Index

_

__all__ (in module iaml) (in module iaml.steps) __call__() (iaml.meta_singleton.MetaSingleton method) __deepcopy__() (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) (iaml.flow.model.Recipe method) (iaml.step.Step method) __del__() (iaml.iaml.IAML method) (iaml.timed_pool_executor.TimedPoolExecutor method) __eq__() (iaml.candidate.Candidate method) (iaml.iaml_pipeline.IAMLPipeline method) __getattr__() (iaml.flow.model.Recipe method) __getattribute__() (iaml.iaml_pipeline.IAMLPipeline method) (iaml.predictor.Predictor method) __getitem__() (iaml.flow.inspection.RecipeReport method) (iaml.flow.model.Recipe method) __getstate__() (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) __gt__() (iaml.candidate.Candidate method) __iter__() (iaml.flow.inspection.RecipeReport method) (iaml.flow.model.Recipe method) (iaml.flow.model.Selection method) __len__() (iaml.flow.inspection.RecipeReport method) (iaml.flow.model.Selection method) __lt__() (iaml.candidate.Candidate method) __name__() (iaml.predictor.Predictor method) __post_init__() (iaml.flow.parameters.Float method) (iaml.flow.parameters.Int method) __rshift__() (iaml.flow.model.Recipe method) __set_backend__() (iaml.shared_cache.CacheService method) __setstate__() (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) __sklearn_clone__() (iaml.iaml_pipeline.IAMLPipeline method) __sklearn_is_fitted__() (iaml.iaml_pipeline.IAMLPipeline method) __str__() (iaml.candidate.Candidate method) (iaml.explainers.KernelSHAP method) (iaml.flow.inspection.RecipeReport method) (iaml.metric.Metric method) (iaml.metrics.accuracy_metric.AccuracyMetric method) (iaml.metrics.balanced_accuracy_metric.BalancedAccuracyMetric method) (iaml.metrics.brier_score.BrierScoreMetric method) (iaml.metrics.classification_error_metric.ClassificationErrorMetric method) (iaml.metrics.concordance_index_ipcw.ConcordanceIndexIPCWMetric method) (iaml.metrics.concordance_index_metric.ConcordanceIndexMetric method) (iaml.metrics.cumulative_dynamic_auc.CumulativeDynamicAUCMetric method) (iaml.metrics.f1_score_metric.F1ScoreMetric method) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric method) (iaml.metrics.integrated_brier_score_loss.IntegratedBrierScoreLossMetric method) (iaml.metrics.mean_absolute_error_metric.MeanAbsoluteErrorMetric method) (iaml.metrics.mean_squared_error_metric.MeanSquaredErrorMetric method) (iaml.metrics.mean_squared_log_error_metric.MeanSquaredLogErrorMetric method) (iaml.metrics.median_absolute_error_metric.MedianAbsoluteErrorMetric method) (iaml.metrics.precision_metric.PrecisionMetric method) (iaml.metrics.r2_score_metric.R2ScoreMetric method) (iaml.metrics.recall_metric.RecallMetric method) (iaml.metrics.roc_auc_metric.RocAucMetric method) (iaml.metrics.specificity_metric.SpecificityMetric method) (iaml.metrics.specificity_multiclass_metric.SpecificityMulticlassMetric method) (iaml.plots.box_plot.BoxPlot method) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot method) (iaml.plots.density_plot.DensityPlot method) (iaml.plots.histogram_plot.HistogramPlot method) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot method) (iaml.plots.outlier_plot.OutlierPlot method) (iaml.plots.pair_plot.PairPlot method) (iaml.plots.qq_plot.QQPlot method) (iaml.plots.target_distribution_plot.TargetDistributionPlot method) (iaml.plots.violin_plot.ViolinPlot method) (iaml.reference.Reference method) (iaml.stack.Stack method) (iaml.statistics.anova_statistic.ANOVAStatistic method) (iaml.statistics.cardinality_ratio_statistic.CardinalityRatioStatistic method) (iaml.statistics.category_cooccurrence_statistic.CategoryCooccurrenceStatistic method) (iaml.statistics.chi_square_statistic.ChiSquareStatistic method) (iaml.statistics.coef_variation_statistic.CoefVariationStatistic method) (iaml.statistics.correlation_with_target.CorrelationWithTargetStatistic method) (iaml.statistics.count.CountStatistic method) (iaml.statistics.data_type_summary_statistic.DataTypeSummaryStatistic method) (iaml.statistics.duplicate_row_statistic.DuplicateRowStatistic method) (iaml.statistics.effect_size_statistic.EffectSizeStatistic method) (iaml.statistics.entropy_statistic.EntropyStatistic method) (iaml.statistics.event_rate_statistic.EventRateStatistic method) (iaml.statistics.grouped_mean_statistic.GroupedMeanStatistic method) (iaml.statistics.iqr_statistic.IQRStatistic method) (iaml.statistics.kurtosis.KurtosisStatistic method) (iaml.statistics.mad_statistic.MADStatistic method) (iaml.statistics.mean.MeanStatistic method) (iaml.statistics.median_statistic.MedianStatistic method) (iaml.statistics.minmax.BoundStatistic method) (iaml.statistics.missing_rate_statistic.MissingRateStatistic method) (iaml.statistics.mode.ModeStatistic method) (iaml.statistics.most_frequent_ratio.MostFrequentRatioStatistic method) (iaml.statistics.outlier_count_iqr_statistic.OutlierCountIQRStatistic method) (iaml.statistics.quantile.QuantileStatistic method) (iaml.statistics.range.RangeStatistic method) (iaml.statistics.rare_category_rate.RareCategoryRateStatistic method) (iaml.statistics.skewness.SkewnessStatistic method) (iaml.statistics.stdev.StdevStatistic method) (iaml.statistics.summary_table_statistic.SummaryTableStatistic method) (iaml.statistics.time_by_group_statistic.TimeByGroupStatistic method) (iaml.statistics.time_summary_statistic.TimeSummaryStatistic method) (iaml.statistics.top_k_value_counts.TopKValueCountsStatistic method) (iaml.statistics.unique_count_statistic.UniqueCountStatistic method) (iaml.statistics.value_counts.ValueCountsStatistic method) (iaml.statistics.variance.VarianceStatistic method) (iaml.statistics.violin.ViolinStatistic method) (iaml.step.Step method)

_str__() (iaml.metrics.specificity_multilabel_metric.SpecificityMultilabelMetric method)

A

AccuracyMetric (class in iaml.metrics.accuracy_metric) ActAalenAdditiveFitter (class in iaml.actionables.predictors.survival.act_aalen_additive_model) ActAdaBoost (class in iaml.actionables.boosting.act_adaboost) ActAdaBoostRegressor (class in iaml.actionables.predictors.regressor.act_ada_boost_regressor) ActADASYN (class in iaml.actionables.imbalance.act_adasyn) ActARDRegression (class in iaml.actionables.predictors.regressor.act_ard_regression) ActBaggingClassifier (class in iaml.actionables.predictors.classifier.act_bagging_classifier) ActBernoulliNb (class in iaml.actionables.predictors.classifier.act_bernoulli_nb) ActBorderlineSMOTE (class in iaml.actionables.imbalance.act_borderline_smote) ActCatBoost (class in iaml.actionables.predictors.classifier.act_catboost_classifier) ActCatBoostRegressor (class in iaml.actionables.predictors.regressor.act_catboost_regressor) ActCategoricalImputer (class in iaml.actionables.cleaning.act_categorical_imputer) ActCategoryStringToNumeric (class in iaml.actionables.cleaning.act_encode_target_column) ActCoerceNumericStrings (class in iaml.actionables.features_precleaning.act_coerce_numeric_strings) ActComplementNB (class in iaml.actionables.predictors.classifier.act_complement_nb) ActComponentwiseGradientBoostingSurvivalAnalysis (class in iaml.actionables.predictors.survival.act_survival_component_wise_gboost) ActCountVectorizer (class in iaml.actionables.cleaning.act_count_vectorizer) ActCox (class in iaml.actionables.predictors.survival.act_cox) ActCoxnetSurvivalAnalysis (class in iaml.actionables.predictors.survival.act_coxnet_survival_analysis) ActCyclicalDateEncoding (class in iaml.actionables.features_preprocessing.act_cyclical_date_encoding) ActDateConverter (class in iaml.actionables.features_precleaning.act_date_converter) ActDecisionTreeClassifier (class in iaml.actionables.predictors.classifier.act_decision_tree_classifier) ActDecisionTreeRegressor (class in iaml.actionables.predictors.regressor.act_decision_tree_regressor) ActDropBadQualityRows (class in iaml.actionables.features_precleaning.act_drop_bad_quality_rows) ActDropCategoricalColumn (class in iaml.actionables.cleaning.act_drop_categorical_column) ActDropDateColumn (class in iaml.actionables.cleaning.act_drop_date_column) ActDropDuplicateRows (class in iaml.actionables.features_precleaning.act_drop_duplicate_rows) ActDropHighCardinalityCategorical (class in iaml.actionables.cleaning.act_drop_high_cardinality_categorical) ActDropHighMissingColumns (class in iaml.actionables.features_precleaning.act_drop_high_missing_columns) ActDropIdLikeColumns (class in iaml.actionables.features_precleaning.act_drop_id_like_columns) ActDropNumericalColumn (class in iaml.actionables.cleaning.act_drop_numerical_column) ActDropTextualColumn (class in iaml.actionables.cleaning.act_drop_textual_column) ActElasticNetRegressor (class in iaml.actionables.predictors.regressor.act_elastic_net_regressor) ActExtraSurvivalTrees (class in iaml.actionables.predictors.survival.act_extra_survival_trees) ActExtraTreesClassifier (class in iaml.actionables.predictors.classifier.act_extra_trees_classifier) ActExtraTreesRegressor (class in iaml.actionables.predictors.regressor.act_extra_trees_regressor) ActFastICA (class in iaml.actionables.features_preprocessing.act_fast_ica) ActFastSurvivalSVM (class in iaml.actionables.predictors.survival.act_fast_survival_svm) ActFeatureAgglomeration (class in iaml.actionables.features_preprocessing.act_feature_agglomeration) ActFrequencyEncoder (class in iaml.actionables.cleaning.act_frequency_encoder) ActGaussianNb (class in iaml.actionables.predictors.classifier.act_gaussian_nb) ActGaussianProcessRegressor (class in iaml.actionables.predictors.regressor.act_gaussian_process_regressor) ActGBoostRegressor (class in iaml.actionables.predictors.regressor.act_gboost_regressor) ActGradientBoostingSurvivalAnalysis (class in iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis) ActHashingVectorizer (class in iaml.actionables.cleaning.act_hashing_vectorizer) ActHistGradientBoostingClassifier (class in iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier) ActHistGradientBoostingRegressor (class in iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor) ActHuberRegressor (class in iaml.actionables.predictors.regressor.act_huber_regressor) Actionable (class in iaml.actionable) active_columns (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) active_workers_count (iaml.worker_manager.WorkerManager attribute) ActKBinsDiscretizer (class in iaml.actionables.features_preprocessing.act_k_bins_discretizer) ActKernelPCA (class in iaml.actionables.features_preprocessing.act_kernel_pca) ActKMeansFeatures (class in iaml.actionables.features_preprocessing.act_k_means_features) ActKNN (class in iaml.actionables.predictors.classifier.act_knn) ActKNNImputer (class in iaml.actionables.cleaning.act_knn_imputer) ActKNNRegressor (class in iaml.actionables.predictors.regressor.act_knn_regressor) ActLassoRegressor (class in iaml.actionables.predictors.regressor.act_lasso_regressor) ActLightGBMClassifier (class in iaml.actionables.predictors.classifier.act_light_gbm_classifier) ActLightGBMRegressor (class in iaml.actionables.predictors.regressor.act_light_gbm_regressor) ActLinearDiscriminantAnalysis (class in iaml.actionables.predictors.classifier.act_linear_discriminant_analysis) ActLinearRegression (class in iaml.actionables.predictors.regressor.act_linear_regression) ActLinearSVC (class in iaml.actionables.predictors.classifier.act_linear_svc) ActLogisticRegression (class in iaml.actionables.predictors.classifier.act_logistic_regression) ActLogTransformer (class in iaml.actionables.features_preprocessing.act_log_transformer) ActMaxAbsScaler (class in iaml.actionables.normalize.act_max_abs_scaler) ActMeanColumn (class in iaml.actionables.cleaning.act_mean_column) ActMICEForestImputer (class in iaml.actionables.cleaning.act_mice) ActMinMaxScaler (class in iaml.actionables.normalize.act_minmax_scaler) ActMissingCountFeature (class in iaml.actionables.cleaning.act_missing_count_feature) ActMissingIndicator (class in iaml.actionables.cleaning.act_missing_indicator) ActMLPClassifier (class in iaml.actionables.predictors.classifier.act_mlp_classifier) ActMLPRegressor (class in iaml.actionables.predictors.regressor.act_mlp_regressor) ActMultinomialNB (class in iaml.actionables.predictors.classifier.act_multinomial_nb) ActNearMiss (class in iaml.actionables.imbalance.act_near_miss) ActNormalizeColumnNames (class in iaml.actionables.features_precleaning.act_normalize_column_names) ActNormalizer (in module iaml.actionables.normalize.act_normalizer) ActNystroem (class in iaml.actionables.features_preprocessing.act_nystroem) ActOnehot (class in iaml.actionables.cleaning.act_onehot) ActOrdinalEncoder (class in iaml.actionables.cleaning.act_ordinal_encoder) ActPassiveAggressiveClassifier (class in iaml.actionables.predictors.classifier.act_passive_aggressive_classifier) ActPCA (class in iaml.actionables.features_preprocessing.act_pca) ActPermutationImportanceSelector (class in iaml.actionables.features_selection.act_permutation_importance_selector) ActPoissonRegressor (class in iaml.actionables.predictors.regressor.act_poisson_regressor)

