Index

A

add_missing_values() (in module sklearn_utilities.dataset) AlgebraicErrors (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba) AllowNan (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba) AppendPredictionToX (class in sklearn_utilities) (class in sklearn_utilities.append_prediction_to_x)

AppendPredictionToXSingle (class in sklearn_utilities) (class in sklearn_utilities.append_prediction_to_x) AppendXPredictionToX (class in sklearn_utilities) (class in sklearn_utilities.append_x_prediction_to_x) AsymmetricLoss (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba) AsymmetricLosses (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba)

C

CatBoostProgressBarWrapper (class in sklearn_utilities.eval_set) components_ (sklearn_utilities.torch.pca.PCATorch attribute) (sklearn_utilities.torch.PCATorch attribute)

ComposeVarEstimator (class in sklearn_utilities) (class in sklearn_utilities.proba) (class in sklearn_utilities.proba.compose_var)

D

DataFrameWrapper (class in sklearn_utilities) (class in sklearn_utilities.pandas) (class in sklearn_utilities.pandas.dataframe_wrapper) drop_X_y() (in module sklearn_utilities.utils) DropByNoisePrediction (class in sklearn_utilities) (class in sklearn_utilities.drop_by_noise_prediction)

DropMissingColumns() (in module sklearn_utilities) (in module sklearn_utilities.drop_missing_columns) DropMissingRowsY (class in sklearn_utilities) (class in sklearn_utilities.drop_missing_rows_y) DummyRegressorVar (class in sklearn_utilities) (class in sklearn_utilities.proba) (class in sklearn_utilities.proba.dummy_regressor)

E

estimator (sklearn_utilities.append_prediction_to_x.AppendPredictionToXSingle attribute) (sklearn_utilities.append_x_prediction_to_x.AppendXPredictionToX attribute) (sklearn_utilities.AppendPredictionToXSingle attribute) (sklearn_utilities.AppendXPredictionToX attribute) (sklearn_utilities.ComposeVarEstimator attribute) (sklearn_utilities.drop_missing_rows_y.DropMissingRowsY attribute) (sklearn_utilities.DropMissingRowsY attribute) (sklearn_utilities.estimator_wrapper.EstimatorWrapperBase attribute) (sklearn_utilities.EstimatorWrapperBase attribute) (sklearn_utilities.eval_set.CatBoostProgressBarWrapper attribute) (sklearn_utilities.eval_set.EvalSetWrapper attribute) (sklearn_utilities.EvalSetWrapper attribute) (sklearn_utilities.intersect.IntersectXY attribute) (sklearn_utilities.IntersectXY attribute) (sklearn_utilities.pandas.dataframe_wrapper.DataFrameWrapper attribute) (sklearn_utilities.pandas.DataFrameWrapper attribute) (sklearn_utilities.pandas.multioutput.SmartMultioutputEstimator attribute) (sklearn_utilities.pandas.SmartMultioutputEstimator attribute) (sklearn_utilities.proba.compose_var.ComposeVarEstimator attribute) (sklearn_utilities.proba.ComposeVarEstimator attribute) (sklearn_utilities.proba.transformed_target_estimator.TransformedTargetEstimatorVar attribute) (sklearn_utilities.proba.TransformedTargetEstimatorVar attribute) (sklearn_utilities.recursive_fit_subtract_regressor.RecursiveFitSubtractRegressor property) (sklearn_utilities.RecursiveFitSubtractRegressor property) (sklearn_utilities.SmartMultioutputEstimator attribute) (sklearn_utilities.torch.skorch.proba.SkorchCNNReshaperProba attribute) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProba attribute) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProbaMixin attribute) (sklearn_utilities.torch.skorch.reshaper.SkorchCNNReshaper attribute) (sklearn_utilities.torch.skorch.reshaper.SkorchReshaper attribute) (sklearn_utilities.torch.skorch.SkorchCNNReshaper attribute) (sklearn_utilities.torch.skorch.SkorchCNNReshaperProba attribute) (sklearn_utilities.torch.skorch.SkorchReshaper attribute) (sklearn_utilities.torch.skorch.SkorchReshaperProba attribute) (sklearn_utilities.TransformedTargetEstimatorVar attribute)

