Index

_

__del__() (bluecast.experimentation.tracking.ExperimentTracker method) _apply_pandas_query_filter() (in module bluecast.eda.analyse) _BoostARoota() (in module bluecast.preprocessing.feature_selection) _cached_plot_computation() (in module bluecast.eda.analyse) _calculate_intervals() (bluecast.conformal_prediction.conformal_prediction_regression.ConformalPredictionRegressionWrapper method) _calculate_psi() (bluecast.monitoring.data_monitoring.DataDrift method) _create_benford_plot() (in module bluecast.eda.analyse) _create_benford_plot_classification() (in module bluecast.eda.analyse) _create_category_frequency_plot() (in module bluecast.eda.analyse) _create_category_frequency_plot_classification() (in module bluecast.eda.analyse) _create_d_matrices() (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _create_data_hash() (in module bluecast.eda.analyse) _create_debug_mode_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_ecdf_plot() (in module bluecast.eda.analyse) _create_gradient_bar_chart() (in module bluecast.eda.analyse) _create_hyperparameter_tuning_max_runtime_secs_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_hyperparameter_tuning_rounds_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_n_folds_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_n_models_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_oof_storage_path_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_optuna_study() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _create_outlier_detection_plot() (in module bluecast.eda.analyse) _create_plot_hyperparameter_tuning_overview_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_pools() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) _create_shadow() (in module bluecast.preprocessing.feature_selection) _create_shap_values_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_show_detailed_tuning_logs_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_submit_button() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_task_widget() (bluecast.blueprints.welcome.WelcomeToBlueCast method) _create_theil_u_plot() (in module bluecast.eda.analyse) _create_violin_plot() (in module bluecast.eda.analyse)

_dashboard_update_classification_plot() (in module bluecast.eda.analyse) _dashboard_update_plot() (in module bluecast.eda.analyse) _dashboard_update_regression_plot() (in module bluecast.eda.analyse) _dashboard_update_summary() (in module bluecast.eda.analyse) _entropy_fallback() (in module bluecast.eda.analyse) _fine_tune_precise() (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.catboost_regression.CatboostModelRegression method) (bluecast.ml_modelling.xgboost.XgboostModel method) (bluecast.ml_modelling.xgboost_regression.XgboostModelRegression method) _fit_cluster_feature() (bluecast.preprocessing.feature_creation.FeatureClusteringScorer method) _fit_reindex_clusters_by_mean() (bluecast.preprocessing.feature_creation.FeatureClusteringScorer method) _get_param_space_fpr_grid_search() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _init_database() (bluecast.evaluation.error_analysis.DuckDBErrorAnalysisEngine method) (bluecast.evaluation.error_analysis_regression.DuckDBRegressionErrorAnalysisEngine method) (bluecast.experimentation.tracking.ExperimentTracker method) _load_catboost_final_params() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) _load_catboost_training_config() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) _load_experiment_tracker() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _load_training_settings_config() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _load_xgboost_final_params() (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _load_xgboost_training_config() (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _matches_type() (in module bluecast.config.config_validations) _optimize_and_plot_grid_search_study() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) _plot_cache (in module bluecast.eda.analyse) _predict_cluster_feature() (bluecast.preprocessing.feature_creation.FeatureClusteringScorer method) _predict_reindex_clusters_by_mean() (bluecast.preprocessing.feature_creation.FeatureClusteringScorer method) _reduce_vars_sklearn() (in module bluecast.preprocessing.feature_selection) _reduce_vars_xgb() (in module bluecast.preprocessing.feature_selection)

A

absolute_error() (in module bluecast.conformal_prediction.nonconformity_measures_regression) add_groupby_agg_feats() (in module bluecast.preprocessing.feature_creation) add_results() (bluecast.config.base_classes.BaseClassExperimentTracker method) (bluecast.experimentation.tracking.ExperimentTracker method) add_row_level_agg_features() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) add_row_level_max() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) add_row_level_mean() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) add_row_level_min() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) add_row_level_std() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) add_row_level_sum() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) AddRowLevelAggFeatures (class in bluecast.preprocessing.feature_creation) adversarial_validation() (bluecast.monitoring.data_monitoring.DataDrift method) analyse_errors() (bluecast.evaluation.base_classes.ErrorAnalyser method) (bluecast.evaluation.error_analysis.ErrorAnalyserClassificationMixin method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegressionMixin method) analyse_segment_errors() (bluecast.evaluation.error_analysis.ErrorAnalyserClassification method) (bluecast.evaluation.error_analysis.ErrorAnalyserClassificationCV method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegression method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegressionCV method)

append_encoded_columns() (bluecast.preprocessing.onehot_encoding.OneHotCategoryEncoder method) append_model_and_dataset() (bluecast.blueprints.orchestration.ModelMatchMaker method) author (in module conf) autoapi_dirs (in module conf) autoapi_type (in module conf) automl_configurator() (bluecast.blueprints.welcome.WelcomeToBlueCast method) autotune() (bluecast.blueprints.custom_model_recipes.LinearRegressionModel method) (bluecast.blueprints.custom_model_recipes.LogisticRegressionModel method) (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.catboost_regression.CatboostModelRegression method) (bluecast.ml_modelling.xgboost.XgboostModel method) (bluecast.ml_modelling.xgboost_regression.XgboostModelRegression method) avg_c() (in module bluecast.conformal_prediction.effectiveness_nonconformity_measures)

B

balanced_log_loss() (in module bluecast.evaluation.eval_metrics) BaseClassExperimentTracker (class in bluecast.config.base_classes) BaseClassMlModel (class in bluecast.ml_modelling.base_classes) BaseClassMlRegressionModel (class in bluecast.ml_modelling.base_classes) bi_variate_plots() (in module bluecast.eda.analyse) BinaryClassTargetEncoder (class in bluecast.preprocessing.target_encoding) bluecast module BlueCast (class in bluecast.blueprints.cast) bluecast.blueprints module bluecast.blueprints.cast module bluecast.blueprints.cast_cv module bluecast.blueprints.cast_cv_regression module bluecast.blueprints.cast_regression module bluecast.blueprints.custom_model_recipes module bluecast.blueprints.orchestration module bluecast.blueprints.preprocessing_recipes module bluecast.blueprints.welcome module bluecast.config module bluecast.config.base_classes module bluecast.config.config_validations module bluecast.config.training_config module bluecast.conformal_prediction module bluecast.conformal_prediction.base_classes module bluecast.conformal_prediction.conformal_prediction module bluecast.conformal_prediction.conformal_prediction_regression module bluecast.conformal_prediction.effectiveness_nonconformity_measures module bluecast.conformal_prediction.evaluation module bluecast.conformal_prediction.nonconformity_measures module bluecast.conformal_prediction.nonconformity_measures_regression module bluecast.eda module bluecast.eda.analyse module bluecast.eda.data_leakage_checks module bluecast.evaluation module bluecast.evaluation.base_classes module bluecast.evaluation.error_analysis module bluecast.evaluation.error_analysis_regression module bluecast.evaluation.eval_metrics module bluecast.evaluation.shap_values module bluecast.experimentation module bluecast.experimentation.tracking module bluecast.general_utils module bluecast.general_utils.general_utils module bluecast.ml_modelling module bluecast.ml_modelling.base_classes module bluecast.ml_modelling.catboost module bluecast.ml_modelling.catboost_regression module bluecast.ml_modelling.parameter_tuning_utils module bluecast.ml_modelling.xgboost module bluecast.ml_modelling.xgboost_regression module bluecast.monitoring module bluecast.monitoring.data_monitoring module bluecast.preprocessing module bluecast.preprocessing.category_encoder_orchestration module bluecast.preprocessing.custom module bluecast.preprocessing.datetime_features module bluecast.preprocessing.encode_target_labels module bluecast.preprocessing.feature_creation module bluecast.preprocessing.feature_selection module bluecast.preprocessing.feature_types module bluecast.preprocessing.infrequent_categories module bluecast.preprocessing.nulls_and_infs module bluecast.preprocessing.onehot_encoding module bluecast.preprocessing.remove_collinearity module bluecast.preprocessing.schema_checks module bluecast.preprocessing.target_encoding module bluecast.preprocessing.train_test_split module bluecast.tests module