ActPolynomialFeatures (class in iaml.actionables.features_preprocessing.act_polynomial_features) ActPowerTransformer (class in iaml.actionables.features_preprocessing.act_power_transformer) ActQuadraticDiscriminantAnalysis (class in iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis) ActQuantileRegressor (class in iaml.actionables.predictors.regressor.act_quantile_regressor) ActQuantileTransformer (class in iaml.actionables.features_preprocessing.act_quantile_transformer) ActRandomForest (class in iaml.actionables.predictors.classifier.act_randomforest) ActRandomForestRegressor (class in iaml.actionables.predictors.regressor.act_randomforest_regressor) ActRandomOverSampling (class in iaml.actionables.imbalance.act_random_over_sampling) ActRandomSurvivalForest (class in iaml.actionables.predictors.survival.act_random_survival_forest) ActRandomUnderSampler (class in iaml.actionables.imbalance.act_random_under_sampler) ActRANSACRegressor (class in iaml.actionables.predictors.regressor.act_ransac_regressor) ActRareCategoryGrouper (class in iaml.actionables.cleaning.act_rare_category_grouper) ActRBFSampler (class in iaml.actionables.features_preprocessing.act_rbf_sampler) ActRemoveHighCorrelatedColumn (class in iaml.actionables.features_selection.act_remove_high_correlated_column) ActRemoveLowVarianceColumn (class in iaml.actionables.features_selection.act_remove_low_variance_column) ActRFE (class in iaml.actionables.features_selection.act_rfe) ActRidgeClassifier (class in iaml.actionables.predictors.classifier.act_ridge_classifier) ActRidgeRegressor (class in iaml.actionables.predictors.regressor.act_ridge_regressor) ActRobustScaler (class in iaml.actionables.normalize.act_robust_scaler) ActSelectFromModel (class in iaml.actionables.features_selection.act_select_from_model) ActSelectKBest (class in iaml.actionables.features_selection.act_select_k_best) ActSelectPercentile (class in iaml.actionables.features_preprocessing.act_select_percentile) ActSentinelToNaN (class in iaml.actionables.features_precleaning.act_sentinel_to_na_n) ActSGDClassifier (class in iaml.actionables.predictors.classifier.act_sgd_classifier) ActSGDRegressor (class in iaml.actionables.predictors.regressor.act_sgd_regressor) ActSimpleImputer (class in iaml.actionables.cleaning.act_simple_imputer) ActSMOTE (class in iaml.actionables.imbalance.act_smote) ActSMOTEENN (class in iaml.actionables.imbalance.act_smoteenn) ActSMOTETomek (class in iaml.actionables.imbalance.act_smote_tomek) ActSparseRandomProjection (class in iaml.actionables.features_preprocessing.act_sparse_random_projection) ActSplitDate (class in iaml.actionables.cleaning.act_split_date) ActStandardScaler (class in iaml.actionables.normalize.act_standard_scaler) ActSurvivalTree (class in iaml.actionables.predictors.survival.act_survival_tree) ActSVMSVC (class in iaml.actionables.predictors.classifier.act_svm_svc) ActSVMSVR (class in iaml.actionables.predictors.regressor.act_svm_svr) ActTargetEncoder (class in iaml.actionables.cleaning.act_target_encoder) ActTextNormalizer (class in iaml.actionables.cleaning.act_text_normalizer) ActTfIdf (class in iaml.actionables.cleaning.act_tf_idf) ActTomekLinks (class in iaml.actionables.imbalance.act_tomek_links) ActTrimSpaces (class in iaml.actionables.features_precleaning.act_trim_space) ActTruncatedSVD (class in iaml.actionables.features_preprocessing.act_truncated_svd) ActUnitNormScaler (class in iaml.actionables.normalize.act_normalizer) ActVIFSelector (class in iaml.actionables.features_selection.act_vif_selector) ActWeibullAFT (class in iaml.actionables.predictors.survival.act_weibull_aft) ActWord2Vec (class in iaml.actionables.cleaning.act_word2vec) ActXGBoost (class in iaml.actionables.predictors.classifier.act_xgboost) ActXGBoostRegressor (class in iaml.actionables.predictors.regressor.act_xgboost_regressor) AdaptiveSpec (class in iaml.flow.model) add() (iaml.flow.model.GroupSpec method) add_cache() (iaml.step.Step method) add_cluster_label (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) add_distances (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) add_metric() (iaml.candidate.Candidate method) add_resample() (iaml.iaml_pipeline.IAMLPipeline method) add_stack() (iaml.candidate.Candidate method) add_step() (iaml.meta_explorer_step.MetaExplorerStep method) (iaml.metastep.MetaStep method) add_step_by_tag() (iaml.metastep.MetaStep method) add_steps() (iaml.metastep.MetaStep method) add_to_cache() (iaml.cache.Cache method) add_to_pipeline() (iaml.candidate.Candidate method) add_transform() (iaml.iaml_pipeline.IAMLPipeline method) affiliate() (iaml.core_dispatcher.CoreDispatcher method) alias (iaml.flow.model.Recipe attribute) (iaml.study_analyses.CompiledAnalysis attribute) all() (iaml.plots.shap_plot.ShapPlot class method) all_configurations() (iaml.iaml.IAML method) (iaml.metastep.MetaStep method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method) all_steps() (iaml.metastep.MetaStep method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method) all_subclasses() (iaml.metric.Metric class method) (iaml.statistic.Statistic class method) also_explore_without (iaml.meta_explorer_step.MetaExplorerStep attribute) (iaml.meta_partial_explorer_step.MetaPartialExplorerStep attribute) analyses_signature() (in module iaml.study_analyses) AnalysisCollection (class in iaml.flow.model) ANOVAStatistic (class in iaml.statistics.anova_statistic) args (iaml.worker_manager.WorkerFuture attribute) as_recipe() (in module iaml.flow.model) attach() (iaml.flow.model.Recipe method) available_cores (iaml.core_dispatcher.CoreDispatcher property) available_steps (iaml.step.Step attribute)

B

b64_image (iaml.plot.Plot property) backend (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT attribute) BalancedAccuracyMetric (class in iaml.metrics.balanced_accuracy_metric) BarPlot (class in iaml.plots.bar_plot) baseline() (iaml.iaml.IAML method) BayesianOptimizer (class in iaml.optimizers.bayesian_optimizer) bibliography() (iaml.candidate.Candidate method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.reference.Reference class method)

books (iaml.core_dispatcher.CoreDispatcher attribute) bound (iaml.statistics.minmax.BoundStatistic attribute) bound_to_compute (iaml.statistics.minmax.BoundStatistic attribute) BoundStatistic (class in iaml.statistics.minmax) BoxPlot (class in iaml.plots.box_plot) BrierScoreMetric (class in iaml.metrics.brier_score) build_training_audit() (iaml.candidate.Candidate method)

C

Cache (class in iaml.cache) cache_manager (iaml.timed_pool_executor.TimedPoolExecutor attribute) CacheManager (class in iaml.shared_cache) caches (iaml.step.Step property) CacheService (class in iaml.shared_cache) callback (iaml.logger.Logger attribute) callbacks (iaml.timed_pool_executor.TimedPoolExecutor attribute) can_be_disabled (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn attribute) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn attribute) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn attribute) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn attribute) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer attribute) (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer attribute) (iaml.sklearn_preprocessor.SklearnPreprocessor attribute) (iaml.step.Step attribute) Candidate (class in iaml.candidate) candidate (iaml.meta_explorer_step.MetaExplorerStep attribute) candidates (iaml.iaml.IAML attribute) canonical_statistics() (in module iaml.study_analyses) capture() (in module iaml.plot) cardinality_stats (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) CardinalityRatioStatistic (class in iaml.statistics.cardinality_ratio_statistic) CATEGORICAL (iaml.data_type.DataType attribute) categorical (iaml.flow.parameters.ParameterSpec attribute) categorical_columns (iaml.actionables.imbalance.act_adasyn.ActADASYN attribute) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE attribute) (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek attribute) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier attribute) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor attribute) categorical_fill_values (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer attribute) categorical_indices (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) categories (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute) CategoryCooccurrenceStatistic (class in iaml.statistics.category_cooccurrence_statistic) check_configuration() (iaml.step.Step method) check_pipeline() (iaml.iaml.IAML method) children (iaml.flow.model.GroupSpec attribute) (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) ChiSquareStatistic (class in iaml.statistics.chi_square_statistic) choice() (in module iaml.flow.model) ChoiceSpec (class in iaml.flow.model) chosen_candidate (iaml.iaml.IAML attribute) chosen_model (iaml.iaml.IAML property) classes_ (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost property) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost property) (iaml.predictor.Predictor property) ClassificationErrorMetric (class in iaml.metrics.classification_error_metric) ClassificationReportPlot (class in iaml.plots.classification_report_plot) ClassPredictionErrorPlot (class in iaml.plots.class_prediction_error_plot) clear() (iaml.step_cache.StepCache method) clone() (iaml.flow.model.Recipe method) CoefVariationStatistic (class in iaml.statistics.coef_variation_statistic) column_to_encode (iaml.actionables.cleaning.act_encode_target_column.ActCategoryStringToNumeric attribute) columns (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer attribute) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer attribute) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder attribute) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer attribute) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer attribute) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn attribute) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer attribute) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature attribute) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator attribute) (iaml.actionables.cleaning.act_onehot.ActOnehot attribute) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper attribute) (iaml.actionables.cleaning.act_split_date.ActSplitDate attribute) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder attribute) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer attribute) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf attribute) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec attribute) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings attribute) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter attribute) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames attribute) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding attribute) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA attribute) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer attribute) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer attribute) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection attribute) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD attribute) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector attribute) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler attribute) (iaml.actionables.normalize.act_minmax_scaler.ActMinMaxScaler attribute) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler attribute) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler attribute) (iaml.actionables.normalize.act_standard_scaler.ActStandardScaler attribute) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier attribute) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB attribute) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier attribute) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier attribute) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier attribute) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier attribute) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC attribute) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier attribute) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest attribute) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier attribute) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier attribute) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor attribute) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor attribute) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor attribute) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor attribute) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor attribute) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor attribute) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor attribute) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor attribute) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor attribute) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor attribute) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor attribute) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM attribute) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT attribute) columns_to_check (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows attribute) columns_to_drop (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn attribute) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn attribute) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn attribute) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn attribute) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns attribute) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns attribute) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) columns_to_hash (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) columns_types (iaml.dataset.Dataset attribute) compile_analyses() (in module iaml.study_analyses) compile_metrics() (in module iaml.study_analyses) compile_pipeline() (in module iaml.flow.compiler) CompiledAnalysis (class in iaml.study_analyses) component (iaml.flow.model.ComponentSpec attribute) (iaml.study_analyses.CompiledAnalysis attribute) component_kind() (in module iaml.flow.model) component_names (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA attribute) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection attribute) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD attribute) ComponentSpec (class in iaml.flow.model) compute() (iaml.explainers.KernelSHAP method) (iaml.metric.Metric method) (iaml.metric_plot.MetricPlot method) (iaml.metrics.accuracy_metric.AccuracyMetric method) (iaml.metrics.balanced_accuracy_metric.BalancedAccuracyMetric method) (iaml.metrics.brier_score.BrierScoreMetric method) (iaml.metrics.classification_error_metric.ClassificationErrorMetric method) (iaml.metrics.concordance_index_ipcw.ConcordanceIndexIPCWMetric method) (iaml.metrics.concordance_index_metric.ConcordanceIndexMetric method) (iaml.metrics.cumulative_dynamic_auc.CumulativeDynamicAUCMetric method) (iaml.metrics.f1_score_metric.F1ScoreMetric method) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric method) (iaml.metrics.integrated_brier_score_loss.IntegratedBrierScoreLossMetric method) (iaml.metrics.mean_absolute_error_metric.MeanAbsoluteErrorMetric method) (iaml.metrics.mean_squared_error_metric.MeanSquaredErrorMetric method) (iaml.metrics.mean_squared_log_error_metric.MeanSquaredLogErrorMetric method) (iaml.metrics.median_absolute_error_metric.MedianAbsoluteErrorMetric method) (iaml.metrics.precision_metric.PrecisionMetric method) (iaml.metrics.r2_score_metric.R2ScoreMetric method) (iaml.metrics.recall_metric.RecallMetric method) (iaml.metrics.roc_auc_metric.RocAucMetric method) (iaml.metrics.specificity_metric.SpecificityMetric method) (iaml.metrics.specificity_multiclass_metric.SpecificityMulticlassMetric method) (iaml.metrics.specificity_multilabel_metric.SpecificityMultilabelMetric method) (iaml.plot.Plot method) (iaml.plot.StatisticPlot method) (iaml.plots.bar_plot.BarPlot method) (iaml.plots.box_plot.BoxPlot method) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot method) (iaml.plots.cumulative_hazard_plot.CumulativeHazardModelComparisonPlot method) (iaml.plots.density_plot.DensityPlot method) (iaml.plots.histogram_plot.HistogramPlot method) (iaml.plots.kaplan_meier_comparison_plot.KaplanMeierModelComparisonPlot method) (iaml.plots.line_plot.LinePlot method) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot method) (iaml.plots.outlier_plot.OutlierPlot method) (iaml.plots.pair_plot.PairPlot method) (iaml.plots.precision_recall_curve_plot.PrecisionRecallCurvePlot method) (iaml.plots.qq_plot.QQPlot method) (iaml.plots.roc_dynamique_curve_plot.ROCDynamiqueCurvePlot method) (iaml.plots.rocauc_plot.ROCAUCPlot method) (iaml.plots.target_distribution_plot.TargetDistributionPlot method) (iaml.plots.violin_plot.ViolinPlot method) (iaml.statistic.Statistic method) (iaml.statistics.anova_statistic.ANOVAStatistic method) (iaml.statistics.cardinality_ratio_statistic.CardinalityRatioStatistic method) (iaml.statistics.category_cooccurrence_statistic.CategoryCooccurrenceStatistic method) (iaml.statistics.chi_square_statistic.ChiSquareStatistic method) (iaml.statistics.coef_variation_statistic.CoefVariationStatistic method) (iaml.statistics.correlation_with_target.CorrelationWithTargetStatistic method) (iaml.statistics.count.CountStatistic method) (iaml.statistics.data_type_summary_statistic.DataTypeSummaryStatistic method) (iaml.statistics.duplicate_row_statistic.DuplicateRowStatistic method) (iaml.statistics.effect_size_statistic.EffectSizeStatistic method) (iaml.statistics.entropy_statistic.EntropyStatistic method) (iaml.statistics.event_rate_statistic.EventRateStatistic method) (iaml.statistics.grouped_mean_statistic.GroupedMeanStatistic method) (iaml.statistics.iqr_statistic.IQRStatistic method) (iaml.statistics.kurtosis.KurtosisStatistic method) (iaml.statistics.mad_statistic.MADStatistic method) (iaml.statistics.mean.MeanStatistic method) (iaml.statistics.median_statistic.MedianStatistic method) (iaml.statistics.minmax.BoundStatistic method) (iaml.statistics.missing_rate_statistic.MissingRateStatistic method) (iaml.statistics.mode.ModeStatistic method) (iaml.statistics.most_frequent_ratio.MostFrequentRatioStatistic method) (iaml.statistics.outlier_count_iqr_statistic.OutlierCountIQRStatistic method) (iaml.statistics.quantile.QuantileStatistic method) (iaml.statistics.range.RangeStatistic method) (iaml.statistics.rare_category_rate.RareCategoryRateStatistic method) (iaml.statistics.skewness.SkewnessStatistic method) (iaml.statistics.stdev.StdevStatistic method) (iaml.statistics.summary_table_statistic.SummaryTableStatistic method) (iaml.statistics.time_by_group_statistic.TimeByGroupStatistic method) (iaml.statistics.time_summary_statistic.TimeSummaryStatistic method) (iaml.statistics.top_k_value_counts.TopKValueCountsStatistic method) (iaml.statistics.unique_count_statistic.UniqueCountStatistic method) (iaml.statistics.value_counts.ValueCountsStatistic method) (iaml.statistics.variance.VarianceStatistic method) (iaml.statistics.violin.ViolinStatistic method)

compute_explanations() (in module iaml.study_analyses) compute_statistics() (in module iaml.study_analyses) computed_metrics (iaml.candidate.Candidate attribute) ConcordanceIndexIPCWMetric (class in iaml.metrics.concordance_index_ipcw) ConcordanceIndexMetric (class in iaml.metrics.concordance_index_metric) conf_to_rich_str_list() (iaml.metastep.MetaStep method) (iaml.step.Step method) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch method) config (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) configuration (iaml.actionables.boosting.act_adaboost.ActAdaBoost attribute) (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer attribute) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer attribute) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn attribute) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder attribute) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer attribute) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer attribute) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn attribute) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer attribute) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature attribute) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator attribute) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper attribute) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder attribute) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer attribute) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings attribute) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter attribute) (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows attribute) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows attribute) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns attribute) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns attribute) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames attribute) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces attribute) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding attribute) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA attribute) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration attribute) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA attribute) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer attribute) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem attribute) (iaml.actionables.features_preprocessing.act_pca.ActPCA attribute) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures attribute) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer attribute) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer attribute) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler attribute) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile attribute) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection attribute) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD attribute) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn attribute) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector attribute) (iaml.actionables.imbalance.act_adasyn.ActADASYN attribute) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE attribute) (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler attribute) (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek attribute) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler attribute) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler attribute) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler attribute) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier attribute) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb attribute) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost attribute) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB attribute) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier attribute) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier attribute) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb attribute) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier attribute) (iaml.actionables.predictors.classifier.act_knn.ActKNN attribute) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier attribute) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC attribute) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression attribute) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier attribute) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB attribute) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier attribute) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest attribute) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier attribute) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier attribute) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC attribute) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost attribute) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression attribute) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor attribute) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor attribute) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor attribute) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor attribute) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor attribute) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor attribute) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor attribute) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor attribute) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor attribute) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor attribute) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor attribute) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor attribute) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor attribute) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor attribute) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor attribute) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor attribute) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR attribute) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor attribute) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter attribute) (iaml.actionables.predictors.survival.act_cox.ActCox attribute) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees attribute) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM attribute) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest attribute) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree attribute) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT attribute) (iaml.sklearn_preprocessor.SklearnPreprocessor attribute) (iaml.stack.Stack attribute) (iaml.step.Step attribute) (iaml.study_analyses.CompiledAnalysis attribute) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch attribute) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch attribute) configure() (iaml.cache.Cache method) (iaml.flow.model.ComponentSpec method) (iaml.flow.model.Selection method) (iaml.step.Step method) configure_all() (iaml.iaml.IAML method) configure_child() (iaml.step.Step method) configure_parents() (iaml.metastep.MetaStep method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method) configure_prediction_requirements() (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC method) ConfusionMatrixPlot (class in iaml.plots.confusion_matrix_plot) console (iaml.logger.Logger attribute) Const (class in iaml.flow.parameters) copy() (iaml.dataset.Dataset method) (iaml.iaml_pipeline.IAMLPipeline method) copy_statistics() (in module iaml.study_analyses) CoreDispatcher (class in iaml.core_dispatcher) CorrelationHeatmapPlot (class in iaml.plots.correlation_heatmap_plot) CorrelationWithTargetStatistic (class in iaml.statistics.correlation_with_target) count_iterations (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) count_steps() (iaml.metastep.MetaStep method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch method) count_to_compute (iaml.statistics.count.CountStatistic attribute) CountStatistic (class in iaml.statistics.count) CumulativeDynamicAUCMetric (class in iaml.metrics.cumulative_dynamic_auc) CumulativeHazardModelComparisonPlot (class in iaml.plots.cumulative_hazard_plot) current_iteration (iaml.optimizers.bayesian_optimizer.BayesianOptimizer attribute) (iaml.optimizers.random_optimizer.RandomOptimizer attribute) current_value() (iaml.wrapper.wrap_iterative_gridsearch.GridIteration method)

