dict (ml_grid.util.param_space.ParamSpace attribute) param_space_index (ml_grid.pipeline.data.pipe attribute) parameter_space (ArsenalClassifier_module.Arsenal_class attribute) (Catch22Classifer_module.Catch22Classifier_class attribute) (CNNClassifier_module.CNNClassifier_class attribute) (ContractableBOSSClassifier_module.ContractableBOSS_class attribute) (elasticEnsembleClassifier_module.ElasticEnsemble_class attribute) (EncoderClassifier_module.EncoderClassifier_class attribute) (FCNClassifier_module.FCNClassifier_class attribute) (FreshPRINCEClassifier_module.FreshPRINCEClassifier_class attribute) (HIVECOTEV1Classifier_module.HIVECOTEV1_class attribute) (HIVECOTEV2Classifier_module.HIVECOTEV2_class attribute) (InceptionTimeClassifer_module.InceptionTimeClassifier_class attribute) (IndividualInceptionClassifier_module.IndividualInceptionClassifier_class attribute) (InidividualTDEClassifier_module.IndividualTDE_class attribute) (KNeighborsTimeSeriesClassifier_module.KNeighborsTimeSeriesClassifier_class attribute) (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class attribute) (ml_grid.model_classes.NeuralNetworkClassifier_class.NeuralNetworkClassifier_class attribute) (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) (MLPClassifier_module.MLPClassifier_class attribute) (MUSEClassifier_module.MUSE_class attribute) (OrdinalTDEClassifier_module.OrdinalTDE_class attribute) (ResNetClassifier_module.ResNetClassifier_class attribute) (rocketClassifier_module.RocketClassifier_class attribute) (shapeDTWClassifier_module.ShapeDTW_class attribute) (SignatureClassifier_module.SignatureClassifier_class attribute) (SummaryClassifier_module.SummaryClassifier_class attribute) (TapNetClassifier_module.TapNetClassifier_class attribute) (TemporalDictionaryEnsembleClassifier_module.TemporalDictionaryEnsemble_class attribute) (TSFreshClassifier_module.TSFreshClassifier_class attribute) parameter_space_size (ml_grid.pipeline.main.run attribute) parameter_vector_space (ml_grid.model_classes.adaboost_classifier_class.adaboost_class attribute) (ml_grid.model_classes.catboost_classifier_class.CatBoost_class attribute) (ml_grid.model_classes.gaussiannb_class.GaussianNB_class attribute) (ml_grid.model_classes.gradientboosting_classifier_class.GradientBoostingClassifier_class attribute) (ml_grid.model_classes.h2o_classifier_class.h2o_classifier_class attribute) (ml_grid.model_classes.knn_classifier_class.knn_classifiers_class attribute) (ml_grid.model_classes.knn_gpu_classifier_class.knn__gpu_wrapper_class attribute) (ml_grid.model_classes.light_gbm_class.LightGBMClassifierWrapper attribute) (ml_grid.model_classes.logistic_regression_class.LogisticRegression_class attribute) (ml_grid.model_classes.mlp_classifier_class.mlp_classifier_class attribute) (ml_grid.model_classes.NeuralNetworkClassifier_class.NeuralNetworkClassifier_class attribute) (ml_grid.model_classes.quadratic_discriminant_class.quadratic_discriminant_analysis_class attribute) (ml_grid.model_classes.randomforest_classifier_class.RandomForestClassifier_class attribute) (ml_grid.model_classes.svc_class.SVC_class attribute) (ml_grid.model_classes.tabtransformer_classifier_class.TabTransformer_class attribute) (ml_grid.model_classes.xgb_classifier_class.XGB_class_class attribute) ParamSpace (class in ml_grid.util.param_space) pertubation_columns (ml_grid.pipeline.data.pipe attribute) pg_list (ml_grid.pipeline.main.run attribute) pipe (class in ml_grid.pipeline.data) pipeline_categorical_params (plot_global_importance.GlobalImportancePlotter attribute) pipeline_continuous_params (plot_global_importance.GlobalImportancePlotter attribute) pipeline_params (plot_best_model.BestModelAnalyzerPlotter attribute) PipelineParameterPlotter (class in plot_pipeline_parameters) plot_algorithm_boxplots() (plot_algorithms.AlgorithmComparisonPlotter method) plot_algorithm_performance_heatmap() (plot_algorithms.AlgorithmComparisonPlotter method) plot_algorithm_ranking() (plot_algorithms.AlgorithmComparisonPlotter method) plot_algorithm_stability() (plot_algorithms.AlgorithmComparisonPlotter method) plot_algorithms module plot_all() (plot_master.MasterPlotter method)