bluecast.tests.make_data module bluecast.tests.make_data.create_data module bluecast.tests.test_analyse module bluecast.tests.test_base_classes module bluecast.tests.test_cast module bluecast.tests.test_cast_binary_conformal_prediction module bluecast.tests.test_cast_cv module bluecast.tests.test_cast_cv_binary_conformal_prediction module bluecast.tests.test_cast_cv_multiclass module bluecast.tests.test_cast_cv_multiclass_conformal_prediction module bluecast.tests.test_cast_cv_regression module bluecast.tests.test_cast_regression module bluecast.tests.test_catboost module bluecast.tests.test_catboost_regression module bluecast.tests.test_category_encoder_orchestrator module bluecast.tests.test_check_gpu_support module bluecast.tests.test_config_validations module bluecast.tests.test_conformal_prediction module bluecast.tests.test_conformal_prediction_evaluation module bluecast.tests.test_conformal_prediction_regression module bluecast.tests.test_custom_model_recipes module bluecast.tests.test_custom_processing_base_class module bluecast.tests.test_data_leakage_checks module bluecast.tests.test_data_monitoring module bluecast.tests.test_datetime_features module bluecast.tests.test_effectiveness_nonconformity_measures module bluecast.tests.test_encode_target_labels module bluecast.tests.test_error_analysis module bluecast.tests.test_error_analysis_base_classes module bluecast.tests.test_error_analysis_regression module bluecast.tests.test_eval_metrics module bluecast.tests.test_experiment_tracker module bluecast.tests.test_feature_creation module bluecast.tests.test_feature_selection module bluecast.tests.test_feature_type_detector module bluecast.tests.test_fine_tune module bluecast.tests.test_get_params_based_on_device module bluecast.tests.test_infrequent_categories module bluecast.tests.test_load_for_production module bluecast.tests.test_nonconformity_measures module bluecast.tests.test_nonconformity_measures_regression module bluecast.tests.test_nulls_and_infs module bluecast.tests.test_onehot_encoding module bluecast.tests.test_orchestration module bluecast.tests.test_parameter_tuning_utils module bluecast.tests.test_preprocessing_recipes module bluecast.tests.test_remove_collinearity module bluecast.tests.test_save_out_of_fold_data module bluecast.tests.test_save_to_production module bluecast.tests.test_schema_checks module bluecast.tests.test_shap_explanations module bluecast.tests.test_target_encoding_binary module bluecast.tests.test_target_encoding_multiclass module bluecast.tests.test_train_test_split module bluecast.tests.test_welcome module bluecast.tests.test_xgboost module bluecast.tests.test_xgboost_custom module bluecast.tests.test_xgboost_regression module bluecast.tests.test_xgboost_regression_custom module bluecast_instance() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) BlueCastCV (class in bluecast.blueprints.cast_cv) BlueCastCVRegression (class in bluecast.blueprints.cast_cv_regression) BlueCastRegression (class in bluecast.blueprints.cast_regression) BoostARoota (class in bluecast.preprocessing.feature_selection) BoostaRootaWrapper (class in bluecast.preprocessing.feature_selection) brier_score() (in module bluecast.conformal_prediction.nonconformity_measures)

C

calculate_errors() (bluecast.evaluation.base_classes.ErrorPreprocessor method) (bluecast.evaluation.error_analysis.ErrorAnalyserClassification method) (bluecast.evaluation.error_analysis.ErrorAnalyserClassificationCV method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegression method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegressionCV method) calibrate() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) (bluecast.blueprints.cast_regression.BlueCastRegression method) (bluecast.conformal_prediction.base_classes.ConformalPredictionWrapperBaseClass method) (bluecast.conformal_prediction.conformal_prediction.ConformalPredictionWrapper method) (bluecast.conformal_prediction.conformal_prediction_regression.ConformalPredictionRegressionWrapper method) cast_bool_to_int() (in module bluecast.preprocessing.encode_target_labels) cast_rest_columns_to_object() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) catboost_base_model() (bluecast.tests.test_base_classes.TestCatboostBaseModel method) CatboostBaseModel (class in bluecast.ml_modelling.base_classes) CatboostFinalParamConfig (class in bluecast.config.training_config) CatboostModel (class in bluecast.ml_modelling.catboost) CatboostModelRegression (class in bluecast.ml_modelling.catboost_regression) CatboostRegressionFinalParamConfig (class in bluecast.config.training_config) CatboostTuneParamsConfig (class in bluecast.config.training_config) CatboostTuneParamsRegressionConfig (class in bluecast.config.training_config) CategoryEncoderOrchestrator (class in bluecast.preprocessing.category_encoder_orchestration) check_gpu_support() (in module bluecast.general_utils.general_utils) check_if_column_is_float() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) check_if_column_is_float_from_string() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) check_if_column_is_int() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) check_if_column_is_int_from_string() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) check_types_init() (in module bluecast.config.config_validations) check_unique_values() (in module bluecast.eda.analyse) classification_eval_func_wrapper() (bluecast.evaluation.eval_metrics.ClassificationEvalWrapper method) classification_threshold (bluecast.config.training_config.CatboostFinalParamConfig attribute) (bluecast.config.training_config.CatboostRegressionFinalParamConfig attribute) (bluecast.config.training_config.XgboostFinalParamConfig attribute) (bluecast.config.training_config.XgboostRegressionFinalParamConfig attribute) ClassificationEvalWrapper (class in bluecast.evaluation.eval_metrics) close() (bluecast.evaluation.error_analysis.DuckDBErrorAnalysisEngine method) (bluecast.evaluation.error_analysis_regression.DuckDBRegressionErrorAnalysisEngine method) (bluecast.experimentation.tracking.ExperimentTracker method) competition_pipeline() (in module kaggle_automl_competition_august_2024) compute_error_statistics() (bluecast.evaluation.error_analysis.DuckDBErrorAnalysisEngine method) compute_regression_statistics() (bluecast.evaluation.error_analysis_regression.DuckDBRegressionErrorAnalysisEngine method) concat_prepare_full_train_datasets() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method)

conditional_entropy() (in module bluecast.eda.analyse) conf module ConformalPredictionRegressionWrapper (class in bluecast.conformal_prediction.conformal_prediction_regression) ConformalPredictionWrapper (class in bluecast.conformal_prediction.conformal_prediction) ConformalPredictionWrapperBaseClass (class in bluecast.conformal_prediction.base_classes) convert_expected_effectiveness_nonconformity_input_types() (in module bluecast.conformal_prediction.effectiveness_nonconformity_measures) convert_to_numpy() (in module bluecast.conformal_prediction.nonconformity_measures) copyright (in module conf) correlation_heatmap() (in module bluecast.eda.analyse) correlation_to_target() (in module bluecast.eda.analyse) create_data_with_many_uniques() (in module bluecast.tests.test_analyse) create_data_with_nulls() (in module bluecast.tests.test_analyse) create_eda_dashboard() (in module bluecast.eda.analyse) create_eda_dashboard_classification() (in module bluecast.eda.analyse) create_eda_dashboard_regression() (in module bluecast.eda.analyse) create_error_visualizations() (bluecast.evaluation.error_analysis.DuckDBErrorAnalysisEngine method) create_fine_tune_search_space() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) create_groupby_agg_features() (bluecast.preprocessing.feature_creation.GroupLevelAggFeatures method) create_regression_visualizations() (bluecast.evaluation.error_analysis_regression.DuckDBRegressionErrorAnalysisEngine method) create_synthetic_binary_data() (in module bluecast.tests.test_effectiveness_nonconformity_measures) (in module bluecast.tests.test_nonconformity_measures) create_synthetic_dataframe() (in module bluecast.tests.make_data.create_data) create_synthetic_dataframe_regression() (in module bluecast.tests.make_data.create_data) create_synthetic_multiclass_data() (in module bluecast.tests.test_nonconformity_measures) create_synthetic_multiclass_dataframe() (in module bluecast.tests.make_data.create_data) create_synthetic_prediction_set() (in module bluecast.tests.test_effectiveness_nonconformity_measures) create_synthetic_regression_data() (in module bluecast.tests.test_nonconformity_measures_regression) create_test_bluecast_cv_instance() (in module bluecast.tests.test_error_analysis) (in module bluecast.tests.test_error_analysis_regression) create_test_bluecast_instance() (in module bluecast.tests.test_error_analysis) (in module bluecast.tests.test_error_analysis_regression) create_to_target_correlated_categorical_features() (in module bluecast.tests.test_data_leakage_checks) create_to_target_correlated_features() (in module bluecast.tests.test_data_leakage_checks) custom_function() (bluecast.tests.test_cast_cv_regression.MyCustomLastMilePreprocessing method) custom_preprocessing() (in module bluecast.tests.test_custom_processing_base_class) CustomLRModel (class in bluecast.tests.test_cast_cv) (class in bluecast.tests.test_cast_cv_multiclass) (class in bluecast.tests.test_cast_cv_regression) CustomModel (class in bluecast.tests.test_cast) (class in bluecast.tests.test_cast_cv_regression) (class in bluecast.tests.test_cast_regression) CustomPreprocessing (class in bluecast.preprocessing.custom)

D

data() (in module bluecast.tests.test_custom_model_recipes) DataDrift (class in bluecast.monitoring.data_monitoring) DataReader (class in bluecast.evaluation.base_classes) DatePartExtractor (class in bluecast.preprocessing.datetime_features) default_model() (in module bluecast.tests.test_xgboost) (in module bluecast.tests.test_xgboost_regression) detect_categorical_leakage() (in module bluecast.eda.data_leakage_checks) detect_leakage_via_correlation() (in module bluecast.eda.data_leakage_checks) dict() (bluecast.config.training_config.CatboostTuneParamsConfig method) (bluecast.config.training_config.CatboostTuneParamsRegressionConfig method) (bluecast.config.training_config.TrainingConfig method) (bluecast.config.training_config.XgboostTuneParamsConfig method) (bluecast.config.training_config.XgboostTuneParamsRegressionConfig method)

duckdb_engine() (in module bluecast.tests.test_error_analysis) duckdb_regression_engine() (in module bluecast.tests.test_error_analysis_regression) DuckDBErrorAnalysisEngine (class in bluecast.evaluation.error_analysis) DuckDBRegressionErrorAnalysisEngine (class in bluecast.evaluation.error_analysis_regression) DummyClass (class in bluecast.tests.test_save_to_production)

E

encoder_orchestrator() (in module bluecast.tests.test_category_encoder_orchestrator) ErrorAnalyser (class in bluecast.evaluation.base_classes) ErrorAnalyserClassification (class in bluecast.evaluation.error_analysis) ErrorAnalyserClassificationCV (class in bluecast.evaluation.error_analysis) ErrorAnalyserClassificationMixin (class in bluecast.evaluation.error_analysis) ErrorAnalyserRegression (class in bluecast.evaluation.error_analysis_regression) ErrorAnalyserRegressionCV (class in bluecast.evaluation.error_analysis_regression) ErrorAnalyserRegressionMixin (class in bluecast.evaluation.error_analysis_regression) ErrorDistributionPlotter (class in bluecast.evaluation.base_classes) ErrorDistributionPlotterMixin (class in bluecast.evaluation.error_analysis)

