Index

Symbols

2017-11 2018-05 2019-02

2019-03 2020-09 2021-01

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__abstractmethods__ (mlinsights.mlbatch.pipeline_cache.PipelineCache attribute) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans attribute) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 attribute) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor attribute) (mlinsights.mlmodel.quantile_mlpregressor.CustomizedMultilayerPerceptron attribute) (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor attribute) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression attribute) __deepcopy__() (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) __eq__() (mlinsights.sklapi.sklearn_base.SkBase method) __getstate__() (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_fast.SimpleRegressorCriterionFast method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) __hash__ (mlinsights.sklapi.sklearn_base.SkBase attribute) __init__() (mlinsights.helpers.pipeline.BaseEstimatorDebugInformation method) (mlinsights.mlbatch.cache_model.MLCache method) (mlinsights.mlbatch.pipeline_cache.PipelineCache method) (mlinsights.mlmodel.anmf_predictor.ApproximateNMFPredictor method) (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.decision_tree_logreg._DecisionTreeLogisticRegressionNode method) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression 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_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseEstimator method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseRegressor method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) (mlinsights.mlmodel.predictable_tsne.PredictableTSNE method) (mlinsights.mlmodel.quantile_mlpregressor.CustomizedMultilayerPerceptron method) (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor method) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression 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.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_vectors.SearchEngineVectors method) (mlinsights.sklapi.sklearn_base.SkBase method) (mlinsights.sklapi.sklearn_base_classifier.SkBaseClassifier method) (mlinsights.sklapi.sklearn_base_learner.SkBaseLearner method) (mlinsights.sklapi.sklearn_base_regressor.SkBaseRegressor 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.sklapi.sklearn_parameters.SkLearnParameters method) (mlinsights.timeseries.ar.ARTimeSeriesRegressor method) (mlinsights.timeseries.base.BaseReciprocalTimeSeriesTransformer method) (mlinsights.timeseries.base.BaseTimeSeries method) (mlinsights.timeseries.dummies.DummyTimeSeriesRegressor method) (mlinsights.timeseries.preprocessing.TimeSeriesDifference method) (mlinsights.timeseries.preprocessing.TimeSeriesDifferenceInv method) __len__() (mlinsights.mlbatch.cache_model.MLCache method) __new__() (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_fast.SimpleRegressorCriterionFast method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) __pyx_vtable__ (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion attribute) (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion attribute) (mlinsights.mlmodel.piecewise_tree_regression_criterion_fast.SimpleRegressorCriterionFast attribute) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion attribute) __reduce_cython__() (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_fast.SimpleRegressorCriterionFast method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) __repr__() (mlinsights.helpers.pipeline.BaseEstimatorDebugInformation method) (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.search_rank.search_engine_predictions.SearchEnginePredictions method) (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) (mlinsights.sklapi.sklearn_base.SkBase method) (mlinsights.sklapi.sklearn_base_transform_learner.SkBaseTransformLearner method) (mlinsights.sklapi.sklearn_base_transform_stacking.SkBaseTransformStacking method) (mlinsights.sklapi.sklearn_parameters.SkLearnParameters method) __setstate__() (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_fast.SimpleRegressorCriterionFast method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) __setstate_cython__() (mlinsights.mlmodel._piecewise_tree_regression_common.CommonRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion.SimpleRegressorCriterion method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_fast.SimpleRegressorCriterionFast method) (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) __str__() (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) _abc_impl (mlinsights.mlbatch.pipeline_cache.PipelineCache attribute) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans attribute) (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 attribute) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor attribute) (mlinsights.mlmodel.quantile_mlpregressor.CustomizedMultilayerPerceptron attribute) (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor attribute) (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression attribute) _adjust_weights() (in module mlinsights.mlmodel._kmeans_constraint_)