plot_best_model module plot_best_model_summary() (plot_best_model.BestModelAnalyzerPlotter method) plot_candidate_feature_category_lists() (in module ml_grid.pipeline.data_plot_split) plot_categorical_interaction() (plot_interactions.InteractionPlotter method) plot_categorical_parameters() (plot_pipeline_parameters.PipelineParameterPlotter method) plot_category_impact_on_metric() (plot_feature_categories.FeatureCategoryPlotter method) plot_category_performance_boxplots() (plot_feature_categories.FeatureCategoryPlotter method) plot_comparative_distributions() (plot_distributions.DistributionPlotter method) plot_computational_cost_timeline() (plot_timeline.TimelineAnalysisPlotter method) plot_continuous_interaction() (plot_interactions.InteractionPlotter method) plot_continuous_parameters() (plot_pipeline_parameters.PipelineParameterPlotter method) plot_dict_values() (in module ml_grid.pipeline.data_plot_split) plot_distribution_heatmap() (plot_distributions.DistributionPlotter method) plot_distribution_summary_table() (plot_distributions.DistributionPlotter method) plot_distributions module plot_feature_categories module plot_feature_metric_correlation() (plot_features.FeatureAnalysisPlotter method) plot_feature_performance_impact() (plot_features.FeatureAnalysisPlotter method) plot_feature_set_intersections() (plot_features.FeatureAnalysisPlotter method) plot_feature_usage_frequency() (plot_features.FeatureAnalysisPlotter method) plot_features module plot_global_importance module plot_global_importance() (plot_global_importance.GlobalImportancePlotter method) plot_hyperparameter_correlations() (plot_hyperparameters.HyperparameterAnalysisPlotter method) plot_hyperparameter_importance() (plot_hyperparameters.HyperparameterAnalysisPlotter method) plot_hyperparameters module plot_improvement_trends() (plot_timeline.TimelineAnalysisPlotter method) plot_interactions module plot_master module plot_metric_correlation_by_outcome() (in module plot_distributions) plot_metric_distributions() (plot_distributions.DistributionPlotter method) plot_pareto_front() (plot_algorithms.AlgorithmComparisonPlotter method) plot_performance_by_hyperparameter() (plot_hyperparameters.HyperparameterAnalysisPlotter method) plot_performance_timeline() (plot_timeline.TimelineAnalysisPlotter method) plot_performance_tradeoff() (plot_algorithms.AlgorithmComparisonPlotter method) plot_pie_chart_with_counts() (in module ml_grid.pipeline.data_plot_split) plot_pipeline_parameters module plot_statistical_significance_heatmap() (plot_algorithms.AlgorithmComparisonPlotter method) plot_timeline module plot_top_correlations() (plot_hyperparameters.HyperparameterAnalysisPlotter method) predict() (ml_grid.model_classes.catboostClassifier.CatBoostSKLearnWrapper method) (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier method) (ml_grid.model_classes.knn_wrapper_class.KNNWrapper method) (ml_grid.model_classes.lightgbm_class.LightGBMClassifier method) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier method) (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier method) predict_proba() (ml_grid.model_classes.catboostClassifier.CatBoostSKLearnWrapper method) (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier method) (ml_grid.model_classes.knn_wrapper_class.KNNWrapper method) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier method) (ml_grid.model_classes.tabtransformerClassifier.TabTransformerClassifier method) print_validation_report() (core.DataValidator static method) project_score_save_class (class in ml_grid.util.project_score_save)

Q

quadratic_discriminant_analysis_class (class in ml_grid.model_classes.quadratic_discriminant_class)