D

daemons_collectors (iaml.timed_pool_executor.TimedPoolExecutor attribute) data (iaml.flow.inspection.RecipeReport attribute) Dataset (class in iaml.dataset) dataset (iaml.candidate.Candidate attribute) (iaml.iaml.IAML property) DataType (class in iaml.data_type) DataTypeSummaryStatistic (class in iaml.statistics.data_type_summary_statistic) DATE (iaml.data_type.DataType attribute) debug (iaml.timed_pool_executor.TimedPoolExecutor attribute) decision_function() (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.predictor.Predictor method) decline() (iaml.dataset.Dataset method) default() (iaml.flow.model.PipelineSpec class method) default_configuration() (iaml.step.Step method) default_pipeline() (iaml.iaml.IAML method) default_spec() (in module iaml.flow.compiler) DensityPlot (class in iaml.plots.density_plot) describe() (iaml.flow.model.Recipe method) (iaml.iaml.IAML method) (in module iaml.flow.inspection) describe_metrics() (iaml.candidate.Candidate method) describe_steps() (iaml.candidate.Candidate method) description (iaml.metastep.MetaStep attribute) (iaml.metric.Metric property) (iaml.plot.Plot attribute) (iaml.plots.bar_plot.BarPlot attribute) (iaml.plots.box_plot.BoxPlot attribute) (iaml.plots.class_prediction_error_plot.ClassPredictionErrorPlot attribute) (iaml.plots.classification_report_plot.ClassificationReportPlot attribute) (iaml.plots.confusion_matrix_plot.ConfusionMatrixPlot attribute) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot attribute) (iaml.plots.cumulative_hazard_plot.CumulativeHazardModelComparisonPlot attribute) (iaml.plots.density_plot.DensityPlot attribute) (iaml.plots.histogram_plot.HistogramPlot attribute) (iaml.plots.kaplan_meier_comparison_plot.KaplanMeierModelComparisonPlot attribute) (iaml.plots.line_plot.LinePlot attribute) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot attribute) (iaml.plots.outlier_plot.OutlierPlot attribute) (iaml.plots.pair_plot.PairPlot attribute) (iaml.plots.precision_recall_curve_plot.PrecisionRecallCurvePlot attribute) (iaml.plots.prediction_error_plot.PredictionErrorPlot attribute) (iaml.plots.qq_plot.QQPlot attribute) (iaml.plots.residual_plot.ResidualsPlot attribute) (iaml.plots.roc_dynamique_curve_plot.ROCDynamiqueCurvePlot attribute) (iaml.plots.rocauc_plot.ROCAUCPlot attribute) (iaml.plots.target_distribution_plot.TargetDistributionPlot attribute) (iaml.plots.violin_plot.ViolinPlot attribute) (iaml.statistic.Statistic property) (iaml.step.Step property)

description_long (iaml.metastep.MetaStep attribute) (iaml.metric.Metric property) (iaml.statistic.Statistic property) (iaml.step.Step property) descriptive_statistics (iaml.iaml.IAML attribute) diff() (iaml.flow.model.Recipe method) (in module iaml.flow.inspection) disable() (iaml.cache.Cache method) (iaml.shared_cache.CacheService method) distance_feature_names (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) distance_mode (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) domain (iaml.flow.parameters.ParameterSpec attribute) done() (iaml.wrapper.wrap_iterative_gridsearch.GridIteration method) drop_original (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding attribute) drop_reasons (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns attribute) duplicate_count (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows attribute) duplicate_ratio (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows attribute) DuplicateRowStatistic (class in iaml.statistics.duplicate_row_statistic) duration (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute)

E

EffectSizeStatistic (class in iaml.statistics.effect_size_statistic) enable (iaml.metastep.MetaStep property) (iaml.step.Step property) enable() (iaml.cache.Cache method) (iaml.shared_cache.CacheService method) enabled (iaml.plot.StatisticPlot attribute) encoder (iaml.actionables.cleaning.act_onehot.ActOnehot attribute) encoding_plan (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding attribute) encodings (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder attribute) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder attribute) EntropyStatistic (class in iaml.statistics.entropy_statistic) ERROR (iaml.logger.LogType attribute) error() (iaml.logger.Logger method) estimator (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) estimator_type (iaml.iaml_pipeline.IAMLPipeline property) evaluate() (iaml.candidate.Candidate method) evaluation_context_signature() (iaml.candidate.Candidate method) evaluation_report (iaml.candidate.Candidate attribute) evaluator (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch attribute) (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch attribute)

EventRateStatistic (class in iaml.statistics.event_rate_statistic) excluded (iaml.flow.model.GroupSpec attribute) executor (iaml.iaml.IAML attribute) (iaml.worker_manager.WorkerManager attribute) explain() (iaml.candidate.Candidate method) (iaml.metric.Metric method) (iaml.stack.Stack method) (iaml.statistic.Statistic method) (iaml.step.Step method) explain_feature_importance() (iaml.candidate.Candidate method) explain_model() (iaml.iaml_pipeline.IAMLPipeline method) explain_model_performance() (iaml.candidate.Candidate method) Explanation (class in iaml.explanation) explanation_definitions (iaml.candidate.Candidate attribute) explanation_report (iaml.candidate.Candidate attribute) explanations (iaml.iaml.IAML property) (iaml.iaml_pipeline.IAMLPipeline property) (iaml.step.Step attribute) explanations() (in module iaml.flow.model) explicit_domain (iaml.flow.parameters.ParameterSpec attribute)

F

F1ScoreMetric (class in iaml.metrics.f1_score_metric) fallback_values (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder attribute) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder attribute) feature_columns (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler attribute) feature_name (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature attribute) feature_prefix (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) features (iaml.dataset.Dataset property) features_importance() (iaml.explanation.Explanation method) fill_values (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer attribute) find_all() (iaml.flow.model.Recipe method) find_steps_by_tag() (in module iaml.decorators.is_step) fingerprint() (iaml.candidate.Candidate method) (iaml.dataset.Dataset method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.step.Step method) (iaml.void_step.VoidStep method) finished (iaml.optimizers.bayesian_optimizer.BayesianOptimizer property) (iaml.optimizers.genetic_optimizer.GeneticOptimizer property) (iaml.optimizers.optimizer.Optimizer property) (iaml.optimizers.random_optimizer.RandomOptimizer property) finished_run (iaml.timed_pool_executor.TimedPoolExecutor attribute) first_candidate_pool (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) first_candidates (iaml.optimizers.random_optimizer.RandomOptimizer attribute) first_step (iaml.iaml.IAML attribute) fit() (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer method) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer method) (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn method) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn method) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical method) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn method) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn method) (iaml.actionables.cleaning.act_encode_target_column.ActCategoryStringToNumeric method) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder method) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer method) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer method) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn method) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature method) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator method) (iaml.actionables.cleaning.act_onehot.ActOnehot method) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder method) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper method) (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer method) (iaml.actionables.cleaning.act_split_date.ActSplitDate method) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder method) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer method) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf method) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec method) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings method) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter method) (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows method) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows method) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns method) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns method) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames method) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN method) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces method) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding method) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA method) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration method) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer method) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures method) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA method) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer method) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem method) (iaml.actionables.features_preprocessing.act_pca.ActPCA method) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures method) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer method) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer method) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler method) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile method) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection method) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD method) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn method) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn method) (iaml.actionables.features_selection.act_rfe.ActRFE method) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel method) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest method) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector method) (iaml.actionables.imbalance.act_adasyn.ActADASYN method) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE method) (iaml.actionables.imbalance.act_near_miss.ActNearMiss method) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling method) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler method) (iaml.actionables.imbalance.act_smote.ActSMOTE method) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek method) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN method) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks method) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler method) (iaml.actionables.normalize.act_minmax_scaler.ActMinMaxScaler method) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler method) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler method) (iaml.actionables.normalize.act_standard_scaler.ActStandardScaler method) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier method) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb method) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost method) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB method) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier method) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier method) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb method) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_knn.ActKNN method) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier method) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis method) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC method) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression method) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier method) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis method) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest method) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC method) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost method) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor method) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression method) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor method) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor method) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor method) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor method) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor method) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor method) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor method) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor method) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor method) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor method) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor method) (iaml.actionables.predictors.regressor.act_linear_regression.ActLinearRegression method) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor method) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor method) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor method) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor method) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor method) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor method) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor method) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR method) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor method) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter method) (iaml.actionables.predictors.survival.act_cox.ActCox method) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees method) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM method) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest method) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.iaml.IAML method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.sklearn_preprocessor.SklearnPreprocessor method) (iaml.step.Step method)

fit_transform() (iaml.iaml_pipeline.IAMLPipeline method) fix_survival() (iaml.dataset.Dataset class method) fix_y_survival() (iaml.dataset.Dataset class method) fixed (iaml.flow.parameters.ParameterSpec attribute) Float (class in iaml.flow.parameters) fold_metrics (iaml.candidate.Candidate attribute) freeze() (iaml.flow.model.GroupSpec method) from_cache() (iaml.cache.Cache method) (iaml.step.Step method) from_pipeline() (iaml.metastep.MetaStep class method) (iaml.step.Step class method) (iaml.step_wrapper.StepWrapper class method) (iaml.void_step.VoidStep class method)

G

generation_count (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) GeneticOptimizer (class in iaml.optimizers.genetic_optimizer) get() (iaml.shared_cache.CacheService method) (iaml.step_cache.StepCache method) get_columns_names_by_type() (iaml.dataset.Dataset method) get_config() (iaml.step.Step method) get_descriptive_statistics() (iaml.iaml.IAML method) get_main_metric() (iaml.candidate.Candidate method) get_main_metric_score() (iaml.candidate.Candidate method) get_main_metric_value() (iaml.candidate.Candidate method) get_params() (iaml.predictor.Predictor method) get_refs() (iaml.metric.Metric class method) (iaml.statistic.Statistic class method) global_mean (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder attribute) go_deeper() (iaml.wrapper.wrap_iterative_gridsearch.GridIteration method) greater_is_better (iaml.metric.Metric attribute) (iaml.metrics.brier_score.BrierScoreMetric attribute) (iaml.metrics.classification_error_metric.ClassificationErrorMetric attribute) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric attribute) (iaml.metrics.integrated_brier_score_loss.IntegratedBrierScoreLossMetric attribute) (iaml.metrics.mean_absolute_error_metric.MeanAbsoluteErrorMetric attribute) (iaml.metrics.mean_squared_error_metric.MeanSquaredErrorMetric attribute) (iaml.metrics.mean_squared_log_error_metric.MeanSquaredLogErrorMetric attribute) (iaml.metrics.median_absolute_error_metric.MedianAbsoluteErrorMetric attribute)

GridIteration (class in iaml.wrapper.wrap_iterative_gridsearch) group_by_feature (iaml.plot.StatisticPlot attribute) (iaml.plots.bar_plot.BarPlot attribute) (iaml.plots.box_plot.BoxPlot attribute) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot attribute) (iaml.plots.density_plot.DensityPlot attribute) (iaml.plots.histogram_plot.HistogramPlot attribute) (iaml.plots.line_plot.LinePlot attribute) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot attribute) (iaml.plots.outlier_plot.OutlierPlot attribute) (iaml.plots.pair_plot.PairPlot attribute) (iaml.plots.qq_plot.QQPlot attribute) (iaml.plots.target_distribution_plot.TargetDistributionPlot attribute) (iaml.plots.violin_plot.ViolinPlot attribute) GroupedMeanStatistic (class in iaml.statistics.grouped_mean_statistic) GroupSpec (class in iaml.flow.model)

H

has_finite_range() (in module iaml.search_policy) has_groups (iaml.dataset.Dataset property) hash_bins (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) hash_dataset() (in module iaml.cache_keys) hash_df() (in module iaml.cache_keys)

hash_evaluation_context() (in module iaml.cache_keys) hash_key (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) have_model (iaml.iaml_pipeline.IAMLPipeline property) high (iaml.flow.parameters.Float attribute) (iaml.flow.parameters.Int attribute) HistogramPlot (class in iaml.plots.histogram_plot)