_applies_preprocessing() (mlinsights.timeseries.base.BaseTimeSeries method) _applies_preprocessing_inv() (mlinsights.timeseries.base.BaseTimeSeries method) _apply() (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) _apply_predict_method() (mlinsights.mlmodel.piecewise_estimator.PiecewiseEstimator method) _assert_dict_equal() (in module mlinsights.mlmodel.sklearn_testing) _assert_list_equal() (in module mlinsights.mlmodel.sklearn_testing) _assert_tuple_equal() (in module mlinsights.mlmodel.sklearn_testing) _assign_labels_array() (in module mlinsights.mlmodel._kmeans_022) _assign_labels_csr() (in module mlinsights.mlmodel._kmeans_022) _backprop() (mlinsights.mlmodel.quantile_mlpregressor.CustomizedMultilayerPerceptron method) _base_fit_predict() (mlinsights.timeseries.base.BaseTimeSeries method) _build_schema() (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) _centers_dense() (in module mlinsights.mlmodel._kmeans_022) (in module mlinsights.mlmodel.kmeans_l1) _centers_sparse() (in module mlinsights.mlmodel._kmeans_022) _check_is_fitted() (mlinsights.mlmodel.sklearn_transform_inv_fct.PermutationReciprocalTransformer method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) _combinations_poly() (in module mlinsights.mlmodel._extended_features_polynomial) _common_get_transform() (in module mlinsights.mlmodel.target_predictors) _compute_balance() (in module mlinsights.mlmodel._kmeans_constraint_) _compute_strategy_coefficient() (in module mlinsights.mlmodel._kmeans_constraint_) _constraint_association() (in module mlinsights.mlmodel._kmeans_constraint_) _constraint_association_distance() (in module mlinsights.mlmodel._kmeans_constraint_) _constraint_association_gain() (in module mlinsights.mlmodel._kmeans_constraint_) _constraint_association_weights() (in module mlinsights.mlmodel._kmeans_constraint_) _constraint_kmeans_weights() (in module mlinsights.mlmodel._kmeans_constraint_) _decision_function_piecewise_estimator() (in module mlinsights.mlmodel.piecewise_estimator) _DecisionTreeLogisticRegressionNode (class in mlinsights.mlmodel.decision_tree_logreg) _epsilon() (mlinsights.mlmodel.quantile_regression.QuantileLinearRegression static method) _find_closest() (mlinsights.mlmodel.sklearn_transform_inv_fct.PermutationReciprocalTransformer method) _first_pass() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) _fit() (mlinsights.mlbatch.pipeline_cache.PipelineCache method) _fit_improve_algo_values (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression attribute) _fit_knn() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) _fit_l1() (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) _fit_parallel() (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression method) _fit_perpendicular() (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression method) _fit_piecewise_estimator() (in module mlinsights.mlmodel.piecewise_estimator) _fit_poly() (mlinsights.mlmodel.extended_features.ExtendedFeatures method) _fit_preprocessing() (mlinsights.timeseries.base.BaseTimeSeries method) _fit_reglin() (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) _get_column_name() (in module mlinsights.timeseries.agg) _get_feature_names_poly() (mlinsights.mlmodel.extended_features.ExtendedFeatures method) _get_fit_params_steps() (mlinsights.mlbatch.pipeline_cache.PipelineCache method) _get_loss_function() (mlinsights.mlmodel.quantile_mlpregressor.CustomizedMultilayerPerceptron method) _get_param_names() (mlinsights.mlmodel.anmf_predictor.ApproximateNMFPredictor class method) _get_test_instance() (in module mlinsights.mlmodel.sklearn_testing) _get_tree() (in module mlinsights.mltree.tree_structure) _inertia() (in module mlinsights.mlmodel._kmeans_constraint_) _init_centroids() (in module mlinsights.mlmodel.kmeans_l1) _is_iterable() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) _k_init() (in module mlinsights.mlmodel.kmeans_l1) _kmeans_single_lloyd() (in module mlinsights.mlmodel.kmeans_l1) _labels_inertia() (in module mlinsights.mlmodel.kmeans_l1) _labels_inertia_precompute_dense() (in module mlinsights.mlmodel._kmeans_022) _labels_inertia_skl() (in module mlinsights.mlmodel._kmeans_022) _labels_inertia_weights() (in module mlinsights.mlmodel._kmeans_constraint_) _mapping_train() (mlinsights.mlmodel.piecewise_estimator.PiecewiseEstimator method) (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) _modify_loss_derivatives() (mlinsights.mlmodel.quantile_mlpregressor.CustomizedMultilayerPerceptron method) _more_tags() (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.mlmodel.target_predictors.TransformedTargetRegressor2 method) _parameter_constraints (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 attribute) _pipeline_info() (in module mlinsights.plotting.visualize) _predict_l1() (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) _predict_piecewise_estimator() (in module mlinsights.mlmodel.piecewise_estimator) _predict_proba_piecewise_estimator() (in module mlinsights.mlmodel.piecewise_estimator) _predict_reglin() (mlinsights.mlmodel.piecewise_tree_regression.PiecewiseTreeRegressor method) _prepare_fit() (mlinsights.search_rank.search_engine_predictions_images.SearchEnginePredictionImages method) (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) _randomize_index() (in module mlinsights.mlmodel._kmeans_constraint_) _second_pass() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors method) _set_method() (mlinsights.sklapi.sklearn_base_transform_learner.SkBaseTransformLearner method) _setup_hook() (in module mlinsights) _strategy_value (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans attribute) _switch_clusters() (in module mlinsights.mlmodel._kmeans_constraint_) _test_criterion_check() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_impurity_improvement() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_init() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_node_impurity() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_node_impurity_children() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_node_value() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_printf() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_proxy_impurity_improvement() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _test_criterion_update() (in module mlinsights.mlmodel._piecewise_tree_regression_common) _tolerance() (in module mlinsights.mlmodel.kmeans_l1) _transform_iall() (in module mlinsights.mlmodel._extended_features_polynomial) _transform_ionly() (in module mlinsights.mlmodel._extended_features_polynomial) _transform_l1() (mlinsights.mlmodel.kmeans_l1.KMeansL1L2 method) _transform_poly() (mlinsights.mlmodel.extended_features.ExtendedFeatures method) _transform_poly_slow() (mlinsights.mlmodel.extended_features.ExtendedFeatures method) _validate_input() (mlinsights.mlmodel.quantile_mlpregressor.QuantileMLPRegressor method) _word_ngrams() (mlinsights.mlmodel.sklearn_text.NGramsMixin method) (mlinsights.mlmodel.sklearn_text.TraceableCountVectorizer method) (mlinsights.mlmodel.sklearn_text.TraceableTfidfVectorizer method)