R

random_grid_search (ml_grid.util.global_params.GlobalParameters attribute) random_state (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier attribute) random_state_val (ml_grid.util.global_params.GlobalParameters attribute) RandomForestClassifier_class (class in ml_grid.model_classes.randomforest_classifier_class) read (class in ml_grid.pipeline.read_in) read_sample (class in ml_grid.pipeline.read_in) remove_constant_columns() (in module ml_grid.pipeline.data_constant_columns) remove_constant_columns_with_debug() (in module ml_grid.pipeline.data_constant_columns) rename_cols (ml_grid.pipeline.data_clean_up.clean_up_class attribute) (ml_grid.util.global_params.GlobalParameters attribute) reset_data() (filters.ResultsFilter method)

ResNetClassifier_class (class in ResNetClassifier_module) ResNetClassifier_module module ResultsAggregator (class in core) ResultsFilter (class in filters) ResultsSummarizer (class in summarize_results) RocketClassifier_class (class in rocketClassifier_module) rocketClassifier_module module root_folder (core.ResultsAggregator attribute) run (class in ml_grid.pipeline.main) run_search() (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch method)

S

sample_n (ml_grid.util.grid_param_space_ga.Grid attribute) save_missing_percentage() (in module ml_grid.util.impute_data_for_pipe) scale_data() (in module ml_grid.pipeline.grid_search_cross_validate) (ml_grid.model_classes.svc_class.SVC_class method) score() (ml_grid.model_classes.knn_wrapper_class.KNNWrapper method) (ml_grid.model_classes.lightgbm_class.LightGBMClassifier method) (ml_grid.model_classes.nni_sklearn_wrapper.NeuralNetworkClassifier method) scores (ml_grid.util.debug_print_statements.debug_print_statements_class attribute) screen_non_float_types() (ml_grid.pipeline.data_clean_up.clean_up_class method) seed (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier attribute) set_params() (ml_grid.model_classes.gaussiannb_class.GaussianNBWrapper method) (ml_grid.model_classes.H2OAutoMLClassifier.H2OAutoMLClassifier method) (ml_grid.model_classes.knn_wrapper_class.KNNWrapper method) (ml_grid.model_classes.tabtransformer_classifier_class.TabTransformerWrapper method) settings_list (ml_grid.util.grid_param_space.Grid attribute) (ml_grid.util.grid_param_space_ga.Grid attribute) settings_list_iterator (ml_grid.util.grid_param_space.Grid attribute) (ml_grid.util.grid_param_space_ga.Grid attribute) setup_logger() (in module ml_grid.util.logger_setup) (in module ml_grid.util.logger_setup_notebook)

ShapeDTW_class (class in shapeDTWClassifier_module) shapeDTWClassifier_module module SignatureClassifier_class (class in SignatureClassifier_module) SignatureClassifier_module module standard_scale_method() (ml_grid.pipeline.data_scale.data_scale_methods method) store_models (ml_grid.util.global_params.GlobalParameters attribute) stratify_by_outcome() (in module core) sub_sample_param_space_pct (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) (ml_grid.pipeline.main.run attribute) (ml_grid.util.global_params.GlobalParameters attribute) sub_sample_parameter_val (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) (ml_grid.pipeline.main.run attribute) sub_sample_pct (ml_grid.pipeline.hyperparameter_search.HyperparameterSearch attribute) summarize_results module SummaryClassifier_class (class in SummaryClassifier_module) SummaryClassifier_module module SVC_class (class in ml_grid.model_classes.svc_class)

T

TabTransformer_class (class in ml_grid.model_classes.tabtransformer_classifier_class) TabTransformerClassifier (class in ml_grid.model_classes.tabtransformerClassifier) TabTransformerWrapper (class in ml_grid.model_classes.tabtransformer_classifier_class) TapNetClassifier_class (class in TapNetClassifier_module) TapNetClassifier_module module TemporalDictionaryEnsemble_class (class in TemporalDictionaryEnsembleClassifier_module) TemporalDictionaryEnsembleClassifier_module module

time_limit_param (ml_grid.util.global_params.GlobalParameters attribute) time_series_mode (ml_grid.pipeline.data.pipe attribute) timeline_plotter (plot_master.MasterPlotter attribute) TimelineAnalysisPlotter (class in plot_timeline) TSFreshClassifier_class (class in TSFreshClassifier_module) TSFreshClassifier_module module

U

update_parameters() (ml_grid.util.global_params.GlobalParameters method)

update_score_log() (ml_grid.util.project_score_save.project_score_save_class static method) UpSet (in module plot_features)