ErrorDistributionRegressionPlotterMixin (class in bluecast.evaluation.error_analysis_regression) ErrorPreprocessor (class in bluecast.evaluation.base_classes) eval_classifier() (in module bluecast.evaluation.eval_metrics) eval_regressor() (in module bluecast.evaluation.eval_metrics) example_data() (in module bluecast.tests.test_onehot_encoding) exclude_patterns (in module conf) experiment_id (bluecast.experimentation.tracking.ExperimentTracker property) experiment_tracker() (in module bluecast.tests.test_experiment_tracker) ExperimentTracker (class in bluecast.experimentation.tracking) extensions (in module conf)

F

FeatureClusteringScorer (class in bluecast.preprocessing.feature_creation) FeatureTypeDetector (class in bluecast.preprocessing.feature_types) fill_infinite_values() (in module bluecast.preprocessing.nulls_and_infs) fill_nulls() (in module bluecast.preprocessing.nulls_and_infs) find_best_match() (bluecast.blueprints.orchestration.ModelMatchMaker method) find_bind_with_with_freedman_diaconis() (in module bluecast.eda.analyse) fine_tune() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.catboost_regression.CatboostModelRegression method) (bluecast.ml_modelling.xgboost.XgboostModel method) (bluecast.ml_modelling.xgboost_regression.XgboostModelRegression method) fit() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) (bluecast.blueprints.cast_regression.BlueCastRegression method) (bluecast.blueprints.custom_model_recipes.LinearRegressionModel method) (bluecast.blueprints.custom_model_recipes.LogisticRegressionModel method) (bluecast.ml_modelling.base_classes.BaseClassMlModel method) (bluecast.ml_modelling.base_classes.BaseClassMlRegressionModel method) (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.catboost_regression.CatboostModelRegression method) (bluecast.ml_modelling.xgboost.XgboostModel method) (bluecast.ml_modelling.xgboost_regression.XgboostModelRegression method) (bluecast.preprocessing.category_encoder_orchestration.CategoryEncoderOrchestrator method) (bluecast.preprocessing.feature_selection.BoostARoota method) (bluecast.preprocessing.schema_checks.SchemaDetector method) (bluecast.tests.test_cast.CustomModel method) (bluecast.tests.test_cast_cv.CustomLRModel method) (bluecast.tests.test_cast_cv_multiclass.CustomLRModel method) (bluecast.tests.test_cast_cv_regression.CustomLRModel method) (bluecast.tests.test_cast_cv_regression.CustomModel method) (bluecast.tests.test_cast_regression.CustomModel method)

fit_eval() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) (bluecast.blueprints.cast_regression.BlueCastRegression method) fit_label_encoder() (bluecast.preprocessing.encode_target_labels.TargetLabelEncoder method) fit_predict_cluster() (bluecast.preprocessing.feature_creation.FeatureClusteringScorer method) fit_target_encode_binary_class() (bluecast.preprocessing.target_encoding.BinaryClassTargetEncoder method) fit_target_encode_multiclass() (bluecast.preprocessing.target_encoding.MultiClassTargetEncoder method) fit_target_encode_regression() (bluecast.preprocessing.target_encoding.RegressionTargetEncoder method) fit_transform() (bluecast.blueprints.preprocessing_recipes.PreprocessingForLinearModels method) (bluecast.preprocessing.custom.CustomPreprocessing method) (bluecast.preprocessing.datetime_features.DatePartExtractor method) (bluecast.preprocessing.feature_selection.BoostARoota method) (bluecast.preprocessing.feature_selection.BoostaRootaWrapper method) (bluecast.preprocessing.infrequent_categories.InFrequentCategoryEncoder method) (bluecast.preprocessing.onehot_encoding.OneHotCategoryEncoder method) (bluecast.tests.test_cast_cv_regression.MyCustomLastMilePreprocessing method) fit_transform_drop_all_null_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) fit_transform_drop_zero_variance_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) fit_transform_feature_types() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) fit_transform_target_labels() (bluecast.preprocessing.encode_target_labels.TargetLabelEncoder method)

G

get_best_score() (bluecast.experimentation.tracking.ExperimentTracker method) get_early_stopping_callback() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method) get_evaluation_results() (bluecast.experimentation.tracking.ExperimentTracker method) get_experiment_summary() (bluecast.experimentation.tracking.ExperimentTracker method)

get_hyperparameter_results() (bluecast.experimentation.tracking.ExperimentTracker method) get_most_important_features_by_shap_values() (in module bluecast.evaluation.shap_values) get_original_features() (bluecast.preprocessing.feature_creation.AddRowLevelAggFeatures method) get_params_based_on_device_catboost() (in module bluecast.ml_modelling.parameter_tuning_utils) get_params_based_on_device_xgboost() (in module bluecast.ml_modelling.parameter_tuning_utils) GroupLevelAggFeatures (class in bluecast.preprocessing.feature_creation)

H

HAS_ISOLATION_FOREST (in module bluecast.eda.analyse) HAS_PANDAS_QUERY (in module bluecast.eda.analyse) HAS_SCIPY (in module bluecast.eda.analyse) HAS_SCIPY_STATS (in module bluecast.monitoring.data_monitoring) HAS_SHAP (in module bluecast.eda.analyse)

HAS_STATSMODELS (in module bluecast.eda.analyse) HAS_WORDCLOUD (in module bluecast.eda.analyse) hinge_loss() (in module bluecast.conformal_prediction.nonconformity_measures) html_static_path (in module conf) html_theme (in module conf)

I

identify_bool_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) identify_date_time_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) identify_num_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method)

InFrequentCategoryEncoder (class in bluecast.preprocessing.infrequent_categories) initial_checks() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_regression.BlueCastRegression method) instantiate_bluecast_instance() (bluecast.blueprints.welcome.WelcomeToBlueCast method)

K

kaggle_automl_competition_august_2024 module

kolmogorov_smirnov_test() (bluecast.monitoring.data_monitoring.DataDrift method)

L

label_encoder() (in module bluecast.tests.test_encode_target_labels) label_encoder_reverse_transform() (bluecast.preprocessing.encode_target_labels.TargetLabelEncoder method) label_encoder_transform() (bluecast.preprocessing.encode_target_labels.TargetLabelEncoder method) linear_model() (in module bluecast.tests.test_custom_model_recipes) LinearRegressionModel (class in bluecast.blueprints.custom_model_recipes)

load_data() (bluecast.evaluation.error_analysis.DuckDBErrorAnalysisEngine method) load_for_production() (in module bluecast.general_utils.general_utils) load_regression_data() (bluecast.evaluation.error_analysis_regression.DuckDBRegressionErrorAnalysisEngine method) log_sampling() (in module bluecast.general_utils.general_utils) logger (in module bluecast.general_utils.general_utils) LogisticRegressionModel (class in bluecast.blueprints.custom_model_recipes)