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) assert_criterion_equal() (in module mlinsights.mlmodel._piecewise_tree_regression_common) assert_estimator_equal() (in module mlinsights.mlmodel.sklearn_testing) available_fcts() (mlinsights.mlmodel.sklearn_transform_inv_fct.FunctionReciprocalTransformer static method)

B

BaseEstimatorDebugInformation (class in mlinsights.helpers.pipeline) BaseReciprocalTimeSeriesTransformer (class in mlinsights.timeseries.base) BaseReciprocalTransformer (class in mlinsights.mlmodel.sklearn_transform_inv)

BaseTimeSeries (class in mlinsights.timeseries.base) blog, [1] 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) check() (in module mlinsights) check_ts_X_y() (in module mlinsights.timeseries.utils) classes_ (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 property) ClassifierAfterKMeans (class in mlinsights.mlmodel.classification_kmeans) clone_with_fitted_parameters() (in module mlinsights.mlmodel.sklearn_testing) cluster_edges() (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) CommonRegressorCriterion (class in mlinsights.mlmodel._piecewise_tree_regression_common) comparable_metric() (in module mlinsights.metrics.scoring_metrics)

compare_params() (mlinsights.sklapi.sklearn_base.SkBase static method) constraint_kmeans() (in module mlinsights.mlmodel._kmeans_constraint_) (mlinsights.mlmodel.kmeans_constraint.ConstraintKMeans method) constraint_predictions() (in module mlinsights.mlmodel._kmeans_constraint_) ConstraintKMeans (class in mlinsights.mlmodel.kmeans_constraint) count() (mlinsights.mlbatch.cache_model.MLCache method) create() (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion static method) create_cache() (mlinsights.mlbatch.cache_model.MLCache static method) CustomizedMultilayerPerceptron (class in mlinsights.mlmodel.quantile_mlpregressor) cython

D

decision tree decision_function() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression method) (mlinsights.mlmodel.piecewise_estimator.PiecewiseClassifier method) (mlinsights.mlmodel.target_predictors.TransformedTargetClassifier2 method) (mlinsights.sklapi.sklearn_base_learner.SkBaseLearner method) decision_path() (mlinsights.mlmodel.decision_tree_logreg._DecisionTreeLogisticRegressionNode method) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression method)