V

validate_data_structure() (core.DataValidator static method) validate_knn_parameters() (in module ml_grid.util.validate_parameters) validate_parameters_helper() (in module ml_grid.util.validate_parameters) validate_XGB_parameters() (in module ml_grid.util.validate_parameters) verbose (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.data_clean_up.clean_up_class attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) (ml_grid.pipeline.main.run attribute) (ml_grid.util.global_params.GlobalParameters attribute) (ml_grid.util.grid_param_space.Grid attribute) (ml_grid.util.grid_param_space_ga.Grid attribute)

verbosity (ml_grid.model_classes.lightgbm_class.LightGBMClassifier attribute)

W

weights (ml_grid.model_classes.knn_wrapper_class.KNNWrapper attribute)

X

X (ml_grid.model_classes.adaboost_classifier_class.adaboost_class attribute) (ml_grid.model_classes.catboost_classifier_class.CatBoost_class attribute) (ml_grid.model_classes.gaussiannb_class.GaussianNB_class attribute) (ml_grid.model_classes.gradientboosting_classifier_class.GradientBoostingClassifier_class attribute) (ml_grid.model_classes.h2o_classifier_class.h2o_classifier_class attribute) (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class attribute) (ml_grid.model_classes.knn_classifier_class.knn_classifiers_class attribute) (ml_grid.model_classes.knn_gpu_classifier_class.knn__gpu_wrapper_class attribute) (ml_grid.model_classes.light_gbm_class.LightGBMClassifierWrapper attribute) (ml_grid.model_classes.logistic_regression_class.LogisticRegression_class attribute) (ml_grid.model_classes.mlp_classifier_class.mlp_classifier_class attribute) (ml_grid.model_classes.NeuralNetworkClassifier_class.NeuralNetworkClassifier_class attribute) (ml_grid.model_classes.quadratic_discriminant_class.quadratic_discriminant_analysis_class attribute) (ml_grid.model_classes.randomforest_classifier_class.RandomForestClassifier_class attribute) (ml_grid.model_classes.svc_class.SVC_class attribute) (ml_grid.model_classes.tabtransformer_classifier_class.TabTransformer_class attribute) (ml_grid.model_classes.xgb_classifier_class.XGB_class_class attribute) (ml_grid.pipeline.data.pipe attribute)

X_test (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) X_test_orig (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) X_train (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) x_train_col_val (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class attribute) XGB_class_class (class in ml_grid.model_classes.xgb_classifier_class)

Y

y (ml_grid.model_classes.adaboost_classifier_class.adaboost_class attribute) (ml_grid.model_classes.catboost_classifier_class.CatBoost_class attribute) (ml_grid.model_classes.gaussiannb_class.GaussianNB_class attribute) (ml_grid.model_classes.gradientboosting_classifier_class.GradientBoostingClassifier_class attribute) (ml_grid.model_classes.h2o_classifier_class.h2o_classifier_class attribute) (ml_grid.model_classes.keras_classifier_class.kerasClassifier_class attribute) (ml_grid.model_classes.knn_classifier_class.knn_classifiers_class attribute) (ml_grid.model_classes.knn_gpu_classifier_class.knn__gpu_wrapper_class attribute) (ml_grid.model_classes.light_gbm_class.LightGBMClassifierWrapper attribute) (ml_grid.model_classes.logistic_regression_class.LogisticRegression_class attribute) (ml_grid.model_classes.mlp_classifier_class.mlp_classifier_class attribute) (ml_grid.model_classes.NeuralNetworkClassifier_class.NeuralNetworkClassifier_class attribute) (ml_grid.model_classes.quadratic_discriminant_class.quadratic_discriminant_analysis_class attribute) (ml_grid.model_classes.randomforest_classifier_class.RandomForestClassifier_class attribute) (ml_grid.model_classes.svc_class.SVC_class attribute) (ml_grid.model_classes.tabtransformer_classifier_class.TabTransformer_class attribute) (ml_grid.model_classes.xgb_classifier_class.XGB_class_class attribute) (ml_grid.pipeline.data.pipe attribute)

y_test (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) y_test_orig (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute) y_train (ml_grid.pipeline.data.pipe attribute) (ml_grid.pipeline.grid_search_cross_validate.grid_search_crossvalidate attribute)