M

margin_nonconformity_measure() (in module bluecast.conformal_prediction.nonconformity_measures) mean_squared_error_diff_sklearn_versions() (in module bluecast.evaluation.eval_metrics) mock_logger() (in module bluecast.tests.test_data_monitoring) mock_model() (in module bluecast.tests.test_shap_explanations) mock_remove_correlated_columns() (in module bluecast.tests.test_preprocessing_recipes) mock_root_mean_squared_error() (in module bluecast.tests.test_eval_metrics) mock_trial (in module bluecast.tests.test_parameter_tuning_utils) mock_xgboost_params (in module bluecast.tests.test_parameter_tuning_utils) model() (in module bluecast.tests.test_custom_model_recipes) ModelMatchMaker (class in bluecast.blueprints.orchestration) module bluecast bluecast.blueprints bluecast.blueprints.cast bluecast.blueprints.cast_cv bluecast.blueprints.cast_cv_regression bluecast.blueprints.cast_regression bluecast.blueprints.custom_model_recipes bluecast.blueprints.orchestration bluecast.blueprints.preprocessing_recipes bluecast.blueprints.welcome bluecast.config bluecast.config.base_classes bluecast.config.config_validations bluecast.config.training_config bluecast.conformal_prediction bluecast.conformal_prediction.base_classes bluecast.conformal_prediction.conformal_prediction bluecast.conformal_prediction.conformal_prediction_regression bluecast.conformal_prediction.effectiveness_nonconformity_measures bluecast.conformal_prediction.evaluation bluecast.conformal_prediction.nonconformity_measures bluecast.conformal_prediction.nonconformity_measures_regression bluecast.eda bluecast.eda.analyse bluecast.eda.data_leakage_checks bluecast.evaluation bluecast.evaluation.base_classes bluecast.evaluation.error_analysis bluecast.evaluation.error_analysis_regression bluecast.evaluation.eval_metrics bluecast.evaluation.shap_values bluecast.experimentation bluecast.experimentation.tracking bluecast.general_utils bluecast.general_utils.general_utils bluecast.ml_modelling bluecast.ml_modelling.base_classes bluecast.ml_modelling.catboost bluecast.ml_modelling.catboost_regression bluecast.ml_modelling.parameter_tuning_utils bluecast.ml_modelling.xgboost bluecast.ml_modelling.xgboost_regression bluecast.monitoring bluecast.monitoring.data_monitoring bluecast.preprocessing bluecast.preprocessing.category_encoder_orchestration bluecast.preprocessing.custom bluecast.preprocessing.datetime_features bluecast.preprocessing.encode_target_labels bluecast.preprocessing.feature_creation bluecast.preprocessing.feature_selection bluecast.preprocessing.feature_types bluecast.preprocessing.infrequent_categories bluecast.preprocessing.nulls_and_infs bluecast.preprocessing.onehot_encoding bluecast.preprocessing.remove_collinearity bluecast.preprocessing.schema_checks bluecast.preprocessing.target_encoding bluecast.preprocessing.train_test_split bluecast.tests bluecast.tests.make_data bluecast.tests.make_data.create_data bluecast.tests.test_analyse bluecast.tests.test_base_classes bluecast.tests.test_cast bluecast.tests.test_cast_binary_conformal_prediction bluecast.tests.test_cast_cv bluecast.tests.test_cast_cv_binary_conformal_prediction bluecast.tests.test_cast_cv_multiclass bluecast.tests.test_cast_cv_multiclass_conformal_prediction bluecast.tests.test_cast_cv_regression bluecast.tests.test_cast_regression bluecast.tests.test_catboost bluecast.tests.test_catboost_regression bluecast.tests.test_category_encoder_orchestrator bluecast.tests.test_check_gpu_support bluecast.tests.test_config_validations bluecast.tests.test_conformal_prediction bluecast.tests.test_conformal_prediction_evaluation bluecast.tests.test_conformal_prediction_regression bluecast.tests.test_custom_model_recipes bluecast.tests.test_custom_processing_base_class bluecast.tests.test_data_leakage_checks bluecast.tests.test_data_monitoring bluecast.tests.test_datetime_features bluecast.tests.test_effectiveness_nonconformity_measures bluecast.tests.test_encode_target_labels bluecast.tests.test_error_analysis bluecast.tests.test_error_analysis_base_classes bluecast.tests.test_error_analysis_regression bluecast.tests.test_eval_metrics bluecast.tests.test_experiment_tracker bluecast.tests.test_feature_creation bluecast.tests.test_feature_selection bluecast.tests.test_feature_type_detector bluecast.tests.test_fine_tune bluecast.tests.test_get_params_based_on_device bluecast.tests.test_infrequent_categories bluecast.tests.test_load_for_production bluecast.tests.test_nonconformity_measures bluecast.tests.test_nonconformity_measures_regression bluecast.tests.test_nulls_and_infs bluecast.tests.test_onehot_encoding bluecast.tests.test_orchestration bluecast.tests.test_parameter_tuning_utils bluecast.tests.test_preprocessing_recipes bluecast.tests.test_remove_collinearity bluecast.tests.test_save_out_of_fold_data bluecast.tests.test_save_to_production bluecast.tests.test_schema_checks bluecast.tests.test_shap_explanations bluecast.tests.test_target_encoding_binary bluecast.tests.test_target_encoding_multiclass bluecast.tests.test_train_test_split bluecast.tests.test_welcome bluecast.tests.test_xgboost bluecast.tests.test_xgboost_custom bluecast.tests.test_xgboost_regression bluecast.tests.test_xgboost_regression_custom conf kaggle_automl_competition_august_2024

MultiClassTargetEncoder (class in bluecast.preprocessing.target_encoding) mutual_info_to_target() (in module bluecast.eda.analyse) MyCustomLastMilePreprocessing (class in bluecast.tests.test_cast_cv_regression) myst_heading_anchors (in module conf)

N

normalized_error() (in module bluecast.conformal_prediction.nonconformity_measures_regression)

O

on_submit_clicked() (bluecast.blueprints.welcome.WelcomeToBlueCast method) one_c() (in module bluecast.conformal_prediction.effectiveness_nonconformity_measures) OneHotCategoryEncoder (class in bluecast.preprocessing.onehot_encoding) orchestrate_hyperparameter_tuning() (bluecast.ml_modelling.base_classes.CatboostBaseModel method) (bluecast.ml_modelling.base_classes.XgboostBaseModel method)

OutOfFoldDataReader (class in bluecast.evaluation.error_analysis) OutOfFoldDataReaderCV (class in bluecast.evaluation.error_analysis) OutOfFoldDataReaderRegression (class in bluecast.evaluation.error_analysis_regression) OutOfFoldDataReaderRegressionCV (class in bluecast.evaluation.error_analysis_regression)

P

params (bluecast.config.training_config.CatboostFinalParamConfig attribute) (bluecast.config.training_config.CatboostRegressionFinalParamConfig attribute) (bluecast.config.training_config.XgboostFinalParamConfig attribute) (bluecast.config.training_config.XgboostRegressionFinalParamConfig attribute) plot_against_target_for_regression() (in module bluecast.eda.analyse) plot_andrews_curve() (in module bluecast.eda.analyse) plot_benfords_law() (in module bluecast.eda.analyse) plot_category_frequency() (in module bluecast.eda.analyse) plot_classification_target_distribution_within_categories() (in module bluecast.eda.analyse) plot_count_pair() (in module bluecast.eda.analyse) plot_count_pairs() (in module bluecast.eda.analyse) plot_distribution_by_time() (in module bluecast.eda.analyse) plot_distribution_pairs() (in module bluecast.eda.analyse) plot_ecdf() (in module bluecast.eda.analyse) plot_error_distributions() (bluecast.evaluation.base_classes.ErrorDistributionPlotter method) (bluecast.evaluation.error_analysis.ErrorDistributionPlotterMixin method) (bluecast.evaluation.error_analysis_regression.ErrorDistributionRegressionPlotterMixin method) (in module bluecast.eda.analyse) plot_lift_chart() (in module bluecast.evaluation.eval_metrics) plot_missing_values_matrix() (in module bluecast.eda.analyse) plot_non_conformity_scores() (bluecast.conformal_prediction.conformal_prediction.ConformalPredictionWrapper method) (bluecast.conformal_prediction.conformal_prediction_regression.ConformalPredictionRegressionWrapper method) plot_null_percentage() (in module bluecast.eda.analyse) plot_pca() (in module bluecast.eda.analyse) plot_pca_biplot() (in module bluecast.eda.analyse) plot_pca_cumulative_variance() (in module bluecast.eda.analyse) plot_pie_chart() (in module bluecast.eda.analyse) plot_probability_distribution() (in module bluecast.evaluation.eval_metrics) plot_roc_auc() (in module bluecast.evaluation.eval_metrics) plot_theil_u_heatmap() (in module bluecast.eda.analyse) plot_tsne() (in module bluecast.eda.analyse) polars_dataframe() (in module bluecast.tests.test_feature_creation) population_stability_index() (bluecast.monitoring.data_monitoring.DataDrift method) predict() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) (bluecast.blueprints.cast_regression.BlueCastRegression method) (bluecast.blueprints.custom_model_recipes.LinearRegressionModel method) (bluecast.blueprints.custom_model_recipes.LogisticRegressionModel method) (bluecast.conformal_prediction.conformal_prediction.ConformalPredictionWrapper method) (bluecast.conformal_prediction.conformal_prediction_regression.ConformalPredictionRegressionWrapper method) (bluecast.ml_modelling.base_classes.BaseClassMlModel method) (bluecast.ml_modelling.base_classes.BaseClassMlRegressionModel method) (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.catboost_regression.CatboostModelRegression method) (bluecast.ml_modelling.xgboost.XgboostModel method) (bluecast.ml_modelling.xgboost_regression.XgboostModelRegression method) (bluecast.tests.test_cast.CustomModel method) (bluecast.tests.test_cast_cv.CustomLRModel method) (bluecast.tests.test_cast_cv_multiclass.CustomLRModel method) (bluecast.tests.test_cast_cv_regression.CustomLRModel method) (bluecast.tests.test_cast_cv_regression.CustomModel method) (bluecast.tests.test_cast_regression.CustomModel method)

predict_cluster() (bluecast.preprocessing.feature_creation.FeatureClusteringScorer method) predict_interval() (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) (bluecast.blueprints.cast_regression.BlueCastRegression method) (bluecast.conformal_prediction.conformal_prediction.ConformalPredictionWrapper method) (bluecast.conformal_prediction.conformal_prediction_regression.ConformalPredictionRegressionWrapper method) predict_p_values() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) predict_proba() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.conformal_prediction.conformal_prediction.ConformalPredictionWrapper method) (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.xgboost.XgboostModel method) predict_sets() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.conformal_prediction.conformal_prediction.ConformalPredictionWrapper method) PredictedClasses (in module bluecast.ml_modelling.base_classes) PredictedProbas (in module bluecast.ml_modelling.base_classes) prediction_interval_coverage() (in module bluecast.conformal_prediction.evaluation) prediction_interval_spans() (in module bluecast.conformal_prediction.effectiveness_nonconformity_measures) prediction_set_coverage() (in module bluecast.conformal_prediction.evaluation) prepare_data() (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) preprocessing_instance() (in module bluecast.tests.test_preprocessing_recipes) PreprocessingForLinearModels (class in bluecast.blueprints.preprocessing_recipes) project (in module conf)

Q

qqplot_two_samples() (bluecast.monitoring.data_monitoring.DataDrift method)