DecisionTreeLogisticRegression (class in mlinsights.mlmodel.decision_tree_logreg) degree (mlinsights.timeseries.preprocessing.TimeSeriesDifference property) dgelss() (in module mlinsights.mlmodel.direct_blas_lapack) digitize digitize2tree() (in module mlinsights.mltree.tree_digitize) display() (mlinsights.helpers.pipeline.BaseEstimatorDebugInformation method) DummyTimeSeriesRegressor (class in mlinsights.timeseries.dummies)

E

enumerate_leaves_index() (mlinsights.mlmodel.decision_tree_logreg._DecisionTreeLogisticRegressionNode method)

enumerate_pipeline_models() (in module mlinsights.helpers.pipeline) ExtendedFeatures (class in mlinsights.mlmodel.extended_features)

F

FeaturizerTypeError 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.decision_tree_logreg._DecisionTreeLogisticRegressionNode method) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression 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_estimator.PiecewiseEstimator 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) (mlinsights.timeseries.preprocessing.TimeSeriesDifference method) (mlinsights.timeseries.preprocessing.TimeSeriesDifferenceInv method)

fit_improve() (mlinsights.mlmodel.decision_tree_logreg._DecisionTreeLogisticRegressionNode method) fit_transform() (mlinsights.mlmodel.categories_to_integers.CategoriesToIntegers method) (mlinsights.sklapi.sklearn_base_transform.SkBaseTransform method) float_sign() (in module mlinsights.mlmodel.quantile_mlpregressor) format_function_call() (in module mlinsights.helpers.parameters) format_parameters() (in module mlinsights.helpers.parameters) format_value() (in module mlinsights.helpers.parameters) frozen model 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) (mlinsights.timeseries.preprocessing.TimeSeriesDifference method)

get_feature_names() (mlinsights.mlmodel.extended_features.ExtendedFeatures method) get_leaves_index() (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression 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) glossary

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) is_vector() (in module mlinsights.mlmodel.ml_featurizer)

isskl023() (in module mlinsights.mlbatch.pipeline_cache) items() (mlinsights.mlbatch.cache_model.MLCache method)

J

Jupyter

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)

L

likelihood() (in module mlinsights.mlmodel.decision_tree_logreg) linearize_matrix() (in module mlinsights.mlmodel._kmeans_constraint_)

LinearRegressorCriterion (class in mlinsights.mlmodel.piecewise_tree_regression_criterion_linear) logistic() (in module mlinsights.mlmodel.decision_tree_logreg)

M

machine learning MLCache (class in mlinsights.mlbatch.cache_model) mlinsights module mlinsights.helpers module mlinsights.helpers.parameters module mlinsights.helpers.pipeline module mlinsights.metrics module mlinsights.metrics.correlations module mlinsights.metrics.scoring_metrics module mlinsights.mlbatch module mlinsights.mlbatch.cache_model module mlinsights.mlbatch.pipeline_cache module mlinsights.mlmodel module mlinsights.mlmodel._extended_features_polynomial module mlinsights.mlmodel._kmeans_022 module mlinsights.mlmodel._kmeans_constraint_ module mlinsights.mlmodel._piecewise_tree_regression_common module mlinsights.mlmodel.anmf_predictor module mlinsights.mlmodel.categories_to_integers module mlinsights.mlmodel.classification_kmeans module mlinsights.mlmodel.decision_tree_logreg module mlinsights.mlmodel.direct_blas_lapack module mlinsights.mlmodel.extended_features module mlinsights.mlmodel.interval_regressor module mlinsights.mlmodel.kmeans_constraint module mlinsights.mlmodel.kmeans_l1 module mlinsights.mlmodel.ml_featurizer module mlinsights.mlmodel.piecewise_estimator module mlinsights.mlmodel.piecewise_tree_regression module mlinsights.mlmodel.piecewise_tree_regression_criterion module mlinsights.mlmodel.piecewise_tree_regression_criterion_fast module mlinsights.mlmodel.piecewise_tree_regression_criterion_linear module mlinsights.mlmodel.predictable_tsne module mlinsights.mlmodel.quantile_mlpregressor module mlinsights.mlmodel.quantile_regression module mlinsights.mlmodel.sklearn_testing module mlinsights.mlmodel.sklearn_text module mlinsights.mlmodel.sklearn_transform_inv module mlinsights.mlmodel.sklearn_transform_inv_fct module mlinsights.mlmodel.target_predictors module mlinsights.mlmodel.transfer_transformer module mlinsights.mltree module mlinsights.mltree._tree_digitize module mlinsights.mltree.tree_digitize module mlinsights.mltree.tree_structure module mlinsights.plotting module mlinsights.plotting.gallery module mlinsights.plotting.visualize module mlinsights.search_rank module mlinsights.search_rank.search_engine_predictions module mlinsights.search_rank.search_engine_predictions_images module mlinsights.search_rank.search_engine_vectors module mlinsights.sklapi module mlinsights.sklapi.sklearn_base module mlinsights.sklapi.sklearn_base_classifier module mlinsights.sklapi.sklearn_base_learner module