estimator_ (sklearn_utilities.append_prediction_to_x.AppendPredictionToXSingle attribute) (sklearn_utilities.AppendPredictionToXSingle attribute) estimators (sklearn_utilities.append_prediction_to_x.AppendPredictionToX attribute) (sklearn_utilities.AppendPredictionToX attribute) (sklearn_utilities.recursive_fit_subtract_regressor.RecursiveFitSubtractRegressor attribute) (sklearn_utilities.RecursiveFitSubtractRegressor attribute) estimators_ (sklearn_utilities.append_prediction_to_x.AppendPredictionToX attribute) (sklearn_utilities.AppendPredictionToX attribute) (sklearn_utilities.pandas.multioutput.SmartMultioutputEstimator attribute) (sklearn_utilities.pandas.SmartMultioutputEstimator attribute) (sklearn_utilities.SmartMultioutputEstimator attribute) EstimatorWrapperBase (class in sklearn_utilities) (class in sklearn_utilities.estimator_wrapper) EvalSetWrapper (class in sklearn_utilities) (class in sklearn_utilities.eval_set) ExcludedColumnTransformerPandas (class in sklearn_utilities) (class in sklearn_utilities.pandas) (class in sklearn_utilities.pandas.column_transformer_pandas)

F

feature_names_in_ (sklearn_utilities.ExcludedColumnTransformerPandas attribute) (sklearn_utilities.IncludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.column_transformer_pandas.ExcludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.column_transformer_pandas.IncludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.ExcludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.IncludedColumnTransformerPandas attribute) feature_names_out_ (sklearn_utilities.ExcludedColumnTransformerPandas attribute) (sklearn_utilities.IncludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.column_transformer_pandas.ExcludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.column_transformer_pandas.IncludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.ExcludedColumnTransformerPandas attribute) (sklearn_utilities.pandas.IncludedColumnTransformerPandas attribute) FeatureUnionPandas (class in sklearn_utilities) (class in sklearn_utilities.pandas) (class in sklearn_utilities.pandas.feature_union_pandas) fit() (sklearn_utilities.append_prediction_to_x.AppendPredictionToX method) (sklearn_utilities.append_prediction_to_x.AppendPredictionToXSingle method) (sklearn_utilities.append_x_prediction_to_x.AppendXPredictionToX method) (sklearn_utilities.AppendPredictionToX method) (sklearn_utilities.AppendPredictionToXSingle method) (sklearn_utilities.AppendXPredictionToX method) (sklearn_utilities.ComposeVarEstimator method) (sklearn_utilities.drop_by_noise_prediction.DropByNoisePrediction method) (sklearn_utilities.drop_missing_columns.LooseGenericUnivariateSelect method) (sklearn_utilities.drop_missing_rows_y.DropMissingRowsY method) (sklearn_utilities.DropByNoisePrediction method) (sklearn_utilities.DropMissingRowsY method) (sklearn_utilities.DummyRegressorVar method) (sklearn_utilities.eval_set.CatBoostProgressBarWrapper method) (sklearn_utilities.eval_set.EvalSetWrapper method) (sklearn_utilities.EvalSetWrapper method) (sklearn_utilities.ExcludedColumnTransformerPandas method) (sklearn_utilities.id_transformer.IdTransformer method) (sklearn_utilities.IdTransformer method) (sklearn_utilities.IncludedColumnTransformerPandas method) (sklearn_utilities.intersect.IntersectXY method) (sklearn_utilities.IntersectXY method) (sklearn_utilities.pandas.column_transformer_pandas.ExcludedColumnTransformerPandas method) (sklearn_utilities.pandas.column_transformer_pandas.IncludedColumnTransformerPandas method) (sklearn_utilities.pandas.ExcludedColumnTransformerPandas method) (sklearn_utilities.pandas.IncludedColumnTransformerPandas method) (sklearn_utilities.pandas.multioutput.SmartMultioutputEstimator method) (sklearn_utilities.pandas.SmartMultioutputEstimator method) (sklearn_utilities.proba.compose_var.ComposeVarEstimator method) (sklearn_utilities.proba.ComposeVarEstimator method) (sklearn_utilities.proba.dummy_regressor.DummyRegressorVar method) (sklearn_utilities.proba.DummyRegressorVar method) (sklearn_utilities.proba.transformed_target_estimator.TransformedTargetEstimatorVar method) (sklearn_utilities.proba.TransformedTargetEstimatorVar method) (sklearn_utilities.recursive_fit_subtract_regressor.RecursiveFitSubtractRegressor method) (sklearn_utilities.RecursiveFitSubtractRegressor method) (sklearn_utilities.reindex_missing_columns.ReindexMissingColumns method) (sklearn_utilities.ReindexMissingColumns method) (sklearn_utilities.report_non_finite.ReportNonFinite method) (sklearn_utilities.ReportNonFinite method) (sklearn_utilities.SmartMultioutputEstimator method) (sklearn_utilities.torch.pca.PCATorch method) (sklearn_utilities.torch.PCATorch method) (sklearn_utilities.torch.skorch.reshaper.SkorchCNNReshaper method) (sklearn_utilities.torch.skorch.reshaper.SkorchReshaper method) (sklearn_utilities.torch.skorch.SkorchCNNReshaper method) (sklearn_utilities.torch.skorch.SkorchReshaper method) (sklearn_utilities.TransformedTargetEstimatorVar method)