R

read_data_from_bluecast_cv_instance() (bluecast.evaluation.base_classes.DataReader method) (bluecast.evaluation.error_analysis.OutOfFoldDataReader method) (bluecast.evaluation.error_analysis.OutOfFoldDataReaderCV method) (bluecast.evaluation.error_analysis_regression.OutOfFoldDataReaderRegression method) (bluecast.evaluation.error_analysis_regression.OutOfFoldDataReaderRegressionCV method) read_data_from_bluecast_instance() (bluecast.evaluation.base_classes.DataReader method) (bluecast.evaluation.error_analysis.OutOfFoldDataReader method) (bluecast.evaluation.error_analysis.OutOfFoldDataReaderCV method) (bluecast.evaluation.error_analysis_regression.OutOfFoldDataReaderRegression method) (bluecast.evaluation.error_analysis_regression.OutOfFoldDataReaderRegressionCV method)

regression_data() (in module bluecast.tests.test_custom_model_recipes) regression_eval_func_wrapper() (bluecast.evaluation.eval_metrics.RegressionEvalWrapper method) RegressionEvalWrapper (class in bluecast.evaluation.eval_metrics) RegressionTargetEncoder (class in bluecast.preprocessing.target_encoding) release (in module conf) remove_correlated_columns() (in module bluecast.preprocessing.remove_collinearity) retrieve_results_as_df() (bluecast.config.base_classes.BaseClassExperimentTracker method) (bluecast.experimentation.tracking.ExperimentTracker method) root_mean_squared_error_diff_sklearn_versions() (in module bluecast.evaluation.eval_metrics)

S

sample_data() (in module bluecast.ml_modelling.parameter_tuning_utils) (in module bluecast.tests.test_category_encoder_orchestrator) (in module bluecast.tests.test_encode_target_labels) (in module bluecast.tests.test_eval_metrics) (in module bluecast.tests.test_infrequent_categories) (in module bluecast.tests.test_preprocessing_recipes) (in module bluecast.tests.test_target_encoding_binary) sample_data_regression() (in module bluecast.tests.test_eval_metrics) sample_dataframe() (in module bluecast.tests.test_datetime_features) (in module bluecast.tests.test_feature_creation) sample_error_data() (in module bluecast.tests.test_error_analysis) sample_oof_data() (in module bluecast.tests.test_save_out_of_fold_data) sample_regression_error_data() (in module bluecast.tests.test_error_analysis_regression) sample_training_config() (in module bluecast.tests.test_experiment_tracker) sample_weight (bluecast.config.training_config.CatboostFinalParamConfig attribute) (bluecast.config.training_config.CatboostRegressionFinalParamConfig attribute) (bluecast.config.training_config.XgboostFinalParamConfig attribute) (bluecast.config.training_config.XgboostRegressionFinalParamConfig attribute) SampleClass (class in bluecast.tests.test_config_validations) save_out_of_fold_data() (in module bluecast.general_utils.general_utils) save_to_production() (in module bluecast.general_utils.general_utils) SchemaDetector (class in bluecast.preprocessing.schema_checks) setup_mock_trial() (in module bluecast.tests.test_parameter_tuning_utils) setup_model_match_maker() (in module bluecast.tests.test_orchestration) shap_dependence_plots() (in module bluecast.evaluation.shap_values)

shap_explanations() (in module bluecast.evaluation.shap_values) shap_waterfall_plot() (in module bluecast.evaluation.shap_values) show_oof_scores() (bluecast.blueprints.cast_cv.BlueCastCV method) (bluecast.blueprints.cast_cv_regression.BlueCastCVRegression method) SimpleSampler (class in bluecast.tests.test_base_classes) source_parsers (in module conf) source_suffix (in module conf) stack_predictions_by_class() (bluecast.evaluation.base_classes.ErrorPreprocessor method) (bluecast.evaluation.error_analysis.ErrorAnalyserClassification method) (bluecast.evaluation.error_analysis.ErrorAnalyserClassificationCV method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegression method) (bluecast.evaluation.error_analysis_regression.ErrorAnalyserRegressionCV method) synthetic_calibration_data() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_cv) (in module bluecast.tests.test_cast_cv_regression) (in module bluecast.tests.test_cast_regression) synthetic_categorical_data() (in module bluecast.tests.test_analyse) synthetic_data() (in module bluecast.tests.test_feature_creation) (in module bluecast.tests.test_feature_selection) synthetic_multiclass_train_test_data() (in module bluecast.tests.test_cast) synthetic_train_test_data() (in module bluecast.tests.test_analyse) (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_cv) (in module bluecast.tests.test_cast_cv_regression) (in module bluecast.tests.test_cast_regression) synthetic_train_test_data_regression() (in module bluecast.tests.test_analyse)

