Index _ | A | B | C | D | E | F | G | H | I | K | M | N | P | Q | R | S | T | V _ _switch_clusters() (in module mlinsights.mlmodel._kmeans_constraint_) A absolute_loss() (in module mlinsights.mlmodel.quantile_mlpregressor) aggregate_timeseries() (in module mlinsights.timeseries.agg) alter_pipeline_for_debugging() (in module mlinsights.helpers.pipeline) ApproximateNMFPredictor (class in mlinsights.mlmodel.anmf_predictor) artificial_data() (in module mlinsights.timeseries.datasets) ARTimeSeriesRegressor (class in mlinsights.timeseries.ar) as_key() (mlinsights.mlbatch.cache_model.MLCache static method) available_fcts() (mlinsights.mlmodel.sklearn_transform_inv_fct.FunctionReciprocalTransformer static method) B BaseReciprocalTimeSeriesTransformer (class in mlinsights.timeseries.base) BaseReciprocalTransformer (class in mlinsights.mlmodel.sklearn_transform_inv) BaseTimeSeries (class in mlinsights.timeseries.base) build_ts_X_y() (in module mlinsights.timeseries.utils) C cache() (mlinsights.mlbatch.cache_model.MLCache method) CategoriesToIntegers (class in mlinsights.mlmodel.categories_to_integers) classes_ (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 property) ClassifierAfterKMeans (class in mlinsights.mlmodel.classification_kmeans) cluster_edges() (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) compare_params() (mlinsights.sklapi.sklearn_base.SkBase static method) constraint_kmeans() (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) ConstraintKMeans (class in mlinsights.mlmodel.kmeans_constraint) count() (mlinsights.mlbatch.cache_model.MLCache method) create_cache() (mlinsights.mlbatch.cache_model.MLCache static method) CustomizedMultilayerPerceptron (class in mlinsights.mlmodel.quantile_mlpregressor) D decision_function() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.sklapi.sklearn_base_learner.SkBaseLearner method) dgelss() (in module mlinsights.mlmodel.direct_blas_lapack) digitize2tree() (in module mlinsights.mltree.tree_digitize) DummyTimeSeriesRegressor (class in mlinsights.timeseries.dummies) E enumerate_pipeline_models() (in module mlinsights.helpers.pipeline) ExtendedFeatures (class in mlinsights.mlmodel.extended_features) F find_ts_group_pattern() (in module mlinsights.timeseries.patterns) fit() (mlinsights.mlmodel.anmf_predictor.ApproximateNMFPredictor method) (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.extended_features.ExtendedFeatures method) (mlinsights.mlmodel.interval_regressor.IntervalRegressor method) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) (mlinsights.mlmodel.predictable_tsne.PredictableTSNE method) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression method) (mlinsights.mlmodel.sklearn_transform_inv_fct.FunctionReciprocalTransformer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.PermutationReciprocalTransformer method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.mlmodel.target_predictors.TransformedTargetRegressor2 method) (mlinsights.mlmodel.transfer_transformer.TransferTransformer method) (mlinsights.search_rank.search_engine_predictions.SearchEnginePredictions method) (mlinsights.search_rank.search_engine_predictions_images.SearchEnginePredictionImages method) (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) (mlinsights.sklapi.sklearn_base.SkBase method) (mlinsights.sklapi.sklearn_base_learner.SkBaseLearner method) (mlinsights.sklapi.sklearn_base_transform.SkBaseTransform method) (mlinsights.sklapi.sklearn_base_transform_learner.SkBaseTransformLearner method) (mlinsights.sklapi.sklearn_base_transform_stacking.SkBaseTransformStacking method) (mlinsights.timeseries.ar.ARTimeSeriesRegressor method) (mlinsights.timeseries.base.BaseReciprocalTimeSeriesTransformer method) (mlinsights.timeseries.dummies.DummyTimeSeriesRegressor method) fit_transform() (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) (mlinsights.sklapi.sklearn_base_transform.SkBaseTransform method) format_function_call() (in module mlinsights.helpers.parameters) format_parameters() (in module mlinsights.helpers.parameters) format_value() (in module mlinsights.helpers.parameters) FunctionReciprocalTransformer (class in mlinsights.mlmodel.sklearn_transform_inv_fct) G get() (mlinsights.mlbatch.cache_model.MLCache method) get_cache() (mlinsights.mlbatch.cache_model.MLCache static method) get_fct_inv() (mlinsights.mlmodel.sklearn_transform_inv.BaseReciprocalTransformer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.FunctionReciprocalTransformer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.PermutationReciprocalTransformer