fit_transform() (sklearn_utilities.drop_by_noise_prediction.DropByNoisePrediction method) (sklearn_utilities.DropByNoisePrediction method) (sklearn_utilities.ExcludedColumnTransformerPandas method) (sklearn_utilities.FeatureUnionPandas method) (sklearn_utilities.IncludedColumnTransformerPandas method) (sklearn_utilities.pandas.column_transformer_pandas.ExcludedColumnTransformerPandas method) (sklearn_utilities.pandas.column_transformer_pandas.IncludedColumnTransformerPandas method) (sklearn_utilities.pandas.ExcludedColumnTransformerPandas method) (sklearn_utilities.pandas.feature_union_pandas.FeatureUnionPandas method) (sklearn_utilities.pandas.FeatureUnionPandas method) (sklearn_utilities.pandas.IncludedColumnTransformerPandas method) forward() (sklearn_utilities.torch.pca.PCATorch method) (sklearn_utilities.torch.PCATorch method) (sklearn_utilities.torch.skorch.AlgebraicErrors method) (sklearn_utilities.torch.skorch.AllowNan method) (sklearn_utilities.torch.skorch.AsymmetricLoss method) (sklearn_utilities.torch.skorch.AsymmetricLosses method) (sklearn_utilities.torch.skorch.LNErrors method) (sklearn_utilities.torch.skorch.LogCoshErrors method) (sklearn_utilities.torch.skorch.proba.AlgebraicErrors method) (sklearn_utilities.torch.skorch.proba.AllowNan method) (sklearn_utilities.torch.skorch.proba.AsymmetricLoss method) (sklearn_utilities.torch.skorch.proba.AsymmetricLosses method) (sklearn_utilities.torch.skorch.proba.LNErrors method) (sklearn_utilities.torch.skorch.proba.LogCoshErrors method) (sklearn_utilities.torch.skorch.proba.XSigmoidErrors method) (sklearn_utilities.torch.skorch.proba.XTanhErrors method) (sklearn_utilities.torch.skorch.XSigmoidErrors method) (sklearn_utilities.torch.skorch.XTanhErrors method)

G

generate_new_prefix() (in module sklearn_utilities.append_prediction_to_x)

I

IdTransformer (class in sklearn_utilities) (class in sklearn_utilities.id_transformer) IncludedColumnTransformerPandas (class in sklearn_utilities) (class in sklearn_utilities.pandas) (class in sklearn_utilities.pandas.column_transformer_pandas) intersect_X_y() (in module sklearn_utilities.utils) IntersectXY (class in sklearn_utilities) (class in sklearn_utilities.intersect)

inverse_transform() (sklearn_utilities.id_transformer.IdTransformer method) (sklearn_utilities.IdTransformer method) (sklearn_utilities.proba.standard_scaler_var.StandardScalerVar method) (sklearn_utilities.proba.StandardScalerVar method) (sklearn_utilities.StandardScalerVar method) (sklearn_utilities.torch.pca.PCATorch method) (sklearn_utilities.torch.PCATorch method) inverse_transform_var() (sklearn_utilities.id_transformer.IdTransformer method) (sklearn_utilities.IdTransformer method)

L

LNErrors (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba)

LogCoshErrors (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba) LooseGenericUnivariateSelect (class in sklearn_utilities.drop_missing_columns)