T

TargetLabelEncoder (class in bluecast.preprocessing.encode_target_labels) templates_path (in module conf) test_absolute_error_loss() (in module bluecast.tests.test_nonconformity_measures_regression) test_add_evaluation_results() (in module bluecast.tests.test_experiment_tracker) test_add_groupby_agg_feats() (in module bluecast.tests.test_feature_creation) test_add_hyperparameter_results() (in module bluecast.tests.test_experiment_tracker) test_add_row_level_agg_features() (in module bluecast.tests.test_feature_creation) test_add_row_level_max() (in module bluecast.tests.test_feature_creation) test_add_row_level_mean() (in module bluecast.tests.test_feature_creation) test_add_row_level_min() (in module bluecast.tests.test_feature_creation) test_add_row_level_std() (in module bluecast.tests.test_feature_creation) test_add_row_level_sum() (in module bluecast.tests.test_feature_creation) test_adversarial_validation() (in module bluecast.tests.test_data_monitoring) test_all_infrequent_categories() (in module bluecast.tests.test_infrequent_categories) test_append_model_and_dataset() (in module bluecast.tests.test_orchestration) test_automl_configurator() (in module bluecast.tests.test_welcome) test_autotune() (in module bluecast.tests.test_custom_model_recipes) test_avg_c() (in module bluecast.tests.test_effectiveness_nonconformity_measures) test_base_class_datareader_notimplemented_error() (in module bluecast.tests.test_error_analysis_base_classes) test_base_class_erroranalyser_notimplemented_error() (in module bluecast.tests.test_error_analysis_base_classes) test_base_class_errorpreprocessor_notimplemented_error() (in module bluecast.tests.test_error_analysis_base_classes) test_basic_types() (bluecast.tests.test_config_validations.TestMatchesType method) test_bi_variate_plots() (in module bluecast.tests.test_analyse) test_bluecast_cv_fit_eval_binary_without_custom_model() (in module bluecast.tests.test_cast_cv_binary_conformal_prediction) test_bluecast_cv_fit_eval_multiclass_with_custom_model() (in module bluecast.tests.test_cast_cv_multiclass) test_bluecast_cv_fit_eval_multiclass_without_custom_model() (in module bluecast.tests.test_cast_cv_multiclass_conformal_prediction) test_bluecast_cv_fit_eval_with_custom_model() (in module bluecast.tests.test_cast_cv) (in module bluecast.tests.test_cast_cv_regression) test_bluecast_cv_with_custom_objects() (in module bluecast.tests.test_cast_cv_regression) test_bluecast_fit_binary_without_custom_model() (in module bluecast.tests.test_cast_binary_conformal_prediction) test_bluecast_instance_instantiation() (in module bluecast.tests.test_welcome) test_bluecast_regression_with_custom_xgboost_no_tuning() (in module bluecast.tests.test_xgboost_regression_custom) test_bluecast_regression_with_custom_xgboost_with_tuning() (in module bluecast.tests.test_xgboost_regression_custom) test_bluecast_with_custom_model() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_bluecast_with_custom_xgboost_no_tuning() (in module bluecast.tests.test_xgboost_custom) test_bluecast_with_custom_xgboost_with_tuning() (in module bluecast.tests.test_xgboost_custom) test_bluecast_with_fine_tune_hyperparam_tuning() (in module bluecast.tests.test_catboost) test_bluecast_with_grid_search_tune_hyperparam_tuning() (in module bluecast.tests.test_catboost) test_bluecast_with_hyperparam_tuning() (in module bluecast.tests.test_catboost) test_bluecast_without_hyperparam_tuning() (in module bluecast.tests.test_catboost) test_BlueCastRegression_with_fine_tune_hyperparam_tuning() (in module bluecast.tests.test_catboost_regression) test_BlueCastRegression_with_grid_search_tune_hyperparam_tuning() (in module bluecast.tests.test_catboost_regression) test_BlueCastRegression_with_hyperparam_tuning() (in module bluecast.tests.test_catboost_regression) test_BlueCastRegression_without_hyperparam_tuning() (in module bluecast.tests.test_catboost_regression) test_blueprint_cv_xgboost() (in module bluecast.tests.test_cast_cv) (in module bluecast.tests.test_cast_cv_regression) test_blueprint_xgboost() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_boostaroota_fit_transform() (in module bluecast.tests.test_feature_selection) test_boostaroota_initialization_errors() (in module bluecast.tests.test_feature_selection) test_boostaroota_transform_without_fit() (in module bluecast.tests.test_feature_selection) test_boostaroota_warnings() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_binary() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_fit_transform_binary() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_fit_transform_multiclass() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_fit_transform_regression() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_initialization() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_multiclass() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_regression() (in module bluecast.tests.test_feature_selection) test_boostaroota_wrapper_transform() (in module bluecast.tests.test_feature_selection) test_brier_score() (in module bluecast.tests.test_nonconformity_measures) test_brier_score_value_error() (in module bluecast.tests.test_nonconformity_measures) test_brier_score_value_error_obj() (in module bluecast.tests.test_nonconformity_measures) test_calibrate() (in module bluecast.tests.test_conformal_prediction) (in module bluecast.tests.test_conformal_prediction_regression) test_cast_bool_to_int_with_bool_column() (in module bluecast.tests.test_encode_target_labels) test_cast_bool_to_int_with_empty_dataframe() (in module bluecast.tests.test_encode_target_labels) test_cast_bool_to_int_with_mixed_column() (in module bluecast.tests.test_encode_target_labels) test_cast_bool_to_int_with_non_bool_column() (in module bluecast.tests.test_encode_target_labels) test_cast_bool_to_int_with_nonexistent_column() (in module bluecast.tests.test_encode_target_labels) test_casting_edge_cases() (in module bluecast.tests.test_feature_type_detector) test_casting_int_and_float_columns() (in module bluecast.tests.test_feature_type_detector) test_casting_with_nan_values() (in module bluecast.tests.test_feature_type_detector) test_cat_encoding_via_ml_algorithm_and_ml_model_warning() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_catboost_create_optuna_study_basic() (bluecast.tests.test_base_classes.TestCatboostBaseModel method) test_catboost_create_optuna_study_sampler_save_error_handling() (bluecast.tests.test_base_classes.TestCatboostBaseModel method) test_catboost_create_optuna_study_with_database_backend() (bluecast.tests.test_base_classes.TestCatboostBaseModel method) test_catboost_create_optuna_study_with_database_backend_and_simple_sampler() (bluecast.tests.test_base_classes.TestCatboostBaseModel method) test_catboost_fit_with_early_stopping() (in module bluecast.tests.test_catboost) test_catboost_fit_with_empty_test_data() (in module bluecast.tests.test_catboost) test_catboost_fit_with_use_full_data_for_final_model() (in module bluecast.tests.test_catboost) test_catboost_no_catboost_config_fixed() (in module bluecast.tests.test_catboost) test_catboost_no_conf_params_catboost_fixed() (in module bluecast.tests.test_catboost) test_catboost_no_conf_training_fixed() (in module bluecast.tests.test_catboost) test_catboost_no_model_fixed() (in module bluecast.tests.test_catboost) test_catboost_predict_exceptions() (in module bluecast.tests.test_catboost) test_catboost_predict_proba_binary_with_trained_model() (in module bluecast.tests.test_catboost) test_catboost_predict_proba_exceptions() (in module bluecast.tests.test_catboost) test_catboost_predict_proba_multiclass_with_trained_model() (in module bluecast.tests.test_catboost) test_catboost_predict_proba_with_custom_preprocessor() (in module bluecast.tests.test_catboost) test_catboost_predict_with_categorical_columns() (in module bluecast.tests.test_catboost) test_catboost_predict_with_classification_threshold() (in module bluecast.tests.test_catboost) test_catboost_predict_with_custom_preprocessor() (in module bluecast.tests.test_catboost) test_catboost_predict_with_trained_model_binary() (in module bluecast.tests.test_catboost) test_catboost_predict_with_trained_model_multiclass() (in module bluecast.tests.test_catboost) test_catboost_regression_with_cat_columns_none_and_ml_algorithm_encoding() (in module bluecast.tests.test_catboost_regression) test_catboost_regression_with_disabled_ml_algorithm_encoding() (in module bluecast.tests.test_catboost_regression) test_catboost_train_single_fold_model() (in module bluecast.tests.test_catboost) test_categorical_encoding_not_supported_by_exact_tree_method() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_changing_features() (in module bluecast.tests.test_feature_creation) test_check_gpu_support_cpu_fallback() (in module bluecast.tests.test_check_gpu_support) test_check_gpu_support_gpu_available() (in module bluecast.tests.test_check_gpu_support) test_check_gpu_support_gpu_warning() (in module bluecast.tests.test_check_gpu_support) test_check_if_column_is_float() (in module bluecast.tests.test_feature_type_detector) test_check_if_column_is_int() (in module bluecast.tests.test_feature_type_detector) test_check_load_confs_defaults() (in module bluecast.tests.test_xgboost) (in module bluecast.tests.test_xgboost_regression) test_check_unique_values() (in module bluecast.tests.test_analyse) test_class_problem_mismatch_warnings() (in module bluecast.tests.test_cast) test_classes() (in module bluecast.tests.test_eval_metrics) test_classification_eval_func_wrapper_invalid_eval_against() (in module bluecast.tests.test_eval_metrics) test_complex_invalid_types() (bluecast.tests.test_config_validations.TestComplexScenarios method) test_complex_valid_types() (bluecast.tests.test_config_validations.TestComplexScenarios method) test_convert_expected_effectiveness_nonconformity_input_types() (in module bluecast.tests.test_effectiveness_nonconformity_measures) test_correlation_heatmap() (in module bluecast.tests.test_analyse) test_correlation_to_target() (in module bluecast.tests.test_analyse) test_create_eda_dashboard() (in module bluecast.tests.test_analyse) test_create_eda_dashboard_classification() (in module bluecast.tests.test_analyse) test_create_eda_dashboard_regression() (in module bluecast.tests.test_analyse) test_create_groupby_agg_features_default_aggregations() (in module bluecast.tests.test_feature_creation) test_create_groupby_agg_features_no_columns_to_agg() (in module bluecast.tests.test_feature_creation) test_create_groupby_agg_features_no_target_column() (in module bluecast.tests.test_feature_creation) test_create_groupby_agg_features_pandas() (in module bluecast.tests.test_feature_creation) test_create_groupby_agg_features_polars() (in module bluecast.tests.test_feature_creation) test_create_optuna_study_basic() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_load_if_exists_with_database() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_sampler_save_error_handling() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_database_backend() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_database_backend_and_sampler_without_seed() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_database_backend_and_simple_sampler_with_seed() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_database_backend_and_tpe_sampler() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_database_backend_non_string() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_database_backend_none() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_create_optuna_study_with_sampler_and_pruner() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) test_dashboard_callbacks_logic() (in module bluecast.tests.test_analyse) test_dashboard_categorical_target_removal() (in module bluecast.tests.test_analyse) test_dashboard_comprehensive_callbacks_coverage() (in module bluecast.tests.test_analyse) test_dashboard_helper_functions_coverage() (in module bluecast.tests.test_analyse) test_dashboard_import_error() (in module bluecast.tests.test_analyse) test_dashboard_server_startup() (in module bluecast.tests.test_analyse) test_dashboard_update_plot_all_branches() (in module bluecast.tests.test_analyse) test_dashboard_update_summary_all_branches() (in module bluecast.tests.test_analyse) test_data() (in module bluecast.tests.test_nonconformity_measures) (in module bluecast.tests.test_shap_explanations) test_database_persistence() (in module bluecast.tests.test_experiment_tracker) test_date_part_extractor() (in module bluecast.tests.test_datetime_features) test_date_part_extractor_missing_date_column() (in module bluecast.tests.test_datetime_features) test_date_part_extractor_single_unique_value() (in module bluecast.tests.test_datetime_features) test_date_part_extractor_transform_missing_column() (in module bluecast.tests.test_datetime_features) test_date_part_extractor_transform_unfitted_column() (in module bluecast.tests.test_datetime_features) test_detect_categorical_leakage() (in module bluecast.tests.test_data_leakage_checks) test_detect_leakage_via_correlation() (in module bluecast.tests.test_data_leakage_checks) test_dict_validation() (bluecast.tests.test_config_validations.TestMatchesType method) test_duckdb_compute_regression_statistics() (in module bluecast.tests.test_error_analysis_regression) test_duckdb_compute_statistics() (in module bluecast.tests.test_error_analysis) test_duckdb_create_regression_visualizations() (in module bluecast.tests.test_error_analysis_regression) test_duckdb_create_regression_visualizations_with_residual_qq_plot() (in module bluecast.tests.test_error_analysis_regression) test_duckdb_create_visualizations() (in module bluecast.tests.test_error_analysis) test_duckdb_create_visualizations_with_qq_plot() (in module bluecast.tests.test_error_analysis) test_duckdb_error_analysis_engine_init() (in module bluecast.tests.test_error_analysis) test_duckdb_load_data() (in module bluecast.tests.test_error_analysis) test_duckdb_load_regression_data() (in module bluecast.tests.test_error_analysis_regression) test_duckdb_regression_engine_init() (in module bluecast.tests.test_error_analysis_regression) test_enable_feature_selection_warning() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_error_analyser_classification_cv_full_pipeline() (in module bluecast.tests.test_error_analysis) test_error_analyser_classification_full_pipeline() (in module bluecast.tests.test_error_analysis) test_error_analyser_classification_mixin() (in module bluecast.tests.test_error_analysis) test_error_analyser_regression_cv_full_pipeline() (in module bluecast.tests.test_error_analysis_regression) test_error_analyser_regression_full_pipeline() (in module bluecast.tests.test_error_analysis_regression) test_error_analyser_regression_mixin() (in module bluecast.tests.test_error_analysis_regression) test_error_analyser_regression_wrong_method_calls() (in module bluecast.tests.test_error_analysis_regression) test_error_analyser_wrong_method_calls() (in module bluecast.tests.test_error_analysis) test_error_distribution_plotter_mixin() (in module bluecast.tests.test_error_analysis) test_error_distribution_plotter_mixin_plots() (in module bluecast.tests.test_error_analysis) test_error_distribution_regression_plotter_mixin() (in module bluecast.tests.test_error_analysis_regression) test_error_distribution_regression_plotter_mixin_plots() (in module bluecast.tests.test_error_analysis_regression) test_eval_classifier_binary() (in module bluecast.tests.test_eval_metrics) test_eval_classifier_except() (in module bluecast.tests.test_shap_explanations) test_eval_classifier_exceptions() (in module bluecast.tests.test_eval_metrics) test_eval_classifier_multiclass() (in module bluecast.tests.test_eval_metrics) test_eval_regressor() (in module bluecast.tests.test_eval_metrics) test_eval_regressor_exceptions() (in module bluecast.tests.test_eval_metrics) test_feature_type_detector() (in module bluecast.tests.test_feature_type_detector) test_fill_infinite_values() (in module bluecast.tests.test_nulls_and_infs) test_fill_nulls() (in module bluecast.tests.test_nulls_and_infs) test_find_best_match_finds_best_model() (in module bluecast.tests.test_orchestration) test_find_best_match_no_drift() (in module bluecast.tests.test_orchestration) test_find_best_match_no_model_reaches_threshold() (in module bluecast.tests.test_orchestration) test_find_best_match_with_all_models() (in module bluecast.tests.test_orchestration) test_fine_tune_runs_without_errors() (in module bluecast.tests.test_fine_tune) test_fine_tune_runs_without_errors_using_cv() (in module bluecast.tests.test_fine_tune) test_fit() (in module bluecast.tests.test_custom_model_recipes) test_fit_assigns_to_onehot_when_cardinality_below_threshold() (in module bluecast.tests.test_category_encoder_orchestrator) test_fit_assigns_to_target_when_cardinality_above_threshold() (in module bluecast.tests.test_category_encoder_orchestrator) test_fit_label_encoder() (in module bluecast.tests.test_encode_target_labels) test_fit_transform() (in module bluecast.tests.test_infrequent_categories) (in module bluecast.tests.test_onehot_encoding) (in module bluecast.tests.test_preprocessing_recipes)