I

iaml module IAML (class in iaml.iaml) iaml.actionable module iaml.actionables module iaml.actionables.boosting module iaml.actionables.boosting.act_adaboost module iaml.actionables.cleaning module iaml.actionables.cleaning.act_categorical_imputer module iaml.actionables.cleaning.act_count_vectorizer module iaml.actionables.cleaning.act_drop_categorical_column module iaml.actionables.cleaning.act_drop_date_column module iaml.actionables.cleaning.act_drop_high_cardinality_categorical module iaml.actionables.cleaning.act_drop_numerical_column module iaml.actionables.cleaning.act_drop_textual_column module iaml.actionables.cleaning.act_encode_target_column module iaml.actionables.cleaning.act_frequency_encoder module iaml.actionables.cleaning.act_hashing_vectorizer module iaml.actionables.cleaning.act_knn_imputer module iaml.actionables.cleaning.act_mean_column module iaml.actionables.cleaning.act_mice module iaml.actionables.cleaning.act_missing_count_feature module iaml.actionables.cleaning.act_missing_indicator module iaml.actionables.cleaning.act_onehot module iaml.actionables.cleaning.act_ordinal_encoder module iaml.actionables.cleaning.act_rare_category_grouper module iaml.actionables.cleaning.act_simple_imputer module iaml.actionables.cleaning.act_split_date module iaml.actionables.cleaning.act_target_encoder module iaml.actionables.cleaning.act_text_normalizer module iaml.actionables.cleaning.act_tf_idf module iaml.actionables.cleaning.act_word2vec module iaml.actionables.features_precleaning module iaml.actionables.features_precleaning.act_coerce_numeric_strings module iaml.actionables.features_precleaning.act_date_converter module iaml.actionables.features_precleaning.act_drop_bad_quality_rows module iaml.actionables.features_precleaning.act_drop_duplicate_rows module iaml.actionables.features_precleaning.act_drop_high_missing_columns module iaml.actionables.features_precleaning.act_drop_id_like_columns module iaml.actionables.features_precleaning.act_normalize_column_names module iaml.actionables.features_precleaning.act_sentinel_to_na_n module iaml.actionables.features_precleaning.act_trim_space module iaml.actionables.features_preprocessing module iaml.actionables.features_preprocessing.act_cyclical_date_encoding module iaml.actionables.features_preprocessing.act_fast_ica module iaml.actionables.features_preprocessing.act_feature_agglomeration module iaml.actionables.features_preprocessing.act_k_bins_discretizer module iaml.actionables.features_preprocessing.act_k_means_features module iaml.actionables.features_preprocessing.act_kernel_pca module iaml.actionables.features_preprocessing.act_log_transformer module iaml.actionables.features_preprocessing.act_nystroem module iaml.actionables.features_preprocessing.act_pca module iaml.actionables.features_preprocessing.act_polynomial_features module iaml.actionables.features_preprocessing.act_power_transformer module iaml.actionables.features_preprocessing.act_quantile_transformer module iaml.actionables.features_preprocessing.act_rbf_sampler module iaml.actionables.features_preprocessing.act_select_percentile module iaml.actionables.features_preprocessing.act_sparse_random_projection module iaml.actionables.features_preprocessing.act_truncated_svd module iaml.actionables.features_selection module iaml.actionables.features_selection.act_permutation_importance_selector module iaml.actionables.features_selection.act_remove_high_correlated_column module iaml.actionables.features_selection.act_remove_low_variance_column module iaml.actionables.features_selection.act_rfe module iaml.actionables.features_selection.act_select_from_model module iaml.actionables.features_selection.act_select_k_best module iaml.actionables.features_selection.act_vif_selector module iaml.actionables.imbalance module iaml.actionables.imbalance.act_adasyn module iaml.actionables.imbalance.act_borderline_smote module iaml.actionables.imbalance.act_near_miss module iaml.actionables.imbalance.act_random_over_sampling module iaml.actionables.imbalance.act_random_under_sampler module iaml.actionables.imbalance.act_smote module iaml.actionables.imbalance.act_smote_tomek module iaml.actionables.imbalance.act_smoteenn module iaml.actionables.imbalance.act_tomek_links module iaml.actionables.normalize module iaml.actionables.normalize.act_max_abs_scaler module iaml.actionables.normalize.act_minmax_scaler module iaml.actionables.normalize.act_normalizer module iaml.actionables.normalize.act_robust_scaler module iaml.actionables.normalize.act_standard_scaler module iaml.actionables.predictors module iaml.actionables.predictors.classifier module iaml.actionables.predictors.classifier.act_bagging_classifier module iaml.actionables.predictors.classifier.act_bernoulli_nb module iaml.actionables.predictors.classifier.act_catboost_classifier module iaml.actionables.predictors.classifier.act_complement_nb module iaml.actionables.predictors.classifier.act_decision_tree_classifier module iaml.actionables.predictors.classifier.act_extra_trees_classifier module iaml.actionables.predictors.classifier.act_gaussian_nb module iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier module iaml.actionables.predictors.classifier.act_knn module iaml.actionables.predictors.classifier.act_light_gbm_classifier module iaml.actionables.predictors.classifier.act_linear_discriminant_analysis module iaml.actionables.predictors.classifier.act_linear_svc module iaml.actionables.predictors.classifier.act_logistic_regression module iaml.actionables.predictors.classifier.act_mlp_classifier module iaml.actionables.predictors.classifier.act_multinomial_nb module iaml.actionables.predictors.classifier.act_passive_aggressive_classifier module iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis module iaml.actionables.predictors.classifier.act_randomforest module iaml.actionables.predictors.classifier.act_ridge_classifier module iaml.actionables.predictors.classifier.act_sgd_classifier module iaml.actionables.predictors.classifier.act_svm_svc module iaml.actionables.predictors.classifier.act_xgboost module iaml.actionables.predictors.regressor module iaml.actionables.predictors.regressor.act_ada_boost_regressor module iaml.actionables.predictors.regressor.act_ard_regression module iaml.actionables.predictors.regressor.act_catboost_regressor module iaml.actionables.predictors.regressor.act_decision_tree_regressor module iaml.actionables.predictors.regressor.act_elastic_net_regressor module iaml.actionables.predictors.regressor.act_extra_trees_regressor module iaml.actionables.predictors.regressor.act_gaussian_process_regressor module iaml.actionables.predictors.regressor.act_gboost_regressor module iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor module iaml.actionables.predictors.regressor.act_huber_regressor module iaml.actionables.predictors.regressor.act_knn_regressor module iaml.actionables.predictors.regressor.act_lasso_regressor module iaml.actionables.predictors.regressor.act_light_gbm_regressor module iaml.actionables.predictors.regressor.act_linear_regression module iaml.actionables.predictors.regressor.act_mlp_regressor module iaml.actionables.predictors.regressor.act_poisson_regressor module iaml.actionables.predictors.regressor.act_quantile_regressor module iaml.actionables.predictors.regressor.act_randomforest_regressor module iaml.actionables.predictors.regressor.act_ransac_regressor module iaml.actionables.predictors.regressor.act_ridge_regressor module iaml.actionables.predictors.regressor.act_sgd_regressor module iaml.actionables.predictors.regressor.act_svm_svr module iaml.actionables.predictors.regressor.act_xgboost_regressor module iaml.actionables.predictors.survival module iaml.actionables.predictors.survival.act_aalen_additive_model module iaml.actionables.predictors.survival.act_cox module iaml.actionables.predictors.survival.act_coxnet_survival_analysis module iaml.actionables.predictors.survival.act_extra_survival_trees module iaml.actionables.predictors.survival.act_fast_survival_svm module iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis module iaml.actionables.predictors.survival.act_random_survival_forest module iaml.actionables.predictors.survival.act_survival_component_wise_gboost module iaml.actionables.predictors.survival.act_survival_tree module iaml.actionables.predictors.survival.act_survival_xgboost module iaml.actionables.predictors.survival.act_weibull_aft module iaml.cache module iaml.cache_keys module iaml.candidate module iaml.core_dispatcher module iaml.data_type module iaml.dataset module iaml.decorators module iaml.decorators.all module

iaml.decorators.is_step module iaml.decorators.runner module iaml.explainers module iaml.explanation module iaml.flow module iaml.flow.compiler module iaml.flow.inspection module iaml.flow.model module iaml.flow.parameters module iaml.iaml module iaml.iaml_pipeline module iaml.logger module iaml.meta_explorer_step module iaml.meta_ordered_step module iaml.meta_partial_explorer_step module iaml.meta_singleton module iaml.metastep module iaml.metric module iaml.metric_plot module iaml.metrics module iaml.metrics.accuracy_metric module iaml.metrics.balanced_accuracy_metric module iaml.metrics.brier_score module iaml.metrics.classification_error_metric module iaml.metrics.concordance_index_ipcw module iaml.metrics.concordance_index_metric module iaml.metrics.cumulative_dynamic_auc module iaml.metrics.f1_score_metric module iaml.metrics.integrated_brier_score module iaml.metrics.integrated_brier_score_loss module iaml.metrics.mean_absolute_error_metric module iaml.metrics.mean_squared_error_metric module iaml.metrics.mean_squared_log_error_metric module iaml.metrics.median_absolute_error_metric module iaml.metrics.precision_metric module iaml.metrics.r2_score_metric module iaml.metrics.recall_metric module iaml.metrics.roc_auc_metric module iaml.metrics.specificity_metric module iaml.metrics.specificity_multiclass_metric module iaml.metrics.specificity_multilabel_metric module iaml.optimizers module iaml.optimizers.bayesian_optimizer module iaml.optimizers.genetic_optimizer module iaml.optimizers.optimizer module iaml.optimizers.random_optimizer module iaml.plot module iaml.plots module iaml.plots.bar_plot module iaml.plots.box_plot module iaml.plots.class_prediction_error_plot module iaml.plots.classification_report_plot module iaml.plots.confusion_matrix_plot module iaml.plots.correlation_heatmap_plot module iaml.plots.cumulative_hazard_plot module iaml.plots.density_plot module iaml.plots.histogram_plot module iaml.plots.kaplan_meier_comparison_plot module iaml.plots.line_plot module iaml.plots.missingness_heatmap_plot module iaml.plots.outlier_plot module iaml.plots.pair_plot module iaml.plots.precision_recall_curve_plot module iaml.plots.prediction_error_plot module iaml.plots.qq_plot module iaml.plots.residual_plot module iaml.plots.roc_dynamique_curve_plot module iaml.plots.rocauc_plot module iaml.plots.shap_plot module iaml.plots.target_distribution_plot module iaml.plots.violin_plot module iaml.predictor module iaml.reference module iaml.search_policy module iaml.shared_cache module iaml.sklearn_preprocessor module iaml.splitters module iaml.splitters.kfold_splitter module iaml.splitters.random_splitter module iaml.stack module iaml.statistic module iaml.statistics module iaml.statistics.anova_statistic module iaml.statistics.cardinality_ratio_statistic module iaml.statistics.category_cooccurrence_statistic module iaml.statistics.chi_square_statistic module iaml.statistics.coef_variation_statistic module iaml.statistics.correlation_with_target module iaml.statistics.count module iaml.statistics.data_type_summary_statistic module iaml.statistics.duplicate_row_statistic module iaml.statistics.effect_size_statistic module iaml.statistics.entropy_statistic module iaml.statistics.event_rate_statistic module iaml.statistics.grouped_mean_statistic module iaml.statistics.iqr_statistic module iaml.statistics.kurtosis module iaml.statistics.mad_statistic module iaml.statistics.mean module iaml.statistics.median_statistic module iaml.statistics.minmax module iaml.statistics.missing_rate_statistic module iaml.statistics.mode module iaml.statistics.most_frequent_ratio module iaml.statistics.outlier_count_iqr_statistic module iaml.statistics.quantile module iaml.statistics.range module iaml.statistics.rare_category_rate module iaml.statistics.skewness module iaml.statistics.stdev module iaml.statistics.summary_table_statistic module iaml.statistics.time_by_group_statistic module iaml.statistics.time_summary_statistic module iaml.statistics.top_k_value_counts module iaml.statistics.unique_count_statistic module iaml.statistics.value_counts module iaml.statistics.variance module iaml.statistics.violin module iaml.step module iaml.step_cache module iaml.step_wrapper module iaml.steps module iaml.study_analyses module iaml.timed_pool_executor module iaml.type_of_target module iaml.void_step module iaml.worker_manager module iaml.wrapper module iaml.wrapper.wrap_basic_gridsearch module iaml.wrapper.wrap_genetic_gridsearch module iaml.wrapper.wrap_iterative_gridsearch module IAMLPipeline (class in iaml.iaml_pipeline) ignored_configs (iaml.optimizers.bayesian_optimizer.BayesianOptimizer attribute) (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch attribute) image (iaml.plot.Plot property) imbalance_ratio (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) importances (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) importances_std (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) impute_values (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) imputer (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer attribute) indicator_columns (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator attribute) INFO (iaml.logger.LogType attribute) info() (iaml.logger.Logger method) init_candidate (iaml.iaml.IAML attribute) initial (iaml.flow.parameters.Float attribute) (iaml.flow.parameters.Int attribute) initial_aliases (iaml.flow.model.ChoiceSpec attribute) initial_modifier (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) (iaml.optimizers.random_optimizer.RandomOptimizer attribute) initial_preprocessor (iaml.iaml.IAML attribute) instantiate() (iaml.flow.model.ComponentSpec method) Int (class in iaml.flow.parameters) IntegratedBrierScoreLossMetric (class in iaml.metrics.integrated_brier_score_loss) IntegratedBrierScoreMetric (class in iaml.metrics.integrated_brier_score) IQRStatistic (class in iaml.statistics.iqr_statistic) is_bool_convertible() (in module iaml.type_of_target) is_interchangeable (iaml.sklearn_preprocessor.SklearnPreprocessor attribute) (iaml.step.Step attribute) is_sibling_running() (iaml.worker_manager.WorkerManager method) is_step() (in module iaml.decorators.is_step) is_survival() (in module iaml.type_of_target) iterations_without_improvement (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute)

J

join() (iaml.timed_pool_executor.TimedPoolExecutor method) json_pipeline() (iaml.iaml.IAML method) (iaml.meta_explorer_step.MetaExplorerStep method) (iaml.metastep.MetaStep method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method) (iaml.void_step.VoidStep method)

K

k (iaml.statistics.top_k_value_counts.TopKValueCountsStatistic attribute) KaplanMeierModelComparisonPlot (class in iaml.plots.kaplan_meier_comparison_plot) keep_training_history (iaml.iaml.IAML attribute) kernel (iaml.actionables.cleaning.act_mice.ActMICEForestImputer property) KernelSHAP (class in iaml.explainers) key (iaml.plots.shap_plot.ShapPlot attribute) (iaml.study_analyses.CompiledAnalysis attribute) kfold_splitter() (in module iaml.splitters.kfold_splitter)

kind (iaml.flow.model.AnalysisCollection attribute) (iaml.flow.model.ComponentSpec attribute) (iaml.flow.model.Recipe attribute) (iaml.study_analyses.CompiledAnalysis attribute) KNeighborsClassifier (in module iaml.steps) knn_columns (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer attribute) KurtosisStatistic (class in iaml.statistics.kurtosis) kwargs (iaml.worker_manager.WorkerFuture attribute)

L

label_column (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) label_encoder (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost attribute) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost attribute) last_stage_candidates (iaml.iaml.IAML attribute) LinePlot (class in iaml.plots.line_plot)

load_pipeline() (iaml.iaml.IAML method) Logger (class in iaml.logger) LogType (class in iaml.logger) low (iaml.flow.parameters.Float attribute) (iaml.flow.parameters.Int attribute)