M

m_type (sklearn_utilities.torch.skorch.proba.SkorchCNNReshaperProba attribute) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProba attribute) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProbaMixin attribute) (sklearn_utilities.torch.skorch.SkorchCNNReshaperProba attribute) (sklearn_utilities.torch.skorch.SkorchReshaperProba attribute) mean_ (sklearn_utilities.torch.pca.PCATorch attribute) (sklearn_utilities.torch.PCATorch attribute) module sklearn_utilities sklearn_utilities.append_prediction_to_x sklearn_utilities.append_x_prediction_to_x sklearn_utilities.dataset sklearn_utilities.drop_by_noise_prediction sklearn_utilities.drop_missing_columns sklearn_utilities.drop_missing_rows_y sklearn_utilities.estimator_wrapper sklearn_utilities.eval_set sklearn_utilities.event sklearn_utilities.id_transformer sklearn_utilities.intersect sklearn_utilities.pandas sklearn_utilities.pandas.column_transformer_pandas sklearn_utilities.pandas.dataframe_wrapper sklearn_utilities.pandas.feature_union_pandas sklearn_utilities.pandas.multioutput sklearn_utilities.proba sklearn_utilities.proba.compose_var sklearn_utilities.proba.dummy_regressor sklearn_utilities.proba.pipeline_var sklearn_utilities.proba.standard_scaler_var sklearn_utilities.proba.transformed_target_estimator sklearn_utilities.recursive_fit_subtract_regressor sklearn_utilities.reindex_missing_columns sklearn_utilities.report_non_finite sklearn_utilities.torch sklearn_utilities.torch.pca sklearn_utilities.torch.skorch sklearn_utilities.torch.skorch.proba sklearn_utilities.torch.skorch.reshaper sklearn_utilities.types sklearn_utilities.utils

P

pattern_x (sklearn_utilities.DataFrameWrapper attribute) (sklearn_utilities.pandas.dataframe_wrapper.DataFrameWrapper attribute) (sklearn_utilities.pandas.DataFrameWrapper attribute) pca_performance_test() (in module sklearn_utilities.torch.pca) PCATorch (class in sklearn_utilities.torch) (class in sklearn_utilities.torch.pca) PipelineVar (class in sklearn_utilities) (class in sklearn_utilities.proba) (class in sklearn_utilities.proba.pipeline_var) predict() (sklearn_utilities.ComposeVarEstimator method) (sklearn_utilities.DummyRegressorVar method) (sklearn_utilities.pandas.multioutput.SmartMultioutputEstimator method) (sklearn_utilities.pandas.SmartMultioutputEstimator method) (sklearn_utilities.proba.compose_var.ComposeVarEstimator method) (sklearn_utilities.proba.ComposeVarEstimator method) (sklearn_utilities.proba.dummy_regressor.DummyRegressorVar method) (sklearn_utilities.proba.DummyRegressorVar method) (sklearn_utilities.proba.transformed_target_estimator.TransformedTargetEstimatorVar method) (sklearn_utilities.proba.TransformedTargetEstimatorVar method) (sklearn_utilities.recursive_fit_subtract_regressor.RecursiveFitSubtractRegressor method) (sklearn_utilities.RecursiveFitSubtractRegressor method) (sklearn_utilities.SmartMultioutputEstimator method) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProbaMixin method) (sklearn_utilities.torch.skorch.reshaper.SkorchCNNReshaper method) (sklearn_utilities.torch.skorch.reshaper.SkorchReshaper method) (sklearn_utilities.torch.skorch.SkorchCNNReshaper method) (sklearn_utilities.torch.skorch.SkorchReshaper method) (sklearn_utilities.TransformedTargetEstimatorVar method)

predict_var() (sklearn_utilities.ComposeVarEstimator method) (sklearn_utilities.DummyRegressorVar method) (sklearn_utilities.pandas.multioutput.SmartMultioutputEstimator method) (sklearn_utilities.pandas.SmartMultioutputEstimator method) (sklearn_utilities.PipelineVar method) (sklearn_utilities.proba.compose_var.ComposeVarEstimator method) (sklearn_utilities.proba.ComposeVarEstimator method) (sklearn_utilities.proba.dummy_regressor.DummyRegressorVar method) (sklearn_utilities.proba.DummyRegressorVar method) (sklearn_utilities.proba.pipeline_var.PipelineVar method) (sklearn_utilities.proba.PipelineVar method) (sklearn_utilities.proba.transformed_target_estimator.TransformedTargetEstimatorVar method) (sklearn_utilities.proba.TransformedTargetEstimatorVar method) (sklearn_utilities.recursive_fit_subtract_regressor.RecursiveFitSubtractRegressor method) (sklearn_utilities.RecursiveFitSubtractRegressor method) (sklearn_utilities.SmartMultioutputEstimator method) (sklearn_utilities.TransformedTargetEstimatorVar method)