test_fit_transform_returns_tuple() (in module bluecast.tests.test_custom_processing_base_class) test_fit_transform_target_labels() (in module bluecast.tests.test_encode_target_labels) test_get_best_score_empty() (in module bluecast.tests.test_experiment_tracker) test_get_best_score_higher_is_better() (in module bluecast.tests.test_experiment_tracker) test_get_best_score_lower_is_better() (in module bluecast.tests.test_experiment_tracker) test_get_experiment_summary() (in module bluecast.tests.test_experiment_tracker) test_get_original_features() (in module bluecast.tests.test_feature_creation) test_get_params_based_on_device_xgboost_auto_gpu() (in module bluecast.tests.test_get_params_based_on_device) test_get_params_based_on_device_xgboost_cpu() (in module bluecast.tests.test_get_params_based_on_device) test_get_params_based_on_device_xgboost_gpu_with_exact_tree_method() (in module bluecast.tests.test_get_params_based_on_device) test_get_params_based_on_device_xgboost_gpu_without_exact_tree_method() (in module bluecast.tests.test_get_params_based_on_device) test_higher_is_better() (in module bluecast.tests.test_feature_creation) test_higher_is_better_false() (in module bluecast.tests.test_eval_metrics) test_hinge_loss() (in module bluecast.tests.test_nonconformity_measures) test_hinge_loss_value_error() (in module bluecast.tests.test_nonconformity_measures) test_hinge_loss_value_error_obj() (in module bluecast.tests.test_nonconformity_measures) test_hypertuning_cv_folds_warning() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_init() (in module bluecast.tests.test_eval_metrics) test_initialization() (in module bluecast.tests.test_feature_creation) (in module bluecast.tests.test_preprocessing_recipes) test_initialization_grouplevelaggfeatures() (in module bluecast.tests.test_feature_creation) test_invalid_basic_type() (bluecast.tests.test_config_validations.TestCheckTypesInit method) test_invalid_eval_against() (in module bluecast.tests.test_eval_metrics) test_invalid_list_elements() (bluecast.tests.test_config_validations.TestCheckTypesInit method) test_invalid_optional_dict() (bluecast.tests.test_config_validations.TestCheckTypesInit method) test_invalid_tuple() (bluecast.tests.test_config_validations.TestCheckTypesInit method) test_keep_original_features() (in module bluecast.tests.test_feature_creation) test_kolmogorov_smirnov_test() (in module bluecast.tests.test_data_monitoring) test_label_encoder_reverse_transform() (in module bluecast.tests.test_encode_target_labels) test_label_encoder_transform() (in module bluecast.tests.test_encode_target_labels) test_legacy_compatibility() (in module bluecast.tests.test_experiment_tracker) test_linear_autotune() (in module bluecast.tests.test_custom_model_recipes) test_linear_fit() (in module bluecast.tests.test_custom_model_recipes) test_linear_predict() (in module bluecast.tests.test_custom_model_recipes) test_linear_predict_range() (in module bluecast.tests.test_custom_model_recipes) test_list_validation() (bluecast.tests.test_config_validations.TestMatchesType method) test_load_for_production() (in module bluecast.tests.test_load_for_production) test_load_for_production_with_default_file_type() (in module bluecast.tests.test_load_for_production) test_margin_nonconformity_measure() (in module bluecast.tests.test_nonconformity_measures) test_margin_nonconformity_measure_value_error() (in module bluecast.tests.test_nonconformity_measures) test_margin_nonconformity_measure_value_error_obj() (in module bluecast.tests.test_nonconformity_measures) test_mean_squared_error_diff_sklearn_versions() (in module bluecast.tests.test_eval_metrics) test_missing_feature_selector_warning() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_missing_xgboost_tune_params_config_warning() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_multi_class_target_encoder() (in module bluecast.tests.test_target_encoding_multiclass) test_mutual_info_to_target() (in module bluecast.tests.test_analyse) test_mutual_info_to_target_multiclass() (in module bluecast.tests.test_analyse) test_mutual_info_to_target_regression() (in module bluecast.tests.test_analyse) test_nested_collections() (bluecast.tests.test_config_validations.TestMatchesType method) test_no_infrequent_categories() (in module bluecast.tests.test_infrequent_categories) test_no_numerical_columns() (in module bluecast.tests.test_preprocessing_recipes) test_none_values_for_optional() (bluecast.tests.test_config_validations.TestCheckTypesInit method) test_normalized_error_error_loss() (in module bluecast.tests.test_nonconformity_measures_regression) test_on_submit_called_via_configurator() (in module bluecast.tests.test_welcome) test_on_submit_clicked() (in module bluecast.tests.test_welcome) test_one_c() (in module bluecast.tests.test_effectiveness_nonconformity_measures) test_optional_types() (bluecast.tests.test_config_validations.TestMatchesType method) test_out_of_fold_data_reader() (in module bluecast.tests.test_error_analysis) test_out_of_fold_data_reader_cv() (in module bluecast.tests.test_error_analysis) test_out_of_fold_data_reader_cv_error() (in module bluecast.tests.test_error_analysis) test_out_of_fold_data_reader_regression() (in module bluecast.tests.test_error_analysis_regression) test_out_of_fold_data_reader_regression_cv() (in module bluecast.tests.test_error_analysis_regression) test_out_of_fold_data_reader_regression_cv_error() (in module bluecast.tests.test_error_analysis_regression) test_pca_biplot() (in module bluecast.tests.test_analyse) test_pca_plot() (in module bluecast.tests.test_analyse) test_plot_against_target_for_regression() (in module bluecast.tests.test_analyse) test_plot_andrews_curve() (in module bluecast.tests.test_analyse) test_plot_benfords_law() (in module bluecast.tests.test_analyse) test_plot_category_frequency() (in module bluecast.tests.test_analyse) test_plot_classification_target_distribution_within_categories() (in module bluecast.tests.test_analyse) test_plot_count_pair() (in module bluecast.tests.test_analyse) test_plot_count_pairs() (in module bluecast.tests.test_analyse) test_plot_distribution_by_time() (in module bluecast.tests.test_analyse) test_plot_distribution_pairs() (in module bluecast.tests.test_analyse) test_plot_ecdf() (in module bluecast.tests.test_analyse) test_plot_error_distributions_no_split() (in module bluecast.tests.test_error_analysis_base_classes) test_plot_error_distributions_with_splits() (in module bluecast.tests.test_error_analysis_base_classes) test_plot_missing_values_matrix() (in module bluecast.tests.test_analyse) test_plot_null_percentage() (in module bluecast.tests.test_analyse) test_plot_pca_cumulative_variance() (in module bluecast.tests.test_analyse) test_plot_pie_chart() (in module bluecast.tests.test_analyse) test_plot_probability_distribution_multiclass() (in module bluecast.tests.test_eval_metrics) test_plot_theil_u_heatmap() (in module bluecast.tests.test_analyse) test_plot_tsne() (in module bluecast.tests.test_analyse) test_population_stability_index() (in module bluecast.tests.test_data_monitoring) test_precise_cv_tuning_warnings() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_predict() (in module bluecast.tests.test_conformal_prediction) (in module bluecast.tests.test_conformal_prediction_regression) (in module bluecast.tests.test_custom_model_recipes) test_predict_interval() (in module bluecast.tests.test_conformal_prediction) (in module bluecast.tests.test_conformal_prediction_regression) test_predict_interval_with_single_data_point() (in module bluecast.tests.test_conformal_prediction_regression) test_predict_interval_with_single_quantile() (in module bluecast.tests.test_conformal_prediction_regression) test_predict_proba() (in module bluecast.tests.test_conformal_prediction) test_predict_sets() (in module bluecast.tests.test_conformal_prediction) test_prediction_interval_coverage() (in module bluecast.tests.test_conformal_prediction_evaluation) test_prediction_set_coverage() (in module bluecast.tests.test_conformal_prediction_evaluation) test_probas_all_classes() (in module bluecast.tests.test_eval_metrics) test_probas_target_class() (in module bluecast.tests.test_eval_metrics) test_qqplot_two_samples() (in module bluecast.tests.test_data_monitoring) test_regression_calculate_errors() (in module bluecast.tests.test_error_analysis_regression) test_regression_init() (in module bluecast.tests.test_eval_metrics) test_regression_run_with_args() (in module bluecast.tests.test_eval_metrics) test_regression_run_witouth_args() (in module bluecast.tests.test_eval_metrics) test_regression_stack_predictions_by_class() (in module bluecast.tests.test_error_analysis_regression) test_remove_correlated_columns_different_threshold() (in module bluecast.tests.test_remove_collinearity) test_remove_correlated_columns_high_correlation() (in module bluecast.tests.test_remove_collinearity) test_remove_correlated_columns_no_correlation() (in module bluecast.tests.test_remove_collinearity) test_remove_correlated_columns_no_removal() (in module bluecast.tests.test_remove_collinearity) test_retrieve_results_as_df() (in module bluecast.tests.test_experiment_tracker) test_root_mean_squared_error_diff_sklearn_versions_correct() (in module bluecast.tests.test_eval_metrics) test_root_mean_squared_error_diff_sklearn_versions_empty() (in module bluecast.tests.test_eval_metrics) test_root_mean_squared_error_diff_sklearn_versions_mismatched_lengths() (in module bluecast.tests.test_eval_metrics) test_root_mean_squared_error_diff_sklearn_versions_single_element() (in module bluecast.tests.test_eval_metrics) test_root_mean_squared_error_direct_import() (in module bluecast.tests.test_eval_metrics) test_root_mean_squared_error_import() (in module bluecast.tests.test_eval_metrics) test_sampler_replacement_strategy_with_simple_sampler() (bluecast.tests.test_base_classes.TestBaseClassesIntegration method) test_save_out_of_fold_data_binary() (in module bluecast.tests.test_save_out_of_fold_data) test_save_out_of_fold_data_binary_with_string_labels() (in module bluecast.tests.test_save_out_of_fold_data) test_save_out_of_fold_data_multiclass() (in module bluecast.tests.test_save_out_of_fold_data) test_save_out_of_fold_data_multiclass_with_string_labels() (in module bluecast.tests.test_save_out_of_fold_data) test_save_out_of_fold_data_no_store_path() (in module bluecast.tests.test_save_out_of_fold_data) test_save_out_of_fold_data_regression() (in module bluecast.tests.test_save_out_of_fold_data) test_save_to_production() (in module bluecast.tests.test_save_to_production) test_set_validation() (bluecast.tests.test_config_validations.TestMatchesType method) test_shap_dependence_plots() (in module bluecast.tests.test_shap_explanations) test_shap_explanations() (in module bluecast.tests.test_shap_explanations) test_shap_values_and_ml_algorithm_warning() (in module bluecast.tests.test_cast) (in module bluecast.tests.test_cast_regression) test_shap_waterfall_plot() (in module bluecast.tests.test_shap_explanations) test_show_parameter_coverage() (in module bluecast.tests.test_analyse) test_study_kwargs_construction() (bluecast.tests.test_base_classes.TestBaseClassesIntegration method) test_temporary_database() (in module bluecast.tests.test_experiment_tracker) test_tpe_sampler_behavior_documentation() (bluecast.tests.test_base_classes.TestBaseClassesIntegration method) test_train_test_split_cross() (in module bluecast.tests.test_train_test_split) test_train_test_split_time() (in module bluecast.tests.test_train_test_split) test_transform() (in module bluecast.tests.test_infrequent_categories) (in module bluecast.tests.test_onehot_encoding) (in module bluecast.tests.test_preprocessing_recipes) test_transform_extra_columns() (in module bluecast.tests.test_schema_checks) test_transform_missing_columns() (in module bluecast.tests.test_schema_checks) test_transform_returns_optional_target() (in module bluecast.tests.test_custom_processing_base_class) test_transform_returns_optional_target_prediction_mode() (in module bluecast.tests.test_custom_processing_base_class) test_transform_returns_tuple() (in module bluecast.tests.test_custom_processing_base_class) test_transform_same_schema() (in module bluecast.tests.test_schema_checks) test_transform_target_encode_binary_class() (in module bluecast.tests.test_target_encoding_binary) test_transform_target_labels() (in module bluecast.tests.test_encode_target_labels) test_tuple_fixed_length_validation() (bluecast.tests.test_config_validations.TestMatchesType method) test_tuple_variable_length_validation() (bluecast.tests.test_config_validations.TestMatchesType method) test_union_types() (bluecast.tests.test_config_validations.TestMatchesType method) test_univariate_plots() (in module bluecast.tests.test_analyse) test_unparameterized_collections() (bluecast.tests.test_config_validations.TestMatchesType method) test_unsupported_origins() (bluecast.tests.test_config_validations.TestMatchesType method) test_update_params_based_on_tree_method_gblinear() (in module bluecast.tests.test_parameter_tuning_utils) test_update_params_based_on_tree_method_gbtree() (in module bluecast.tests.test_parameter_tuning_utils) test_valid_initialization() (bluecast.tests.test_config_validations.TestCheckTypesInit method) test_widget_creation() (in module bluecast.tests.test_welcome) test_xgboost_database_backend_file_creation_with_error_handling() (bluecast.tests.test_base_classes.TestBaseClassesIntegration method) TestBaseClassesIntegration (class in bluecast.tests.test_base_classes) TestCatboostBaseModel (class in bluecast.tests.test_base_classes) TestCheckTypesInit (class in bluecast.tests.test_config_validations) TestComplexScenarios (class in bluecast.tests.test_config_validations) TestComplexScenarios.ComplexTestClass (class in bluecast.tests.test_config_validations) TestMatchesType (class in bluecast.tests.test_config_validations) TestXgboostBaseModel (class in bluecast.tests.test_base_classes) theil_u() (in module bluecast.eda.analyse) train_single_fold_model() (bluecast.ml_modelling.catboost.CatboostModel method) (bluecast.ml_modelling.catboost_regression.CatboostModelRegression method) (bluecast.ml_modelling.xgboost.XgboostModel method) (bluecast.ml_modelling.xgboost_regression.XgboostModelRegression method) train_test_split() (in module bluecast.preprocessing.train_test_split) train_test_split_cross() (in module bluecast.preprocessing.train_test_split) train_test_split_time() (in module bluecast.preprocessing.train_test_split) trained_label_encoder() (in module bluecast.tests.test_encode_target_labels) training_config() (in module bluecast.tests.test_save_out_of_fold_data) TrainingConfig (class in bluecast.config.training_config) transform() (bluecast.blueprints.preprocessing_recipes.PreprocessingForLinearModels method) (bluecast.preprocessing.custom.CustomPreprocessing method) (bluecast.preprocessing.datetime_features.DatePartExtractor method) (bluecast.preprocessing.feature_selection.BoostARoota method) (bluecast.preprocessing.feature_selection.BoostaRootaWrapper method) (bluecast.preprocessing.infrequent_categories.InFrequentCategoryEncoder method) (bluecast.preprocessing.onehot_encoding.OneHotCategoryEncoder method) (bluecast.preprocessing.schema_checks.SchemaDetector method) (bluecast.tests.test_cast_cv_regression.MyCustomLastMilePreprocessing method) transform_drop_all_null_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) transform_drop_zero_variance_columns() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) transform_feature_types() (bluecast.preprocessing.feature_types.FeatureTypeDetector method) transform_new_data() (bluecast.blueprints.cast.BlueCast method) (bluecast.blueprints.cast_regression.BlueCastRegression method) transform_target_encode_binary_class() (bluecast.preprocessing.target_encoding.BinaryClassTargetEncoder method) transform_target_encode_multiclass() (bluecast.preprocessing.target_encoding.MultiClassTargetEncoder method) transform_target_encode_regression() (bluecast.preprocessing.target_encoding.RegressionTargetEncoder method) transform_target_labels() (bluecast.preprocessing.encode_target_labels.TargetLabelEncoder method)