M

MADStatistic (class in iaml.statistics.mad_statistic) main_daemon (iaml.timed_pool_executor.TimedPoolExecutor attribute) main_metric (iaml.candidate.Candidate property) (iaml.iaml.IAML attribute) manager (iaml.core_dispatcher.CoreDispatcher attribute) max_candidates (iaml.optimizers.bayesian_optimizer.BayesianOptimizer attribute) (iaml.optimizers.random_optimizer.RandomOptimizer attribute) max_duration (iaml.iaml.IAML attribute) max_generations (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) max_iterations (iaml.optimizers.bayesian_optimizer.BayesianOptimizer attribute) (iaml.optimizers.random_optimizer.RandomOptimizer attribute) (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) max_workers (iaml.iaml.IAML attribute) (iaml.timed_pool_executor.TimedPoolExecutor attribute) (iaml.worker_manager.WorkerManager attribute) MeanAbsoluteErrorMetric (class in iaml.metrics.mean_absolute_error_metric) MeanSquaredErrorMetric (class in iaml.metrics.mean_squared_error_metric) MeanSquaredLogErrorMetric (class in iaml.metrics.mean_squared_log_error_metric) MeanStatistic (class in iaml.statistics.mean) MedianAbsoluteErrorMetric (class in iaml.metrics.median_absolute_error_metric) MedianStatistic (class in iaml.statistics.median_statistic) MetaExplorerStep (class in iaml.meta_explorer_step) MetaOrderedStep (class in iaml.meta_ordered_step) MetaPartialExplorerStep (class in iaml.meta_partial_explorer_step) MetaSingleton (class in iaml.meta_singleton) MetaStep (class in iaml.metastep) Metric (class in iaml.metric) metric_coverage (iaml.candidate.Candidate attribute) metric_definitions (iaml.candidate.Candidate attribute) metric_report (iaml.candidate.Candidate attribute) MetricPlot (class in iaml.metric_plot) metrics (iaml.candidate.Candidate attribute) (iaml.iaml.IAML property) (iaml.iaml_pipeline.IAMLPipeline attribute) metrics() (in module iaml.flow.model) metrics_signature() (iaml.candidate.Candidate method) minimal_predictor_step (iaml.iaml.IAML attribute) missing_value (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) MissingnessHeatmapPlot (class in iaml.plots.missingness_heatmap_plot) MissingRateStatistic (class in iaml.statistics.missing_rate_statistic) mode (iaml.flow.model.AdaptiveSpec attribute) (iaml.flow.model.AnalysisCollection attribute) (iaml.flow.model.ChoiceSpec attribute) (iaml.flow.model.GroupSpec attribute) (iaml.flow.model.SequenceSpec attribute) Model (class in iaml.predictor) model (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier attribute) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb attribute) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost attribute) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB attribute) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier attribute) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier attribute) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb attribute) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier attribute) (iaml.actionables.predictors.classifier.act_knn.ActKNN attribute) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier attribute) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC attribute) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression attribute) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier attribute) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB attribute) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier attribute) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest attribute) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier attribute) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier attribute) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC attribute) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost attribute) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression attribute) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor attribute) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor attribute) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor attribute) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor attribute) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor attribute) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor attribute) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor attribute) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor attribute) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor attribute) (iaml.actionables.predictors.regressor.act_linear_regression.ActLinearRegression attribute) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor attribute) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor attribute) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor attribute) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor attribute) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor attribute) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor attribute) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor attribute) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR attribute) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor attribute) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter attribute) (iaml.actionables.predictors.survival.act_cox.ActCox attribute) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees attribute) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM attribute) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest attribute) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree attribute) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT attribute) (iaml.iaml_pipeline.IAMLPipeline property) (iaml.predictor.Predictor attribute) ModeStatistic (class in iaml.statistics.mode) modificator_rate (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) module iaml iaml.actionable iaml.actionables iaml.actionables.boosting iaml.actionables.boosting.act_adaboost iaml.actionables.cleaning iaml.actionables.cleaning.act_categorical_imputer iaml.actionables.cleaning.act_count_vectorizer iaml.actionables.cleaning.act_drop_categorical_column iaml.actionables.cleaning.act_drop_date_column iaml.actionables.cleaning.act_drop_high_cardinality_categorical iaml.actionables.cleaning.act_drop_numerical_column iaml.actionables.cleaning.act_drop_textual_column iaml.actionables.cleaning.act_encode_target_column iaml.actionables.cleaning.act_frequency_encoder iaml.actionables.cleaning.act_hashing_vectorizer iaml.actionables.cleaning.act_knn_imputer iaml.actionables.cleaning.act_mean_column iaml.actionables.cleaning.act_mice iaml.actionables.cleaning.act_missing_count_feature iaml.actionables.cleaning.act_missing_indicator iaml.actionables.cleaning.act_onehot iaml.actionables.cleaning.act_ordinal_encoder iaml.actionables.cleaning.act_rare_category_grouper iaml.actionables.cleaning.act_simple_imputer iaml.actionables.cleaning.act_split_date iaml.actionables.cleaning.act_target_encoder iaml.actionables.cleaning.act_text_normalizer iaml.actionables.cleaning.act_tf_idf iaml.actionables.cleaning.act_word2vec iaml.actionables.features_precleaning iaml.actionables.features_precleaning.act_coerce_numeric_strings iaml.actionables.features_precleaning.act_date_converter iaml.actionables.features_precleaning.act_drop_bad_quality_rows iaml.actionables.features_precleaning.act_drop_duplicate_rows iaml.actionables.features_precleaning.act_drop_high_missing_columns iaml.actionables.features_precleaning.act_drop_id_like_columns iaml.actionables.features_precleaning.act_normalize_column_names iaml.actionables.features_precleaning.act_sentinel_to_na_n iaml.actionables.features_precleaning.act_trim_space iaml.actionables.features_preprocessing iaml.actionables.features_preprocessing.act_cyclical_date_encoding iaml.actionables.features_preprocessing.act_fast_ica iaml.actionables.features_preprocessing.act_feature_agglomeration iaml.actionables.features_preprocessing.act_k_bins_discretizer iaml.actionables.features_preprocessing.act_k_means_features iaml.actionables.features_preprocessing.act_kernel_pca iaml.actionables.features_preprocessing.act_log_transformer iaml.actionables.features_preprocessing.act_nystroem iaml.actionables.features_preprocessing.act_pca iaml.actionables.features_preprocessing.act_polynomial_features iaml.actionables.features_preprocessing.act_power_transformer iaml.actionables.features_preprocessing.act_quantile_transformer iaml.actionables.features_preprocessing.act_rbf_sampler iaml.actionables.features_preprocessing.act_select_percentile iaml.actionables.features_preprocessing.act_sparse_random_projection iaml.actionables.features_preprocessing.act_truncated_svd iaml.actionables.features_selection iaml.actionables.features_selection.act_permutation_importance_selector iaml.actionables.features_selection.act_remove_high_correlated_column iaml.actionables.features_selection.act_remove_low_variance_column iaml.actionables.features_selection.act_rfe iaml.actionables.features_selection.act_select_from_model iaml.actionables.features_selection.act_select_k_best iaml.actionables.features_selection.act_vif_selector iaml.actionables.imbalance iaml.actionables.imbalance.act_adasyn iaml.actionables.imbalance.act_borderline_smote iaml.actionables.imbalance.act_near_miss iaml.actionables.imbalance.act_random_over_sampling iaml.actionables.imbalance.act_random_under_sampler iaml.actionables.imbalance.act_smote iaml.actionables.imbalance.act_smote_tomek iaml.actionables.imbalance.act_smoteenn iaml.actionables.imbalance.act_tomek_links iaml.actionables.normalize iaml.actionables.normalize.act_max_abs_scaler iaml.actionables.normalize.act_minmax_scaler iaml.actionables.normalize.act_normalizer iaml.actionables.normalize.act_robust_scaler iaml.actionables.normalize.act_standard_scaler iaml.actionables.predictors iaml.actionables.predictors.classifier iaml.actionables.predictors.classifier.act_bagging_classifier iaml.actionables.predictors.classifier.act_bernoulli_nb iaml.actionables.predictors.classifier.act_catboost_classifier iaml.actionables.predictors.classifier.act_complement_nb iaml.actionables.predictors.classifier.act_decision_tree_classifier iaml.actionables.predictors.classifier.act_extra_trees_classifier iaml.actionables.predictors.classifier.act_gaussian_nb iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier iaml.actionables.predictors.classifier.act_knn iaml.actionables.predictors.classifier.act_light_gbm_classifier iaml.actionables.predictors.classifier.act_linear_discriminant_analysis iaml.actionables.predictors.classifier.act_linear_svc iaml.actionables.predictors.classifier.act_logistic_regression iaml.actionables.predictors.classifier.act_mlp_classifier iaml.actionables.predictors.classifier.act_multinomial_nb iaml.actionables.predictors.classifier.act_passive_aggressive_classifier iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis iaml.actionables.predictors.classifier.act_randomforest iaml.actionables.predictors.classifier.act_ridge_classifier iaml.actionables.predictors.classifier.act_sgd_classifier iaml.actionables.predictors.classifier.act_svm_svc iaml.actionables.predictors.classifier.act_xgboost iaml.actionables.predictors.regressor iaml.actionables.predictors.regressor.act_ada_boost_regressor iaml.actionables.predictors.regressor.act_ard_regression iaml.actionables.predictors.regressor.act_catboost_regressor iaml.actionables.predictors.regressor.act_decision_tree_regressor iaml.actionables.predictors.regressor.act_elastic_net_regressor iaml.actionables.predictors.regressor.act_extra_trees_regressor iaml.actionables.predictors.regressor.act_gaussian_process_regressor iaml.actionables.predictors.regressor.act_gboost_regressor iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor iaml.actionables.predictors.regressor.act_huber_regressor iaml.actionables.predictors.regressor.act_knn_regressor iaml.actionables.predictors.regressor.act_lasso_regressor iaml.actionables.predictors.regressor.act_light_gbm_regressor iaml.actionables.predictors.regressor.act_linear_regression iaml.actionables.predictors.regressor.act_mlp_regressor iaml.actionables.predictors.regressor.act_poisson_regressor iaml.actionables.predictors.regressor.act_quantile_regressor iaml.actionables.predictors.regressor.act_randomforest_regressor iaml.actionables.predictors.regressor.act_ransac_regressor iaml.actionables.predictors.regressor.act_ridge_regressor iaml.actionables.predictors.regressor.act_sgd_regressor iaml.actionables.predictors.regressor.act_svm_svr iaml.actionables.predictors.regressor.act_xgboost_regressor iaml.actionables.predictors.survival iaml.actionables.predictors.survival.act_aalen_additive_model iaml.actionables.predictors.survival.act_cox iaml.actionables.predictors.survival.act_coxnet_survival_analysis iaml.actionables.predictors.survival.act_extra_survival_trees iaml.actionables.predictors.survival.act_fast_survival_svm iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis iaml.actionables.predictors.survival.act_random_survival_forest iaml.actionables.predictors.survival.act_survival_component_wise_gboost iaml.actionables.predictors.survival.act_survival_tree iaml.actionables.predictors.survival.act_survival_xgboost iaml.actionables.predictors.survival.act_weibull_aft iaml.cache iaml.cache_keys iaml.candidate iaml.core_dispatcher iaml.data_type iaml.dataset iaml.decorators iaml.decorators.all iaml.decorators.is_step iaml.decorators.runner iaml.explainers iaml.explanation iaml.flow iaml.flow.compiler iaml.flow.inspection iaml.flow.model iaml.flow.parameters iaml.iaml iaml.iaml_pipeline iaml.logger iaml.meta_explorer_step iaml.meta_ordered_step iaml.meta_partial_explorer_step iaml.meta_singleton iaml.metastep iaml.metric iaml.metric_plot iaml.metrics iaml.metrics.accuracy_metric iaml.metrics.balanced_accuracy_metric iaml.metrics.brier_score iaml.metrics.classification_error_metric iaml.metrics.concordance_index_ipcw iaml.metrics.concordance_index_metric iaml.metrics.cumulative_dynamic_auc iaml.metrics.f1_score_metric iaml.metrics.integrated_brier_score iaml.metrics.integrated_brier_score_loss iaml.metrics.mean_absolute_error_metric iaml.metrics.mean_squared_error_metric iaml.metrics.mean_squared_log_error_metric iaml.metrics.median_absolute_error_metric iaml.metrics.precision_metric iaml.metrics.r2_score_metric iaml.metrics.recall_metric iaml.metrics.roc_auc_metric iaml.metrics.specificity_metric iaml.metrics.specificity_multiclass_metric iaml.metrics.specificity_multilabel_metric iaml.optimizers iaml.optimizers.bayesian_optimizer iaml.optimizers.genetic_optimizer iaml.optimizers.optimizer iaml.optimizers.random_optimizer iaml.plot iaml.plots iaml.plots.bar_plot iaml.plots.box_plot iaml.plots.class_prediction_error_plot iaml.plots.classification_report_plot iaml.plots.confusion_matrix_plot iaml.plots.correlation_heatmap_plot iaml.plots.cumulative_hazard_plot iaml.plots.density_plot iaml.plots.histogram_plot iaml.plots.kaplan_meier_comparison_plot iaml.plots.line_plot iaml.plots.missingness_heatmap_plot iaml.plots.outlier_plot iaml.plots.pair_plot iaml.plots.precision_recall_curve_plot iaml.plots.prediction_error_plot iaml.plots.qq_plot iaml.plots.residual_plot iaml.plots.roc_dynamique_curve_plot iaml.plots.rocauc_plot iaml.plots.shap_plot iaml.plots.target_distribution_plot iaml.plots.violin_plot iaml.predictor iaml.reference iaml.search_policy iaml.shared_cache iaml.sklearn_preprocessor iaml.splitters iaml.splitters.kfold_splitter iaml.splitters.random_splitter iaml.stack iaml.statistic iaml.statistics iaml.statistics.anova_statistic iaml.statistics.cardinality_ratio_statistic iaml.statistics.category_cooccurrence_statistic iaml.statistics.chi_square_statistic iaml.statistics.coef_variation_statistic iaml.statistics.correlation_with_target iaml.statistics.count iaml.statistics.data_type_summary_statistic iaml.statistics.duplicate_row_statistic iaml.statistics.effect_size_statistic iaml.statistics.entropy_statistic iaml.statistics.event_rate_statistic iaml.statistics.grouped_mean_statistic iaml.statistics.iqr_statistic iaml.statistics.kurtosis iaml.statistics.mad_statistic iaml.statistics.mean iaml.statistics.median_statistic iaml.statistics.minmax iaml.statistics.missing_rate_statistic iaml.statistics.mode iaml.statistics.most_frequent_ratio iaml.statistics.outlier_count_iqr_statistic iaml.statistics.quantile iaml.statistics.range iaml.statistics.rare_category_rate iaml.statistics.skewness iaml.statistics.stdev iaml.statistics.summary_table_statistic iaml.statistics.time_by_group_statistic iaml.statistics.time_summary_statistic iaml.statistics.top_k_value_counts iaml.statistics.unique_count_statistic iaml.statistics.value_counts iaml.statistics.variance iaml.statistics.violin iaml.step iaml.step_cache iaml.step_wrapper iaml.steps iaml.study_analyses iaml.timed_pool_executor iaml.type_of_target iaml.void_step iaml.worker_manager iaml.wrapper iaml.wrapper.wrap_basic_gridsearch iaml.wrapper.wrap_genetic_gridsearch iaml.wrapper.wrap_iterative_gridsearch

MostFrequentRatioStatistic (class in iaml.statistics.most_frequent_ratio) mutation_power (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute)

N

name (iaml.actionables.boosting.act_adaboost.ActAdaBoost attribute) (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer attribute) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer attribute) (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn attribute) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn attribute) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn attribute) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn attribute) (iaml.actionables.cleaning.act_encode_target_column.ActCategoryStringToNumeric attribute) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder attribute) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer attribute) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer attribute) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn attribute) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer attribute) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature attribute) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator attribute) (iaml.actionables.cleaning.act_onehot.ActOnehot attribute) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper attribute) (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer attribute) (iaml.actionables.cleaning.act_split_date.ActSplitDate attribute) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder attribute) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer attribute) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf attribute) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec attribute) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings attribute) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter attribute) (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows attribute) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows attribute) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns attribute) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns attribute) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames attribute) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces attribute) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding attribute) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA attribute) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration attribute) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA attribute) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer attribute) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem attribute) (iaml.actionables.features_preprocessing.act_pca.ActPCA attribute) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures attribute) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer attribute) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer attribute) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler attribute) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile attribute) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection attribute) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD attribute) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn attribute) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector attribute) (iaml.actionables.imbalance.act_adasyn.ActADASYN attribute) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE attribute) (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling attribute) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler attribute) (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek attribute) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler attribute) (iaml.actionables.normalize.act_minmax_scaler.ActMinMaxScaler attribute) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler attribute) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler attribute) (iaml.actionables.normalize.act_standard_scaler.ActStandardScaler attribute) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier attribute) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb attribute) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost attribute) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB attribute) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier attribute) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier attribute) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb attribute) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier attribute) (iaml.actionables.predictors.classifier.act_knn.ActKNN attribute) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier attribute) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC attribute) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression attribute) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier attribute) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB attribute) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier attribute) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest attribute) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier attribute) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier attribute) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC attribute) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost attribute) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression attribute) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor attribute) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor attribute) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor attribute) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor attribute) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor attribute) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor attribute) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor attribute) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor attribute) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor attribute) (iaml.actionables.predictors.regressor.act_linear_regression.ActLinearRegression attribute) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor attribute) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor attribute) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor attribute) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor attribute) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor attribute) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor attribute) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor attribute) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR attribute) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor attribute) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter attribute) (iaml.actionables.predictors.survival.act_cox.ActCox attribute) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees attribute) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM attribute) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest attribute) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree attribute) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT attribute) (iaml.iaml_pipeline.IAMLPipeline property) (iaml.meta_explorer_step.MetaExplorerStep attribute) (iaml.meta_partial_explorer_step.MetaPartialExplorerStep attribute) (iaml.metastep.MetaStep attribute) (iaml.metric.Metric property) (iaml.metrics.accuracy_metric.AccuracyMetric attribute) (iaml.metrics.balanced_accuracy_metric.BalancedAccuracyMetric attribute) (iaml.metrics.brier_score.BrierScoreMetric attribute) (iaml.metrics.classification_error_metric.ClassificationErrorMetric attribute) (iaml.metrics.concordance_index_ipcw.ConcordanceIndexIPCWMetric attribute) (iaml.metrics.concordance_index_metric.ConcordanceIndexMetric attribute) (iaml.metrics.cumulative_dynamic_auc.CumulativeDynamicAUCMetric attribute) (iaml.metrics.f1_score_metric.F1ScoreMetric attribute) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric attribute) (iaml.metrics.integrated_brier_score_loss.IntegratedBrierScoreLossMetric attribute) (iaml.metrics.mean_absolute_error_metric.MeanAbsoluteErrorMetric attribute) (iaml.metrics.mean_squared_error_metric.MeanSquaredErrorMetric attribute) (iaml.metrics.mean_squared_log_error_metric.MeanSquaredLogErrorMetric attribute) (iaml.metrics.median_absolute_error_metric.MedianAbsoluteErrorMetric attribute) (iaml.metrics.precision_metric.PrecisionMetric attribute) (iaml.metrics.r2_score_metric.R2ScoreMetric attribute) (iaml.metrics.recall_metric.RecallMetric attribute) (iaml.metrics.roc_auc_metric.RocAucMetric attribute) (iaml.metrics.specificity_metric.SpecificityMetric attribute) (iaml.metrics.specificity_multiclass_metric.SpecificityMulticlassMetric attribute) (iaml.metrics.specificity_multilabel_metric.SpecificityMultilabelMetric attribute) (iaml.plots.box_plot.BoxPlot attribute) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot attribute) (iaml.plots.density_plot.DensityPlot attribute) (iaml.plots.histogram_plot.HistogramPlot attribute) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot attribute) (iaml.plots.outlier_plot.OutlierPlot attribute) (iaml.plots.pair_plot.PairPlot attribute) (iaml.plots.qq_plot.QQPlot attribute) (iaml.plots.target_distribution_plot.TargetDistributionPlot attribute) (iaml.plots.violin_plot.ViolinPlot attribute) (iaml.sklearn_preprocessor.SklearnPreprocessor attribute) (iaml.statistic.Statistic property) (iaml.statistics.anova_statistic.ANOVAStatistic attribute) (iaml.statistics.cardinality_ratio_statistic.CardinalityRatioStatistic attribute) (iaml.statistics.category_cooccurrence_statistic.CategoryCooccurrenceStatistic attribute) (iaml.statistics.chi_square_statistic.ChiSquareStatistic attribute) (iaml.statistics.coef_variation_statistic.CoefVariationStatistic attribute) (iaml.statistics.correlation_with_target.CorrelationWithTargetStatistic attribute) (iaml.statistics.count.CountStatistic attribute) (iaml.statistics.data_type_summary_statistic.DataTypeSummaryStatistic attribute) (iaml.statistics.duplicate_row_statistic.DuplicateRowStatistic attribute) (iaml.statistics.effect_size_statistic.EffectSizeStatistic attribute) (iaml.statistics.entropy_statistic.EntropyStatistic attribute) (iaml.statistics.event_rate_statistic.EventRateStatistic attribute) (iaml.statistics.grouped_mean_statistic.GroupedMeanStatistic attribute) (iaml.statistics.iqr_statistic.IQRStatistic attribute) (iaml.statistics.kurtosis.KurtosisStatistic attribute) (iaml.statistics.mad_statistic.MADStatistic attribute) (iaml.statistics.mean.MeanStatistic attribute) (iaml.statistics.median_statistic.MedianStatistic attribute) (iaml.statistics.minmax.BoundStatistic attribute) (iaml.statistics.missing_rate_statistic.MissingRateStatistic attribute) (iaml.statistics.mode.ModeStatistic attribute) (iaml.statistics.most_frequent_ratio.MostFrequentRatioStatistic attribute) (iaml.statistics.outlier_count_iqr_statistic.OutlierCountIQRStatistic attribute) (iaml.statistics.quantile.QuantileStatistic attribute) (iaml.statistics.range.RangeStatistic attribute) (iaml.statistics.rare_category_rate.RareCategoryRateStatistic attribute) (iaml.statistics.skewness.SkewnessStatistic attribute) (iaml.statistics.stdev.StdevStatistic attribute) (iaml.statistics.summary_table_statistic.SummaryTableStatistic attribute) (iaml.statistics.time_by_group_statistic.TimeByGroupStatistic attribute) (iaml.statistics.time_summary_statistic.TimeSummaryStatistic attribute) (iaml.statistics.top_k_value_counts.TopKValueCountsStatistic attribute) (iaml.statistics.unique_count_statistic.UniqueCountStatistic attribute) (iaml.statistics.value_counts.ValueCountsStatistic attribute) (iaml.statistics.variance.VarianceStatistic attribute) (iaml.statistics.violin.ViolinStatistic attribute) (iaml.step.Step attribute) (iaml.void_step.VoidStep attribute) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch attribute) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch attribute)