R

RecursiveFitSubtractRegressor (class in sklearn_utilities) (class in sklearn_utilities.recursive_fit_subtract_regressor) ReindexMissingColumns (class in sklearn_utilities) (class in sklearn_utilities.reindex_missing_columns)

ReportNonFinite (class in sklearn_utilities) (class in sklearn_utilities.report_non_finite)

S

score() (sklearn_utilities.pandas.multioutput.SmartMultioutputEstimator method) (sklearn_utilities.pandas.SmartMultioutputEstimator method) (sklearn_utilities.SmartMultioutputEstimator method) set_fit_request() (sklearn_utilities.DummyRegressorVar method) (sklearn_utilities.proba.dummy_regressor.DummyRegressorVar method) (sklearn_utilities.proba.DummyRegressorVar method) (sklearn_utilities.proba.standard_scaler_var.StandardScalerVar method) (sklearn_utilities.proba.StandardScalerVar method) (sklearn_utilities.recursive_fit_subtract_regressor.RecursiveFitSubtractRegressor method) (sklearn_utilities.RecursiveFitSubtractRegressor method) (sklearn_utilities.StandardScalerVar method) set_inverse_transform_request() (sklearn_utilities.proba.standard_scaler_var.StandardScalerVar method) (sklearn_utilities.proba.StandardScalerVar method) (sklearn_utilities.StandardScalerVar method) set_partial_fit_request() (sklearn_utilities.proba.standard_scaler_var.StandardScalerVar method) (sklearn_utilities.proba.StandardScalerVar method) (sklearn_utilities.StandardScalerVar method) set_predict_request() (sklearn_utilities.ComposeVarEstimator method) (sklearn_utilities.DummyRegressorVar method) (sklearn_utilities.proba.compose_var.ComposeVarEstimator method) (sklearn_utilities.proba.ComposeVarEstimator method) (sklearn_utilities.proba.dummy_regressor.DummyRegressorVar method) (sklearn_utilities.proba.DummyRegressorVar method) (sklearn_utilities.torch.skorch.proba.SkorchCNNReshaperProba method) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProba method) (sklearn_utilities.torch.skorch.SkorchCNNReshaperProba method) (sklearn_utilities.torch.skorch.SkorchReshaperProba method) set_score_request() (sklearn_utilities.DummyRegressorVar method) (sklearn_utilities.PipelineVar method) (sklearn_utilities.proba.dummy_regressor.DummyRegressorVar method) (sklearn_utilities.proba.DummyRegressorVar method) (sklearn_utilities.proba.pipeline_var.PipelineVar method) (sklearn_utilities.proba.PipelineVar method) set_transform_request() (sklearn_utilities.proba.standard_scaler_var.StandardScalerVar method) (sklearn_utilities.proba.StandardScalerVar method) (sklearn_utilities.StandardScalerVar method) since_event() (in module sklearn_utilities) (in module sklearn_utilities.event) sklearn_utilities module sklearn_utilities.append_prediction_to_x module sklearn_utilities.append_x_prediction_to_x module sklearn_utilities.dataset module sklearn_utilities.drop_by_noise_prediction module sklearn_utilities.drop_missing_columns module sklearn_utilities.drop_missing_rows_y module sklearn_utilities.estimator_wrapper module sklearn_utilities.eval_set module sklearn_utilities.event module sklearn_utilities.id_transformer module sklearn_utilities.intersect module