mlinsights.sklapi.sklearn_base_regressor module mlinsights.sklapi.sklearn_base_transform module mlinsights.sklapi.sklearn_base_transform_learner module mlinsights.sklapi.sklearn_base_transform_stacking module mlinsights.sklapi.sklearn_parameters module mlinsights.timeseries module mlinsights.timeseries.agg module mlinsights.timeseries.ar module mlinsights.timeseries.base module mlinsights.timeseries.datasets module mlinsights.timeseries.dummies module mlinsights.timeseries.metrics module mlinsights.timeseries.patterns module mlinsights.timeseries.plotting module mlinsights.timeseries.preprocessing module mlinsights.timeseries.utils module model_featurizer() (in module mlinsights.mlmodel.ml_featurizer) model_featurizer_keras() (in module mlinsights.mlmodel.ml_featurizer) model_featurizer_lr() (in module mlinsights.mlmodel.ml_featurizer) model_featurizer_rfc() (in module mlinsights.mlmodel.ml_featurizer) model_featurizer_torch() (in module mlinsights.mlmodel.ml_featurizer) module mlinsights mlinsights.helpers mlinsights.helpers.parameters mlinsights.helpers.pipeline mlinsights.metrics mlinsights.metrics.correlations mlinsights.metrics.scoring_metrics mlinsights.mlbatch mlinsights.mlbatch.cache_model mlinsights.mlbatch.pipeline_cache mlinsights.mlmodel mlinsights.mlmodel._extended_features_polynomial mlinsights.mlmodel._kmeans_022 mlinsights.mlmodel._kmeans_constraint_ mlinsights.mlmodel._piecewise_tree_regression_common mlinsights.mlmodel.anmf_predictor mlinsights.mlmodel.categories_to_integers mlinsights.mlmodel.classification_kmeans mlinsights.mlmodel.decision_tree_logreg mlinsights.mlmodel.direct_blas_lapack mlinsights.mlmodel.extended_features mlinsights.mlmodel.interval_regressor mlinsights.mlmodel.kmeans_constraint mlinsights.mlmodel.kmeans_l1 mlinsights.mlmodel.ml_featurizer mlinsights.mlmodel.piecewise_estimator mlinsights.mlmodel.piecewise_tree_regression mlinsights.mlmodel.piecewise_tree_regression_criterion mlinsights.mlmodel.piecewise_tree_regression_criterion_fast mlinsights.mlmodel.piecewise_tree_regression_criterion_linear mlinsights.mlmodel.predictable_tsne mlinsights.mlmodel.quantile_mlpregressor mlinsights.mlmodel.quantile_regression mlinsights.mlmodel.sklearn_testing mlinsights.mlmodel.sklearn_text mlinsights.mlmodel.sklearn_transform_inv mlinsights.mlmodel.sklearn_transform_inv_fct mlinsights.mlmodel.target_predictors mlinsights.mlmodel.transfer_transformer mlinsights.mltree mlinsights.mltree._tree_digitize mlinsights.mltree.tree_digitize mlinsights.mltree.tree_structure mlinsights.plotting mlinsights.plotting.gallery mlinsights.plotting.visualize mlinsights.search_rank mlinsights.search_rank.search_engine_predictions mlinsights.search_rank.search_engine_predictions_images mlinsights.search_rank.search_engine_vectors mlinsights.sklapi mlinsights.sklapi.sklearn_base mlinsights.sklapi.sklearn_base_classifier mlinsights.sklapi.sklearn_base_learner mlinsights.sklapi.sklearn_base_regressor mlinsights.sklapi.sklearn_base_transform mlinsights.sklapi.sklearn_base_transform_learner mlinsights.sklapi.sklearn_base_transform_stacking mlinsights.sklapi.sklearn_parameters mlinsights.timeseries mlinsights.timeseries.agg mlinsights.timeseries.ar mlinsights.timeseries.base mlinsights.timeseries.datasets mlinsights.timeseries.dummies mlinsights.timeseries.metrics mlinsights.timeseries.patterns mlinsights.timeseries.plotting mlinsights.timeseries.preprocessing mlinsights.timeseries.utils