named() (iaml.flow.model.Recipe method) needed_estimator (iaml.dataset.Dataset property) needed_prediction (iaml.metric.Metric property) (iaml.metrics.brier_score.BrierScoreMetric property) (iaml.metrics.concordance_index_ipcw.ConcordanceIndexIPCWMetric property) (iaml.metrics.cumulative_dynamic_auc.CumulativeDynamicAUCMetric property) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric property) (iaml.metrics.roc_auc_metric.RocAucMetric property) (iaml.plots.cumulative_hazard_plot.CumulativeHazardModelComparisonPlot attribute) (iaml.plots.kaplan_meier_comparison_plot.KaplanMeierModelComparisonPlot attribute) (iaml.plots.precision_recall_curve_plot.PrecisionRecallCurvePlot attribute) (iaml.plots.roc_dynamique_curve_plot.ROCDynamiqueCurvePlot attribute) (iaml.plots.rocauc_plot.ROCAUCPlot attribute) next_iteration() (iaml.wrapper.wrap_iterative_gridsearch.GridIteration method) node_id (iaml.flow.model.Recipe attribute) normalize_survival_target() (iaml.dataset.Dataset class method) normalized_columns (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames attribute) normalizer (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler attribute) normalizers() (in module iaml.flow.model) nsamples (iaml.explainers.KernelSHAP attribute) null_count (iaml.statistics.count.CountStatistic attribute) number_of_candidate (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) NUMERIC (iaml.data_type.DataType attribute) numeric_columns (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute) (iaml.actionables.imbalance.act_adasyn.ActADASYN attribute) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE attribute) (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek attribute) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) numeric_fill_values (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer attribute) numeric_sentinels (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute)

O

optimizable (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA attribute) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration attribute) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA attribute) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer attribute) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem attribute) (iaml.actionables.features_preprocessing.act_pca.ActPCA attribute) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures attribute) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer attribute) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer attribute) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler attribute) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile attribute) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection attribute) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD attribute) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) (iaml.flow.parameters.ParameterSpec attribute) (iaml.predictor.Predictor attribute) (iaml.sklearn_preprocessor.SklearnPreprocessor attribute) (iaml.step.Step attribute)

optimizable_step (iaml.iaml_pipeline.IAMLPipeline property) Optimizer (class in iaml.optimizers.optimizer) optimizer (iaml.iaml.IAML attribute) optional() (in module iaml.flow.model) original_dataset (iaml.iaml_pipeline.IAMLPipeline attribute) OutlierCountIQRStatistic (class in iaml.statistics.outlier_count_iqr_statistic) OutlierPlot (class in iaml.plots.outlier_plot) output_columns (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute)

P

PairPlot (class in iaml.plots.pair_plot) parameter_keys() (in module iaml.search_policy) parameters (iaml.flow.model.ComponentSpec attribute) ParameterSpec (class in iaml.flow.parameters) parents_steps (iaml.step.Step attribute) passthrough_parameters() (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost method) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor method) (iaml.step.Step method) patience (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) pending_count (iaml.timed_pool_executor.TimedPoolExecutor property) percentile (iaml.statistics.quantile.QuantileStatistic attribute) pickle() (iaml.iaml_pipeline.IAMLPipeline method) pipeline (iaml.iaml.IAML property) pipeline_audit_summary() (iaml.candidate.Candidate method) PipelineSpec (class in iaml.flow.model) Plot (class in iaml.plot) policy_fingerprint() (in module iaml.search_policy) policy_signature() (in module iaml.search_policy) pos_label (iaml.metrics.f1_score_metric.F1ScoreMetric attribute) (iaml.metrics.precision_metric.PrecisionMetric attribute) (iaml.metrics.recall_metric.RecallMetric attribute) PrecisionMetric (class in iaml.metrics.precision_metric) PrecisionRecallCurvePlot (class in iaml.plots.precision_recall_curve_plot) predict() (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier method) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB method) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier method) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier method) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier method) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest method) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost method) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor method) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor method) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor method) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor method) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor method) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor method) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor method) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor method) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor method) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor method) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor method) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor method) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter method) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.candidate.Candidate method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.predictor.Model method) (iaml.predictor.Predictor method) (in module iaml.void_step) predict_cumulative_hazard_function() (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.predictor.Predictor method) predict_proba() (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier method) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier method) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier method) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost method) (iaml.candidate.Candidate method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.predictor.Predictor method) predict_survival_function() (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.predictor.Predictor method) PredictionErrorPlot (class in iaml.plots.prediction_error_plot) Predictor (class in iaml.predictor) predictor (iaml.iaml_pipeline.IAMLPipeline attribute) predictors() (in module iaml.flow.model) preprocessor (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA attribute) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration attribute) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer attribute) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures attribute) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA attribute) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem attribute) (iaml.actionables.features_preprocessing.act_pca.ActPCA attribute) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures attribute) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer attribute) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer attribute) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler attribute) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile attribute) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection attribute) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD attribute) (iaml.iaml.IAML attribute) print_queue() (iaml.logger.Logger method) priorize() (iaml.actionables.boosting.act_adaboost.ActAdaBoost method) (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer method) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer method) (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn method) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn method) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical method) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn method) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn method) (iaml.actionables.cleaning.act_encode_target_column.ActCategoryStringToNumeric method) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder method) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer method) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer method) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn method) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature method) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator method) (iaml.actionables.cleaning.act_onehot.ActOnehot method) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder method) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper method) (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer method) (iaml.actionables.cleaning.act_split_date.ActSplitDate method) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder method) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer method) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf method) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec method) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings method) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter method) (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows method) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows method) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns method) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns method) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames method) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN method) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces method) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding method) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA method) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration method) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer method) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures method) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA method) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer method) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem method) (iaml.actionables.features_preprocessing.act_pca.ActPCA method) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures method) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer method) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer method) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler method) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile method) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection method) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD method) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn method) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn method) (iaml.actionables.features_selection.act_rfe.ActRFE method) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel method) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest method) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector method) (iaml.actionables.imbalance.act_adasyn.ActADASYN method) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE method) (iaml.actionables.imbalance.act_near_miss.ActNearMiss method) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling method) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler method) (iaml.actionables.imbalance.act_smote.ActSMOTE method) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek method) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN method) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks method) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler method) (iaml.actionables.normalize.act_minmax_scaler.ActMinMaxScaler method) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler method) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler method) (iaml.actionables.normalize.act_standard_scaler.ActStandardScaler method) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier method) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb method) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost method) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB method) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier method) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier method) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb method) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_knn.ActKNN method) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier method) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis method) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC method) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression method) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier method) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis method) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest method) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC method) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost method) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor method) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression method) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor method) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor method) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor method) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor method) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor method) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor method) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor method) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor method) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor method) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor method) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor method) (iaml.actionables.predictors.regressor.act_linear_regression.ActLinearRegression method) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor method) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor method) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor method) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor method) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor method) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor method) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor method) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR method) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor method) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter method) (iaml.actionables.predictors.survival.act_cox.ActCox method) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees method) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM method) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest method) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method)

process (iaml.timed_pool_executor.TimedPoolExecutor attribute) process_daemon() (in module iaml.timed_pool_executor) process_executor() (in module iaml.iaml) progress (iaml.logger.Logger attribute) put() (iaml.shared_cache.CacheService method) (iaml.step_cache.StepCache method)

Q

QQPlot (class in iaml.plots.qq_plot) quantile_to_compute (iaml.statistics.quantile.QuantileStatistic attribute)

quantiles (iaml.statistics.time_summary_statistic.TimeSummaryStatistic attribute) QuantileStatistic (class in iaml.statistics.quantile) queue (iaml.worker_manager.WorkerManager attribute)

R

R2ScoreMetric (class in iaml.metrics.r2_score_metric) random_generation() (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch method) random_mutation() (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch method) random_splitter() (in module iaml.splitters.random_splitter) RandomForestClassifier (in module iaml.steps) RandomForestRegressor (in module iaml.steps) RandomOptimizer (class in iaml.optimizers.random_optimizer) RangeStatistic (class in iaml.statistics.range) rankings (iaml.actionables.features_selection.act_rfe.ActRFE attribute) rare_categories (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper attribute) RareCategoryRateStatistic (class in iaml.statistics.rare_category_rate) RecallMetric (class in iaml.metrics.recall_metric) Recipe (class in iaml.flow.model) RecipeReport (class in iaml.flow.inspection) RecipeValidationError Reference (class in iaml.reference) references (iaml.step.Step attribute) refit_on_sample (iaml.iaml.IAML attribute) refs (iaml.actionables.boosting.act_adaboost.ActAdaBoost attribute) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf attribute) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec attribute) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings attribute) (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows attribute) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows attribute) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns attribute) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns attribute) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames attribute) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces attribute) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA attribute) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer attribute) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler attribute) (iaml.actionables.imbalance.act_adasyn.ActADASYN attribute) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE attribute) (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling attribute) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler attribute) (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek attribute) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier attribute) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb attribute) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost attribute) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB attribute) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier attribute) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier attribute) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb attribute) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier attribute) (iaml.actionables.predictors.classifier.act_knn.ActKNN attribute) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier attribute) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC attribute) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression attribute) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier attribute) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB attribute) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier attribute) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis attribute) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest attribute) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier attribute) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier attribute) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC attribute) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost attribute) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression attribute) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor attribute) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor attribute) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor attribute) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor attribute) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor attribute) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor attribute) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor attribute) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor attribute) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor attribute) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor attribute) (iaml.actionables.predictors.regressor.act_linear_regression.ActLinearRegression attribute) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor attribute) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor attribute) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor attribute) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor attribute) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor attribute) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor attribute) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor attribute) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR attribute) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor attribute) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter attribute) (iaml.actionables.predictors.survival.act_cox.ActCox attribute) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees attribute) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest attribute) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis attribute) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree attribute) (iaml.metric.Metric attribute) (iaml.metrics.accuracy_metric.AccuracyMetric attribute) (iaml.metrics.balanced_accuracy_metric.BalancedAccuracyMetric attribute) (iaml.metrics.brier_score.BrierScoreMetric attribute) (iaml.metrics.classification_error_metric.ClassificationErrorMetric attribute) (iaml.metrics.concordance_index_ipcw.ConcordanceIndexIPCWMetric attribute) (iaml.metrics.concordance_index_metric.ConcordanceIndexMetric attribute) (iaml.metrics.cumulative_dynamic_auc.CumulativeDynamicAUCMetric attribute) (iaml.metrics.f1_score_metric.F1ScoreMetric attribute) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric attribute) (iaml.metrics.mean_absolute_error_metric.MeanAbsoluteErrorMetric attribute) (iaml.metrics.mean_squared_error_metric.MeanSquaredErrorMetric attribute) (iaml.metrics.mean_squared_log_error_metric.MeanSquaredLogErrorMetric attribute) (iaml.metrics.median_absolute_error_metric.MedianAbsoluteErrorMetric attribute) (iaml.metrics.precision_metric.PrecisionMetric attribute) (iaml.metrics.r2_score_metric.R2ScoreMetric attribute) (iaml.metrics.recall_metric.RecallMetric attribute) (iaml.metrics.roc_auc_metric.RocAucMetric attribute) (iaml.metrics.specificity_metric.SpecificityMetric attribute) (iaml.metrics.specificity_multiclass_metric.SpecificityMulticlassMetric attribute) (iaml.metrics.specificity_multilabel_metric.SpecificityMultilabelMetric attribute) (iaml.plots.box_plot.BoxPlot attribute) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot attribute) (iaml.plots.density_plot.DensityPlot attribute) (iaml.plots.histogram_plot.HistogramPlot attribute) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot attribute) (iaml.plots.outlier_plot.OutlierPlot attribute) (iaml.plots.pair_plot.PairPlot attribute) (iaml.plots.qq_plot.QQPlot attribute) (iaml.plots.target_distribution_plot.TargetDistributionPlot attribute) (iaml.plots.violin_plot.ViolinPlot attribute) (iaml.statistic.Statistic attribute) (iaml.statistics.anova_statistic.ANOVAStatistic attribute) (iaml.statistics.cardinality_ratio_statistic.CardinalityRatioStatistic attribute) (iaml.statistics.category_cooccurrence_statistic.CategoryCooccurrenceStatistic attribute) (iaml.statistics.chi_square_statistic.ChiSquareStatistic attribute) (iaml.statistics.coef_variation_statistic.CoefVariationStatistic attribute) (iaml.statistics.correlation_with_target.CorrelationWithTargetStatistic attribute) (iaml.statistics.count.CountStatistic attribute) (iaml.statistics.data_type_summary_statistic.DataTypeSummaryStatistic attribute) (iaml.statistics.duplicate_row_statistic.DuplicateRowStatistic attribute) (iaml.statistics.effect_size_statistic.EffectSizeStatistic attribute) (iaml.statistics.entropy_statistic.EntropyStatistic attribute) (iaml.statistics.event_rate_statistic.EventRateStatistic attribute) (iaml.statistics.grouped_mean_statistic.GroupedMeanStatistic attribute) (iaml.statistics.iqr_statistic.IQRStatistic attribute) (iaml.statistics.kurtosis.KurtosisStatistic attribute) (iaml.statistics.mad_statistic.MADStatistic attribute) (iaml.statistics.mean.MeanStatistic attribute) (iaml.statistics.median_statistic.MedianStatistic attribute) (iaml.statistics.minmax.BoundStatistic attribute) (iaml.statistics.missing_rate_statistic.MissingRateStatistic attribute) (iaml.statistics.mode.ModeStatistic attribute) (iaml.statistics.most_frequent_ratio.MostFrequentRatioStatistic attribute) (iaml.statistics.outlier_count_iqr_statistic.OutlierCountIQRStatistic attribute) (iaml.statistics.quantile.QuantileStatistic attribute) (iaml.statistics.range.RangeStatistic attribute) (iaml.statistics.rare_category_rate.RareCategoryRateStatistic attribute) (iaml.statistics.skewness.SkewnessStatistic attribute) (iaml.statistics.stdev.StdevStatistic attribute) (iaml.statistics.summary_table_statistic.SummaryTableStatistic attribute) (iaml.statistics.time_by_group_statistic.TimeByGroupStatistic attribute) (iaml.statistics.time_summary_statistic.TimeSummaryStatistic attribute) (iaml.statistics.top_k_value_counts.TopKValueCountsStatistic attribute) (iaml.statistics.unique_count_statistic.UniqueCountStatistic attribute) (iaml.statistics.value_counts.ValueCountsStatistic attribute) (iaml.statistics.variance.VarianceStatistic attribute) (iaml.statistics.violin.ViolinStatistic attribute) (iaml.step.Step attribute)