method) (mlinsights.timeseries.base.BaseReciprocalTimeSeriesTransformer method) get_feature_names_out() (mlinsights.mlmodel.extended_features.ExtendedFeatures method) get_params() (mlinsights.mlmodel.anmf_predictor.ApproximateNMFPredictor method) (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.sklapi.sklearn_base.SkBase method) (mlinsights.sklapi.sklearn_base_transform_learner.SkBaseTransformLearner method) (mlinsights.sklapi.sklearn_base_transform_stacking.SkBaseTransformStacking method) H has_cache() (mlinsights.mlbatch.cache_model.MLCache static method) has_preprocessing() (mlinsights.timeseries.base.BaseTimeSeries method) I IntervalRegressor (class in mlinsights.mlmodel.interval_regressor) items() (mlinsights.mlbatch.cache_model.MLCache method) K Keys (mlinsights.sklapi.sklearn_parameters.SkLearnParameters property) keys() (mlinsights.mlbatch.cache_model.MLCache method) KMeansL1L2 (class in mlinsights.mlmodel.kmeans_l1) kneighbors() (mlinsights.search_rank.search_engine_predictions.SearchEnginePredictions method) (mlinsights.search_rank.search_engine_predictions_images.SearchEnginePredictionImages method) (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) M MLCache (class in mlinsights.mlbatch.cache_model) model_featurizer() (in module mlinsights.mlmodel.ml_featurizer) N n_estimators_ (mlinsights.mlmodel.interval_regressor.IntervalRegressor property) NGramsMixin (class in mlinsights.mlmodel.sklearn_text) non_linear_correlations() (in module mlinsights.metrics.correlations) P PermutationReciprocalTransformer (class in mlinsights.mlmodel.sklearn_transform_inv_fct) PiecewiseClassifier (class in mlinsights.mlmodel.piecewise_estimator) PiecewiseRegressor (class in mlinsights.mlmodel.piecewise_estimator) PiecewiseTreeRegressor (class in mlinsights.mlmodel.piecewise_tree_regression) pipeline2dot() (in module mlinsights.plotting.visualize) pipeline2str() (in module mlinsights.plotting.visualize) PipelineCache (class in mlinsights.mlbatch.pipeline_cache) plot_gallery_images() (in module mlinsights.plotting.gallery) plot_week_timeseries() (in module mlinsights.timeseries.plotting) predict() (mlinsights.mlmodel.anmf_predictor.ApproximateNMFPredictor method) (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.interval_regressor.IntervalRegressor method) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseRegressor method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.mlmodel.target_predictors.TransformedTargetRegressor2 method) (mlinsights.sklapi.sklearn_base_learner.SkBaseLearner method) (mlinsights.timeseries.ar.ARTimeSeriesRegressor method) (mlinsights.timeseries.dummies.DummyTimeSeriesRegressor method) predict_all() (mlinsights.mlmodel.interval_regressor.IntervalRegressor method) predict_leaves() (in module mlinsights.mltree.tree_structure) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) predict_proba() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.sklapi.sklearn_base_classifier.SkBaseClassifier method) predict_sorted() (mlinsights.mlmodel.interval_regressor.IntervalRegressor method) PredictableTSNE (class in mlinsights.mlmodel.predictable_tsne) printd() (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion method) Q QuantileLinearRegression (class in mlinsights.mlmodel.quantile_regression) QuantileMLPRegressor (class in mlinsights.mlmodel.quantile_mlpregressor) R read_zip() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors static method) remove_cache() (mlinsights.mlbatch.cache_model.MLCache static method) S score() (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor method) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.mlmodel.target_predictors.TransformedTargetRegressor2 method) (mlinsights.sklapi.sklearn_base_classifier.SkBaseClassifier method) (mlinsights.sklapi.sklearn_base_learner.SkBaseLearner method) (mlinsights.sklapi.sklearn_base_regressor.SkBaseRegressor method) SearchEnginePredictionImages (class in mlinsights.search_rank.search_engine_predictions_images) SearchEnginePredictions (class in mlinsights.search_rank.search_engine_predictions) SearchEngineVectors (class in mlinsights.search_rank.search_engine_vectors) set_fit_request() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.interval_regressor.IntervalRegressor method) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseRegressor method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) (mlinsights.mlmodel.predictable_tsne.PredictableTSNE method) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression method) (mlinsights.mlmodel.sklearn_text.TraceableCountVectorizer