N

n_estimators_ (mlinsights.mlmodel.interval_regressor.IntervalRegressor property) (mlinsights.mlmodel.piecewise_estimator.PiecewiseEstimator property)

NGramsMixin (class in mlinsights.mlmodel.sklearn_text) node_beta() (mlinsights.mlmodel.piecewise_tree_regression_criterion_linear.LinearRegressorCriterion method) non_linear_correlations() (in module mlinsights.metrics.correlations)

O

onnx	onnxruntime

P

pandas PermutationReciprocalTransformer (class in mlinsights.mlmodel.sklearn_transform_inv_fct) PiecewiseClassifier (class in mlinsights.mlmodel.piecewise_estimator) PiecewiseEstimator (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.decision_tree_logreg._DecisionTreeLogisticRegressionNode method) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression 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.decision_tree_logreg._DecisionTreeLogisticRegressionNode method) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression 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)

Q

QuantileLinearRegression (class in mlinsights.mlmodel.quantile_regression)

QuantileMLPRegressor (class in mlinsights.mlmodel.quantile_mlpregressor)

R

r2_score_comparable() (in module mlinsights.metrics.scoring_metrics)

read_zip() (mlinsights.search_rank.search_engine_vectors.SearchEngineVectors static method) remove_cache() (mlinsights.mlbatch.cache_model.MLCache static method)

S

scikit-learn, [1] 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) (mlinsights.timeseries.base.TimeSeriesRegressorMixin 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_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)

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 SkLearnParameters (class in mlinsights.sklapi.sklearn_parameters) StrOptions() (in module mlinsights.mlmodel.kmeans_l1)

T

test_equality() (mlinsights.sklapi.sklearn_base.SkBase method) test_sklearn_clone() (in module mlinsights.mlmodel.sklearn_testing) test_sklearn_grid_search_cv() (in module mlinsights.mlmodel.sklearn_testing) test_sklearn_pickle() (in module mlinsights.mlmodel.sklearn_testing) TimeSeriesDifference (class in mlinsights.timeseries.preprocessing) TimeSeriesDifferenceInv (class in mlinsights.timeseries.preprocessing) TimeSeriesRegressorMixin (class in mlinsights.timeseries.base) to_dict() (mlinsights.sklapi.sklearn_parameters.SkLearnParameters method) to_str() (mlinsights.helpers.pipeline.BaseEstimatorDebugInformation 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) train_test_split_with_none() (in module mlinsights.mlmodel.sklearn_testing) transfer learning 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) (mlinsights.timeseries.preprocessing.TimeSeriesDifference method) (mlinsights.timeseries.preprocessing.TimeSeriesDifferenceInv method)

transform_bins() (mlinsights.mlmodel.piecewise_estimator.PiecewiseEstimator method) transform_features() (mlinsights.mlmodel.classification_kmeans.ClassifierAfterKMeans method) TransformedTargetClassifier2 (class in mlinsights.mlmodel.target_predictors) TransformedTargetRegressor2 (class in mlinsights.mlmodel.target_predictors) tree_add_node() (in module mlinsights.mltree._tree_digitize) tree_depth_ (mlinsights.mlmodel.decision_tree_logreg._DecisionTreeLogisticRegressionNode property) (mlinsights.mlmodel.decision_tree_logreg.DecisionTreeLogisticRegression property) 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)

W

wrap_predict_keras() (in module mlinsights.mlmodel.ml_featurizer)

wrap_predict_sklearn() (in module mlinsights.mlmodel.ml_featurizer) wrap_predict_torch() (in module mlinsights.mlmodel.ml_featurizer)