remove() (iaml.flow.model.GroupSpec method) remove_step() (iaml.iaml_pipeline.IAMLPipeline method) replace() (iaml.flow.model.Recipe method) replace_step() (iaml.iaml_pipeline.IAMLPipeline method) resample() (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows method) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows method) (iaml.actionables.imbalance.act_adasyn.ActADASYN method) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE method) (iaml.actionables.imbalance.act_near_miss.ActNearMiss method) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling method) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler method) (iaml.actionables.imbalance.act_smote.ActSMOTE method) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek method) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN method) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks method) (iaml.dataset.Dataset method) (in module iaml.void_step) resampler (iaml.actionables.imbalance.act_adasyn.ActADASYN attribute) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE attribute) (iaml.actionables.imbalance.act_near_miss.ActNearMiss attribute) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling attribute) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler attribute) (iaml.actionables.imbalance.act_smote.ActSMOTE attribute) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek attribute) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN attribute) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks attribute) resamplers (iaml.iaml_pipeline.IAMLPipeline property) reset() (iaml.meta_singleton.MetaSingleton class method) (iaml.timed_pool_executor.TimedPoolExecutor method) reset_books() (iaml.core_dispatcher.CoreDispatcher method) reset_cache() (iaml.step.Step method) ResidualsPlot (class in iaml.plots.residual_plot) resolved() (iaml.flow.model.AnalysisCollection method) restore_flow_metadata() (in module iaml.search_policy) results (iaml.timed_pool_executor.TimedPoolExecutor attribute) resume_configuration() (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.step.Step method) RocAucMetric (class in iaml.metrics.roc_auc_metric) ROCAUCPlot (class in iaml.plots.rocauc_plot) ROCDynamiqueCurvePlot (class in iaml.plots.roc_dynamique_curve_plot) run() (iaml.actionables.boosting.act_adaboost.ActAdaBoost method) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.meta_explorer_step.MetaExplorerStep method) (iaml.meta_ordered_step.MetaOrderedStep method) (iaml.metastep.MetaStep method) (iaml.optimizers.bayesian_optimizer.BayesianOptimizer method) (iaml.optimizers.genetic_optimizer.GeneticOptimizer method) (iaml.optimizers.optimizer.Optimizer method) (iaml.optimizers.random_optimizer.RandomOptimizer method) (iaml.predictor.Predictor method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method) (iaml.worker_manager.WorkerFuture method) (iaml.worker_manager.WorkerManager method) (iaml.wrapper.wrap_basic_gridsearch.WrapBasicGridSearch method) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch method) (iaml.wrapper.wrap_iterative_gridsearch.GridIteration method) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch method) run_next() (iaml.worker_manager.WorkerManager method) runner() (in module iaml.decorators.runner) running_futures (iaml.worker_manager.WorkerManager attribute) running_parents (iaml.worker_manager.WorkerManager attribute)

S

same_types() (in module iaml.step) sample() (iaml.dataset.Dataset method) scaler (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler attribute) (iaml.actionables.normalize.act_minmax_scaler.ActMinMaxScaler attribute) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler attribute) (iaml.actionables.normalize.act_standard_scaler.ActStandardScaler attribute) score() (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier method) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB method) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier method) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier method) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier method) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest method) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost method) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor method) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor method) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor method) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor method) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor method) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor method) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor method) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor method) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor method) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor method) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor method) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor method) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.predictor.Predictor method) selected_columns (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) Selection (class in iaml.flow.model) selector (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn attribute) (iaml.actionables.features_selection.act_rfe.ActRFE attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest attribute) SequenceSpec (class in iaml.flow.model) serializable_resume_configuration() (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.step.Step method) set_callback() (iaml.timed_pool_executor.TimedPoolExecutor method) set_model() (iaml.iaml_pipeline.IAMLPipeline method) shap_values (iaml.explanation.Explanation attribute) ShapPlot (class in iaml.plots.shap_plot) shared_cache (iaml.timed_pool_executor.TimedPoolExecutor attribute) SHORT_TEXT (iaml.data_type.DataType attribute) shutdown() (iaml.timed_pool_executor.TimedPoolExecutor method) signature (iaml.study_analyses.CompiledAnalysis attribute) size_for_step() (iaml.step_cache.StepCache method) SkewnessStatistic (class in iaml.statistics.skewness) SklearnPreprocessor (class in iaml.sklearn_preprocessor) skopt_optimizers (iaml.optimizers.bayesian_optimizer.BayesianOptimizer attribute) sliding_stages (iaml.timed_pool_executor.TimedPoolExecutor attribute) sort_categories (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute) SpecificityMetric (class in iaml.metrics.specificity_metric) SpecificityMulticlassMetric (class in iaml.metrics.specificity_multiclass_metric) SpecificityMultilabelMetric (class in iaml.metrics.specificity_multilabel_metric) split() (iaml.dataset.Dataset method) splitter (iaml.iaml.IAML attribute) Stack (class in iaml.stack) stacked_path (iaml.candidate.Candidate attribute) start() (iaml.flow.model.ChoiceSpec method) start_cache_manager() (in module iaml.shared_cache) start_time (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) start_value (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute) Statistic (class in iaml.statistic) StatisticPlot (class in iaml.plot) statistics (iaml.iaml.IAML property) statistics() (in module iaml.flow.model) StdevStatistic (class in iaml.statistics.stdev) stemmer (iaml.actionables.cleaning.act_word2vec.ActWord2Vec attribute) Step (class in iaml.step) step (iaml.step_wrapper.StepWrapper attribute) (iaml.worker_manager.WorkerFuture attribute) (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch attribute) step_class (iaml.stack.Stack attribute) step_id (iaml.stack.Stack attribute) step_with_same_tags() (iaml.step.Step method) StepCache (class in iaml.step_cache) steps (iaml.iaml_pipeline.IAMLPipeline property) (iaml.meta_partial_explorer_step.MetaPartialExplorerStep attribute) (iaml.metastep.MetaStep attribute) StepWrapper (class in iaml.step_wrapper) stop_flag (iaml.timed_pool_executor.TimedPoolExecutor attribute) stop_words (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer attribute) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec attribute) strategy (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical attribute) structure_signature() (in module iaml.search_policy) study_snapshot (iaml.candidate.Candidate attribute) submit() (iaml.timed_pool_executor.TimedPoolExecutor method) (iaml.worker_manager.WorkerManager method) submit_count (iaml.timed_pool_executor.TimedPoolExecutor attribute) suitable() (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer method) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer method) (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn method) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn method) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical method) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn method) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn method) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder method) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer method) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer method) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature method) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator method) (iaml.actionables.cleaning.act_onehot.ActOnehot method) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder method) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper method) (iaml.actionables.cleaning.act_split_date.ActSplitDate method) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder method) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer method) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf method) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec method) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings method) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter method) (iaml.actionables.features_precleaning.act_drop_bad_quality_rows.ActDropBadQualityRows method) (iaml.actionables.features_precleaning.act_drop_duplicate_rows.ActDropDuplicateRows method) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns method) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns method) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames method) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN method) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces method) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding method) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA method) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration method) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer method) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures method) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA method) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer method) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem method) (iaml.actionables.features_preprocessing.act_pca.ActPCA method) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures method) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer method) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer method) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler method) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile method) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection method) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD method) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn method) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn method) (iaml.actionables.features_selection.act_rfe.ActRFE method) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel method) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest method) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector method) (iaml.actionables.imbalance.act_adasyn.ActADASYN method) (iaml.actionables.imbalance.act_borderline_smote.ActBorderlineSMOTE method) (iaml.actionables.imbalance.act_near_miss.ActNearMiss method) (iaml.actionables.imbalance.act_random_over_sampling.ActRandomOverSampling method) (iaml.actionables.imbalance.act_random_under_sampler.ActRandomUnderSampler method) (iaml.actionables.imbalance.act_smote.ActSMOTE method) (iaml.actionables.imbalance.act_smote_tomek.ActSMOTETomek method) (iaml.actionables.imbalance.act_smoteenn.ActSMOTEENN method) (iaml.actionables.imbalance.act_tomek_links.ActTomekLinks method) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler method) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler method) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler method) (iaml.actionables.predictors.classifier.act_bagging_classifier.ActBaggingClassifier method) (iaml.actionables.predictors.classifier.act_bernoulli_nb.ActBernoulliNb method) (iaml.actionables.predictors.classifier.act_catboost_classifier.ActCatBoost method) (iaml.actionables.predictors.classifier.act_complement_nb.ActComplementNB method) (iaml.actionables.predictors.classifier.act_decision_tree_classifier.ActDecisionTreeClassifier method) (iaml.actionables.predictors.classifier.act_extra_trees_classifier.ActExtraTreesClassifier method) (iaml.actionables.predictors.classifier.act_gaussian_nb.ActGaussianNb method) (iaml.actionables.predictors.classifier.act_hist_gradient_boosting_classifier.ActHistGradientBoostingClassifier method) (iaml.actionables.predictors.classifier.act_knn.ActKNN method) (iaml.actionables.predictors.classifier.act_light_gbm_classifier.ActLightGBMClassifier method) (iaml.actionables.predictors.classifier.act_linear_discriminant_analysis.ActLinearDiscriminantAnalysis method) (iaml.actionables.predictors.classifier.act_linear_svc.ActLinearSVC method) (iaml.actionables.predictors.classifier.act_logistic_regression.ActLogisticRegression method) (iaml.actionables.predictors.classifier.act_mlp_classifier.ActMLPClassifier method) (iaml.actionables.predictors.classifier.act_multinomial_nb.ActMultinomialNB method) (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier method) (iaml.actionables.predictors.classifier.act_quadratic_discriminant_analysis.ActQuadraticDiscriminantAnalysis method) (iaml.actionables.predictors.classifier.act_randomforest.ActRandomForest method) (iaml.actionables.predictors.classifier.act_ridge_classifier.ActRidgeClassifier method) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier method) (iaml.actionables.predictors.classifier.act_svm_svc.ActSVMSVC method) (iaml.actionables.predictors.classifier.act_xgboost.ActXGBoost method) (iaml.actionables.predictors.regressor.act_ada_boost_regressor.ActAdaBoostRegressor method) (iaml.actionables.predictors.regressor.act_ard_regression.ActARDRegression method) (iaml.actionables.predictors.regressor.act_catboost_regressor.ActCatBoostRegressor method) (iaml.actionables.predictors.regressor.act_decision_tree_regressor.ActDecisionTreeRegressor method) (iaml.actionables.predictors.regressor.act_elastic_net_regressor.ActElasticNetRegressor method) (iaml.actionables.predictors.regressor.act_extra_trees_regressor.ActExtraTreesRegressor method) (iaml.actionables.predictors.regressor.act_gaussian_process_regressor.ActGaussianProcessRegressor method) (iaml.actionables.predictors.regressor.act_gboost_regressor.ActGBoostRegressor method) (iaml.actionables.predictors.regressor.act_hist_gradient_boosting_regressor.ActHistGradientBoostingRegressor method) (iaml.actionables.predictors.regressor.act_huber_regressor.ActHuberRegressor method) (iaml.actionables.predictors.regressor.act_knn_regressor.ActKNNRegressor method) (iaml.actionables.predictors.regressor.act_lasso_regressor.ActLassoRegressor method) (iaml.actionables.predictors.regressor.act_light_gbm_regressor.ActLightGBMRegressor method) (iaml.actionables.predictors.regressor.act_linear_regression.ActLinearRegression method) (iaml.actionables.predictors.regressor.act_mlp_regressor.ActMLPRegressor method) (iaml.actionables.predictors.regressor.act_poisson_regressor.ActPoissonRegressor method) (iaml.actionables.predictors.regressor.act_quantile_regressor.ActQuantileRegressor method) (iaml.actionables.predictors.regressor.act_randomforest_regressor.ActRandomForestRegressor method) (iaml.actionables.predictors.regressor.act_ransac_regressor.ActRANSACRegressor method) (iaml.actionables.predictors.regressor.act_ridge_regressor.ActRidgeRegressor method) (iaml.actionables.predictors.regressor.act_sgd_regressor.ActSGDRegressor method) (iaml.actionables.predictors.regressor.act_svm_svr.ActSVMSVR method) (iaml.actionables.predictors.regressor.act_xgboost_regressor.ActXGBoostRegressor method) (iaml.actionables.predictors.survival.act_aalen_additive_model.ActAalenAdditiveFitter method) (iaml.actionables.predictors.survival.act_cox.ActCox method) (iaml.actionables.predictors.survival.act_coxnet_survival_analysis.ActCoxnetSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_extra_survival_trees.ActExtraSurvivalTrees method) (iaml.actionables.predictors.survival.act_fast_survival_svm.ActFastSurvivalSVM method) (iaml.actionables.predictors.survival.act_gradient_boosting_survival_analysis.ActGradientBoostingSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_random_survival_forest.ActRandomSurvivalForest method) (iaml.actionables.predictors.survival.act_survival_component_wise_gboost.ActComponentwiseGradientBoostingSurvivalAnalysis method) (iaml.actionables.predictors.survival.act_survival_tree.ActSurvivalTree method) (iaml.actionables.predictors.survival.act_weibull_aft.ActWeibullAFT method) (iaml.explainers.KernelSHAP method) (iaml.metric.Metric method) (iaml.metrics.accuracy_metric.AccuracyMetric method) (iaml.metrics.balanced_accuracy_metric.BalancedAccuracyMetric method) (iaml.metrics.brier_score.BrierScoreMetric method) (iaml.metrics.classification_error_metric.ClassificationErrorMetric method) (iaml.metrics.concordance_index_ipcw.ConcordanceIndexIPCWMetric method) (iaml.metrics.concordance_index_metric.ConcordanceIndexMetric method) (iaml.metrics.cumulative_dynamic_auc.CumulativeDynamicAUCMetric method) (iaml.metrics.f1_score_metric.F1ScoreMetric method) (iaml.metrics.integrated_brier_score.IntegratedBrierScoreMetric method) (iaml.metrics.mean_absolute_error_metric.MeanAbsoluteErrorMetric method) (iaml.metrics.mean_squared_error_metric.MeanSquaredErrorMetric method) (iaml.metrics.mean_squared_log_error_metric.MeanSquaredLogErrorMetric method) (iaml.metrics.median_absolute_error_metric.MedianAbsoluteErrorMetric method) (iaml.metrics.precision_metric.PrecisionMetric method) (iaml.metrics.r2_score_metric.R2ScoreMetric method) (iaml.metrics.recall_metric.RecallMetric method) (iaml.metrics.roc_auc_metric.RocAucMetric method) (iaml.metrics.specificity_metric.SpecificityMetric method) (iaml.metrics.specificity_multiclass_metric.SpecificityMulticlassMetric method) (iaml.metrics.specificity_multilabel_metric.SpecificityMultilabelMetric method) (iaml.plot.Plot class method) (iaml.plots.class_prediction_error_plot.ClassPredictionErrorPlot class method) (iaml.plots.classification_report_plot.ClassificationReportPlot class method) (iaml.plots.confusion_matrix_plot.ConfusionMatrixPlot class method) (iaml.plots.cumulative_hazard_plot.CumulativeHazardModelComparisonPlot class method) (iaml.plots.kaplan_meier_comparison_plot.KaplanMeierModelComparisonPlot class method) (iaml.plots.precision_recall_curve_plot.PrecisionRecallCurvePlot class method) (iaml.plots.prediction_error_plot.PredictionErrorPlot class method) (iaml.plots.residual_plot.ResidualsPlot class method) (iaml.plots.roc_dynamique_curve_plot.ROCDynamiqueCurvePlot class method) (iaml.plots.rocauc_plot.ROCAUCPlot class method) (iaml.statistic.Statistic method) (iaml.statistics.anova_statistic.ANOVAStatistic method) (iaml.statistics.cardinality_ratio_statistic.CardinalityRatioStatistic method) (iaml.statistics.category_cooccurrence_statistic.CategoryCooccurrenceStatistic method) (iaml.statistics.chi_square_statistic.ChiSquareStatistic method) (iaml.statistics.coef_variation_statistic.CoefVariationStatistic method) (iaml.statistics.correlation_with_target.CorrelationWithTargetStatistic method) (iaml.statistics.count.CountStatistic method) (iaml.statistics.data_type_summary_statistic.DataTypeSummaryStatistic method) (iaml.statistics.duplicate_row_statistic.DuplicateRowStatistic method) (iaml.statistics.effect_size_statistic.EffectSizeStatistic method) (iaml.statistics.entropy_statistic.EntropyStatistic method) (iaml.statistics.event_rate_statistic.EventRateStatistic method) (iaml.statistics.grouped_mean_statistic.GroupedMeanStatistic method) (iaml.statistics.iqr_statistic.IQRStatistic method) (iaml.statistics.kurtosis.KurtosisStatistic method) (iaml.statistics.mad_statistic.MADStatistic method) (iaml.statistics.mean.MeanStatistic method) (iaml.statistics.median_statistic.MedianStatistic method) (iaml.statistics.minmax.BoundStatistic method) (iaml.statistics.missing_rate_statistic.MissingRateStatistic method) (iaml.statistics.mode.ModeStatistic method) (iaml.statistics.most_frequent_ratio.MostFrequentRatioStatistic method) (iaml.statistics.outlier_count_iqr_statistic.OutlierCountIQRStatistic method) (iaml.statistics.quantile.QuantileStatistic method) (iaml.statistics.range.RangeStatistic method) (iaml.statistics.rare_category_rate.RareCategoryRateStatistic method) (iaml.statistics.skewness.SkewnessStatistic method) (iaml.statistics.stdev.StdevStatistic method) (iaml.statistics.summary_table_statistic.SummaryTableStatistic method) (iaml.statistics.time_by_group_statistic.TimeByGroupStatistic method) (iaml.statistics.time_summary_statistic.TimeSummaryStatistic method) (iaml.statistics.top_k_value_counts.TopKValueCountsStatistic method) (iaml.statistics.unique_count_statistic.UniqueCountStatistic method) (iaml.statistics.value_counts.ValueCountsStatistic method) (iaml.statistics.variance.VarianceStatistic method) (iaml.statistics.violin.ViolinStatistic method) (iaml.step.Step method) (iaml.step_wrapper.StepWrapper method)