method) (mlinsights.mlmodel.sklearn_text.TraceableTfidfVectorizer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.FunctionReciprocalTransformer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.PermutationReciprocalTransformer method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.mlmodel.target_predictors.TransformedTargetRegressor2 method) (mlinsights.mlmodel.transfer_transformer.TransferTransformer method) (mlinsights.timeseries.ar.ARTimeSeriesRegressor method) (mlinsights.timeseries.base.BaseReciprocalTimeSeriesTransformer method) (mlinsights.timeseries.dummies.DummyTimeSeriesRegressor method) set_params() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.sklapi.sklearn_base.SkBase method) (mlinsights.sklapi.sklearn_base_transform_learner.SkBaseTransformLearner method) (mlinsights.sklapi.sklearn_base_transform_stacking.SkBaseTransformStacking method) set_predict_request() (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) set_score_request() (mlinsights.mlbatch.pipeline_cache.PipelineCache method) (mlinsights.mlmodel.anmf_predictor.ApproximateNMFPredictor method) (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.interval_regressor.IntervalRegressor method) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseRegressor method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor method) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.mlmodel.target_predictors.TransformedTargetRegressor2 method) (mlinsights.timeseries.ar.ARTimeSeriesRegressor method) (mlinsights.timeseries.dummies.DummyTimeSeriesRegressor method) set_transform_request() (mlinsights.mlmodel.sklearn_text.TraceableCountVectorizer method) (mlinsights.mlmodel.sklearn_text.TraceableTfidfVectorizer method) (mlinsights.timeseries.base.BaseReciprocalTimeSeriesTransformer method) SimpleRegressorCriterion (class in mlinsights.mlmodel.piecewise_tree_regression_criterion) SimpleRegressorCriterionFast (class in mlinsights.mlmodel.piecewise_tree_regression_criterion_fast) SkBase (class in mlinsights.sklapi.sklearn_base) SkBaseClassifier (class in mlinsights.sklapi.sklearn_base_classifier) SkBaseLearner (class in mlinsights.sklapi.sklearn_base_learner) SkBaseRegressor (class in mlinsights.sklapi.sklearn_base_regressor) SkBaseTransform (class in mlinsights.sklapi.sklearn_base_transform) SkBaseTransformLearner (class in mlinsights.sklapi.sklearn_base_transform_learner) SkBaseTransformStacking (class in mlinsights.sklapi.sklearn_base_transform_stacking) SkException (class in mlinsights.sklapi.sklearn_parameters) SkLearnParameters (class in mlinsights.sklapi.sklearn_parameters) T test_equality() (mlinsights.sklapi.sklearn_base.SkBase method) to_dict() (mlinsights.sklapi.sklearn_parameters.SkLearnParameters method) to_zip() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) TraceableCountVectorizer (class in mlinsights.mlmodel.sklearn_text) TraceableTfidfVectorizer (class in mlinsights.mlmodel.sklearn_text) TransferTransformer (class in mlinsights.mlmodel.transfer_transformer) transform() (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) (mlinsights.mlmodel.extended_features.ExtendedFeatures method) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) (mlinsights.mlmodel.predictable_tsne.PredictableTSNE method) (mlinsights.mlmodel.sklearn_transform_inv.BaseReciprocalTransformer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.FunctionReciprocalTransformer method) (mlinsights.mlmodel.sklearn_transform_inv_fct.PermutationReciprocalTransformer method) (mlinsights.mlmodel.transfer_transformer.TransferTransformer method) (mlinsights.sklapi.sklearn_base_transform.SkBaseTransform method) (mlinsights.sklapi.sklearn_base_transform_learner.SkBaseTransformLearner method) (mlinsights.sklapi.sklearn_base_transform_stacking.SkBaseTransformStacking method) (mlinsights.timeseries.base.BaseReciprocalTimeSeriesTransformer method) transform_features() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) TransformedTargetClassifier2 (class in mlinsights.mlmodel.target_predictors) TransformedTargetRegressor2 (class in mlinsights.mlmodel.target_predictors) tree_find_common_node() (in module mlinsights.mltree.tree_structure) tree_find_path_to_root() (in module mlinsights.mltree.tree_structure) tree_leave_index() (in module mlinsights.mltree.tree_structure) tree_leave_neighbors() (in module mlinsights.mltree.tree_structure) tree_node_parents() (in module mlinsights.mltree.tree_structure) tree_node_range() (in module mlinsights.mltree.tree_structure) ts_mape() (in module mlinsights.timeseries.metrics) V validate() (mlinsights.sklapi.sklearn_parameters.SkLearnParameters method)