U

univariate_plots() (in module bluecast.eda.analyse) update_calc_shap_flag() (bluecast.blueprints.welcome.WelcomeToBlueCast method) update_debug_flag() (bluecast.blueprints.welcome.WelcomeToBlueCast method) update_hyperparam_folds() (bluecast.blueprints.welcome.WelcomeToBlueCast method) update_hyperparameter_tuning_max_runtime_secs() (bluecast.blueprints.welcome.WelcomeToBlueCast method)

update_hyperparameter_tuning_rounds() (bluecast.blueprints.welcome.WelcomeToBlueCast method) update_oof_storage_path() (bluecast.blueprints.welcome.WelcomeToBlueCast method) update_params_based_on_tree_method() (in module bluecast.ml_modelling.parameter_tuning_utils) update_params_with_best_params() (in module bluecast.ml_modelling.parameter_tuning_utils) update_plot_hyperparameter_tuning_overview() (bluecast.blueprints.welcome.WelcomeToBlueCast method) update_show_detailed_tuning_logs() (bluecast.blueprints.welcome.WelcomeToBlueCast method)

V

valid_instance() (in module bluecast.tests.test_config_validations)

W

warning_to_logger() (in module bluecast.general_utils.general_utils)

welcome() (in module bluecast.tests.test_welcome) WelcomeToBlueCast (class in bluecast.blueprints.welcome)

X

xgboost_base_model() (bluecast.tests.test_base_classes.TestXgboostBaseModel method) xgboost_model() (in module bluecast.tests.test_fine_tune) XgboostBaseModel (class in bluecast.ml_modelling.base_classes) XgboostFinalParamConfig (class in bluecast.config.training_config)

XgboostModel (class in bluecast.ml_modelling.xgboost) XgboostModelRegression (class in bluecast.ml_modelling.xgboost_regression) XgboostRegressionFinalParamConfig (class in bluecast.config.training_config) XgboostTuneParamsConfig (class in bluecast.config.training_config) XgboostTuneParamsRegressionConfig (class in bluecast.config.training_config)