SummaryTableStatistic (class in iaml.statistics.summary_table_statistic) supports_component_swap (iaml.optimizers.genetic_optimizer.GeneticOptimizer attribute) (iaml.optimizers.optimizer.Optimizer attribute) supports_component_swaps() (in module iaml.flow.compiler)

T

tag (iaml.flow.model.GroupSpec attribute) (iaml.metastep.MetaStep attribute) tags (iaml.step.Step attribute) target_type (iaml.actionables.predictors.classifier.act_passive_aggressive_classifier.ActPassiveAggressiveClassifier attribute) (iaml.actionables.predictors.classifier.act_sgd_classifier.ActSGDClassifier attribute) target_type_() (iaml.iaml_pipeline.IAMLPipeline method) TargetDistributionPlot (class in iaml.plots.target_distribution_plot) task (iaml.worker_manager.WorkerFuture attribute) TerminatedError TEXT (iaml.data_type.DataType attribute) text_columns (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute) text_sentinels (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN attribute) ThreadEmpty (in module iaml.logger) threshold_value (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector attribute) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel attribute) TimeByGroupStatistic (class in iaml.statistics.time_by_group_statistic) TimedPoolExecutor (class in iaml.timed_pool_executor) TimeSummaryStatistic (class in iaml.statistics.time_summary_statistic) title (iaml.plot.Plot attribute) (iaml.plots.bar_plot.BarPlot attribute) (iaml.plots.box_plot.BoxPlot attribute) (iaml.plots.class_prediction_error_plot.ClassPredictionErrorPlot attribute) (iaml.plots.classification_report_plot.ClassificationReportPlot attribute) (iaml.plots.confusion_matrix_plot.ConfusionMatrixPlot attribute) (iaml.plots.correlation_heatmap_plot.CorrelationHeatmapPlot attribute) (iaml.plots.cumulative_hazard_plot.CumulativeHazardModelComparisonPlot attribute) (iaml.plots.density_plot.DensityPlot attribute) (iaml.plots.histogram_plot.HistogramPlot attribute) (iaml.plots.kaplan_meier_comparison_plot.KaplanMeierModelComparisonPlot attribute) (iaml.plots.line_plot.LinePlot attribute) (iaml.plots.missingness_heatmap_plot.MissingnessHeatmapPlot attribute) (iaml.plots.outlier_plot.OutlierPlot attribute) (iaml.plots.pair_plot.PairPlot attribute) (iaml.plots.precision_recall_curve_plot.PrecisionRecallCurvePlot attribute) (iaml.plots.prediction_error_plot.PredictionErrorPlot attribute) (iaml.plots.qq_plot.QQPlot attribute) (iaml.plots.residual_plot.ResidualsPlot attribute) (iaml.plots.roc_dynamique_curve_plot.ROCDynamiqueCurvePlot attribute) (iaml.plots.rocauc_plot.ROCAUCPlot attribute) (iaml.plots.target_distribution_plot.TargetDistributionPlot attribute) (iaml.plots.violin_plot.ViolinPlot attribute) to_avoid (iaml.wrapper.wrap_basic_gridsearch.WrapBasicGridSearch attribute) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch attribute) to_code() (iaml.flow.model.Recipe method) (in module iaml.flow.inspection) to_dict() (iaml.flow.inspection.RecipeReport method) to_drop (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn attribute) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn attribute) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector attribute) to_input() (iaml.candidate.Candidate method) to_json() (iaml.plot.Plot method) to_markdown() (iaml.plot.Plot method) to_markdown_plots() (iaml.explanation.Explanation method) to_markdown_shap() (iaml.explanation.Explanation method) to_output() (iaml.candidate.Candidate method) to_plot() (iaml.explanation.Explanation method) to_plots() (iaml.explanation.Explanation method) to_rich_str() (iaml.step.Step method) to_survival() (iaml.dataset.Dataset method) TopKValueCountsStatistic (class in iaml.statistics.top_k_value_counts) total_size() (iaml.step_cache.StepCache method) train_on_n_samples (iaml.iaml.IAML attribute) training_audit (iaml.candidate.Candidate attribute) training_evaluate() (iaml.candidate.Candidate method) training_history (iaml.iaml.IAML attribute) training_steps (iaml.iaml_pipeline.IAMLPipeline property) transform() (iaml.actionables.cleaning.act_categorical_imputer.ActCategoricalImputer method) (iaml.actionables.cleaning.act_count_vectorizer.ActCountVectorizer method) (iaml.actionables.cleaning.act_drop_categorical_column.ActDropCategoricalColumn method) (iaml.actionables.cleaning.act_drop_date_column.ActDropDateColumn method) (iaml.actionables.cleaning.act_drop_high_cardinality_categorical.ActDropHighCardinalityCategorical method) (iaml.actionables.cleaning.act_drop_numerical_column.ActDropNumericalColumn method) (iaml.actionables.cleaning.act_drop_textual_column.ActDropTextualColumn method) (iaml.actionables.cleaning.act_encode_target_column.ActCategoryStringToNumeric method) (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder method) (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer method) (iaml.actionables.cleaning.act_knn_imputer.ActKNNImputer method) (iaml.actionables.cleaning.act_mean_column.ActMeanColumn method) (iaml.actionables.cleaning.act_mice.ActMICEForestImputer method) (iaml.actionables.cleaning.act_missing_count_feature.ActMissingCountFeature method) (iaml.actionables.cleaning.act_missing_indicator.ActMissingIndicator method) (iaml.actionables.cleaning.act_onehot.ActOnehot method) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder method) (iaml.actionables.cleaning.act_rare_category_grouper.ActRareCategoryGrouper method) (iaml.actionables.cleaning.act_simple_imputer.ActSimpleImputer method) (iaml.actionables.cleaning.act_split_date.ActSplitDate method) (iaml.actionables.cleaning.act_target_encoder.ActTargetEncoder method) (iaml.actionables.cleaning.act_text_normalizer.ActTextNormalizer method) (iaml.actionables.cleaning.act_tf_idf.ActTfIdf method) (iaml.actionables.cleaning.act_word2vec.ActWord2Vec method) (iaml.actionables.features_precleaning.act_coerce_numeric_strings.ActCoerceNumericStrings method) (iaml.actionables.features_precleaning.act_date_converter.ActDateConverter method) (iaml.actionables.features_precleaning.act_drop_high_missing_columns.ActDropHighMissingColumns method) (iaml.actionables.features_precleaning.act_drop_id_like_columns.ActDropIdLikeColumns method) (iaml.actionables.features_precleaning.act_normalize_column_names.ActNormalizeColumnNames method) (iaml.actionables.features_precleaning.act_sentinel_to_na_n.ActSentinelToNaN method) (iaml.actionables.features_precleaning.act_trim_space.ActTrimSpaces method) (iaml.actionables.features_preprocessing.act_cyclical_date_encoding.ActCyclicalDateEncoding method) (iaml.actionables.features_preprocessing.act_fast_ica.ActFastICA method) (iaml.actionables.features_preprocessing.act_feature_agglomeration.ActFeatureAgglomeration method) (iaml.actionables.features_preprocessing.act_k_bins_discretizer.ActKBinsDiscretizer method) (iaml.actionables.features_preprocessing.act_k_means_features.ActKMeansFeatures method) (iaml.actionables.features_preprocessing.act_kernel_pca.ActKernelPCA method) (iaml.actionables.features_preprocessing.act_log_transformer.ActLogTransformer method) (iaml.actionables.features_preprocessing.act_nystroem.ActNystroem method) (iaml.actionables.features_preprocessing.act_pca.ActPCA method) (iaml.actionables.features_preprocessing.act_polynomial_features.ActPolynomialFeatures method) (iaml.actionables.features_preprocessing.act_power_transformer.ActPowerTransformer method) (iaml.actionables.features_preprocessing.act_quantile_transformer.ActQuantileTransformer method) (iaml.actionables.features_preprocessing.act_rbf_sampler.ActRBFSampler method) (iaml.actionables.features_preprocessing.act_select_percentile.ActSelectPercentile method) (iaml.actionables.features_preprocessing.act_sparse_random_projection.ActSparseRandomProjection method) (iaml.actionables.features_preprocessing.act_truncated_svd.ActTruncatedSVD method) (iaml.actionables.features_selection.act_permutation_importance_selector.ActPermutationImportanceSelector method) (iaml.actionables.features_selection.act_remove_high_correlated_column.ActRemoveHighCorrelatedColumn method) (iaml.actionables.features_selection.act_remove_low_variance_column.ActRemoveLowVarianceColumn method) (iaml.actionables.features_selection.act_rfe.ActRFE method) (iaml.actionables.features_selection.act_select_from_model.ActSelectFromModel method) (iaml.actionables.features_selection.act_select_k_best.ActSelectKBest method) (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector method) (iaml.actionables.normalize.act_max_abs_scaler.ActMaxAbsScaler method) (iaml.actionables.normalize.act_minmax_scaler.ActMinMaxScaler method) (iaml.actionables.normalize.act_normalizer.ActUnitNormScaler method) (iaml.actionables.normalize.act_robust_scaler.ActRobustScaler method) (iaml.actionables.normalize.act_standard_scaler.ActStandardScaler method) (iaml.dataset.Dataset method) (iaml.iaml_pipeline.IAMLPipeline method) (iaml.sklearn_preprocessor.SklearnPreprocessor method) (in module iaml.void_step)

transformer (iaml.sklearn_preprocessor.SklearnPreprocessor attribute) transformers (iaml.iaml_pipeline.IAMLPipeline property) transformers_resamplers_fingerprint() (iaml.iaml_pipeline.IAMLPipeline method) type_of_target (iaml.dataset.Dataset attribute) type_of_target() (in module iaml.type_of_target)

U

UniqueCountStatistic (class in iaml.statistics.unique_count_statistic) UnitNormScaler (in module iaml.steps) unknown_value (iaml.actionables.cleaning.act_frequency_encoder.ActFrequencyEncoder attribute) (iaml.actionables.cleaning.act_ordinal_encoder.ActOrdinalEncoder attribute)

updated() (iaml.flow.parameters.ParameterSpec method) use() (in module iaml.flow.model) use_cache (iaml.step.Step property) (iaml.wrapper.wrap_genetic_gridsearch.WrapGeneticGridSearch attribute) (iaml.wrapper.wrap_iterative_gridsearch.WrapIterativeGridSearch attribute)

V

validate() (iaml.flow.parameters.ParameterSpec method) value (iaml.flow.parameters.Const attribute) (iaml.flow.parameters.ParameterSpec attribute) ValueCountsStatistic (class in iaml.statistics.value_counts) values (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) values_for_step() (iaml.step_cache.StepCache method) VarianceStatistic (class in iaml.statistics.variance)

vectorize() (iaml.actionables.cleaning.act_word2vec.ActWord2Vec static method) vectorizer (iaml.actionables.cleaning.act_hashing_vectorizer.ActHashingVectorizer attribute) verbose (iaml.logger.Logger property) vif_scores (iaml.actionables.features_selection.act_vif_selector.ActVIFSelector attribute) ViolinPlot (class in iaml.plots.violin_plot) ViolinStatistic (class in iaml.statistics.violin) visualize_descriptive_statistics() (iaml.iaml.IAML method) VoidStep (class in iaml.void_step)

W

WARNING (iaml.logger.LogType attribute) warning() (iaml.logger.Logger method) ways (iaml.wrapper.wrap_iterative_gridsearch.GridIteration attribute) WeibullAFT (in module iaml.actionables.predictors.survival.act_weibull_aft) WeibullAFTFitter (in module iaml.actionables.predictors.survival.act_weibull_aft) within_parameter_range() (in module iaml.search_policy)

WorkerFuture (class in iaml.worker_manager) WorkerManager (class in iaml.worker_manager) wrap() (iaml.step_wrapper.StepWrapper method) WrapBasicGridSearch (class in iaml.wrapper.wrap_basic_gridsearch) WrapGeneticGridSearch (class in iaml.wrapper.wrap_genetic_gridsearch) WrapIterativeGridSearch (class in iaml.wrapper.wrap_iterative_gridsearch)

X

X (iaml.dataset.Dataset property)

x_with_groups() (iaml.dataset.Dataset method)

Y

y (iaml.dataset.Dataset property)

yellowbrick_plot() (in module iaml.metric_plot)