sklearn_utilities.pandas module sklearn_utilities.pandas.column_transformer_pandas module sklearn_utilities.pandas.dataframe_wrapper module sklearn_utilities.pandas.feature_union_pandas module sklearn_utilities.pandas.multioutput module sklearn_utilities.proba module sklearn_utilities.proba.compose_var module sklearn_utilities.proba.dummy_regressor module sklearn_utilities.proba.pipeline_var module sklearn_utilities.proba.standard_scaler_var module sklearn_utilities.proba.transformed_target_estimator module sklearn_utilities.recursive_fit_subtract_regressor module sklearn_utilities.reindex_missing_columns module sklearn_utilities.report_non_finite module sklearn_utilities.torch module sklearn_utilities.torch.pca module sklearn_utilities.torch.skorch module sklearn_utilities.torch.skorch.proba module sklearn_utilities.torch.skorch.reshaper module sklearn_utilities.types module sklearn_utilities.utils module SkorchCNNReshaper (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.reshaper) SkorchCNNReshaperProba (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba) SkorchReshaper (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.reshaper) SkorchReshaperProba (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba) SkorchReshaperProbaMixin (class in sklearn_utilities.torch.skorch.proba) SmartMultioutputEstimator (class in sklearn_utilities) (class in sklearn_utilities.pandas) (class in sklearn_utilities.pandas.multioutput) StandardScalerVar (class in sklearn_utilities) (class in sklearn_utilities.proba) (class in sklearn_utilities.proba.standard_scaler_var) steps (sklearn_utilities.FeatureUnionPandas attribute) (sklearn_utilities.pandas.feature_union_pandas.FeatureUnionPandas attribute) (sklearn_utilities.pandas.FeatureUnionPandas attribute) svd_flip() (in module sklearn_utilities.torch.pca)

T

to_frame_or_series() (in module sklearn_utilities.pandas.dataframe_wrapper) to_frame_or_series_tuple() (in module sklearn_utilities.pandas.dataframe_wrapper) training (sklearn_utilities.torch.pca.PCATorch attribute) (sklearn_utilities.torch.PCATorch attribute) (sklearn_utilities.torch.skorch.AlgebraicErrors attribute) (sklearn_utilities.torch.skorch.AllowNan attribute) (sklearn_utilities.torch.skorch.AsymmetricLoss attribute) (sklearn_utilities.torch.skorch.AsymmetricLosses attribute) (sklearn_utilities.torch.skorch.LNErrors attribute) (sklearn_utilities.torch.skorch.LogCoshErrors attribute) (sklearn_utilities.torch.skorch.proba.AlgebraicErrors attribute) (sklearn_utilities.torch.skorch.proba.AllowNan attribute) (sklearn_utilities.torch.skorch.proba.AsymmetricLoss attribute) (sklearn_utilities.torch.skorch.proba.AsymmetricLosses attribute) (sklearn_utilities.torch.skorch.proba.LNErrors attribute) (sklearn_utilities.torch.skorch.proba.LogCoshErrors attribute) (sklearn_utilities.torch.skorch.proba.XSigmoidErrors attribute) (sklearn_utilities.torch.skorch.proba.XTanhErrors attribute) (sklearn_utilities.torch.skorch.XSigmoidErrors attribute) (sklearn_utilities.torch.skorch.XTanhErrors attribute) transform() (sklearn_utilities.append_prediction_to_x.AppendPredictionToX method) (sklearn_utilities.append_prediction_to_x.AppendPredictionToXSingle method) (sklearn_utilities.append_x_prediction_to_x.AppendXPredictionToX method) (sklearn_utilities.AppendPredictionToX method) (sklearn_utilities.AppendPredictionToXSingle method) (sklearn_utilities.AppendXPredictionToX method) (sklearn_utilities.ExcludedColumnTransformerPandas method) (sklearn_utilities.FeatureUnionPandas method) (sklearn_utilities.id_transformer.IdTransformer method) (sklearn_utilities.IdTransformer method) (sklearn_utilities.IncludedColumnTransformerPandas method) (sklearn_utilities.pandas.column_transformer_pandas.ExcludedColumnTransformerPandas method) (sklearn_utilities.pandas.column_transformer_pandas.IncludedColumnTransformerPandas method) (sklearn_utilities.pandas.ExcludedColumnTransformerPandas method) (sklearn_utilities.pandas.feature_union_pandas.FeatureUnionPandas method) (sklearn_utilities.pandas.FeatureUnionPandas method) (sklearn_utilities.pandas.IncludedColumnTransformerPandas method) (sklearn_utilities.reindex_missing_columns.ReindexMissingColumns method) (sklearn_utilities.ReindexMissingColumns method) (sklearn_utilities.report_non_finite.ReportNonFinite method) (sklearn_utilities.ReportNonFinite method) (sklearn_utilities.torch.pca.PCATorch method) (sklearn_utilities.torch.PCATorch method)

TransformedTargetEstimatorVar (class in sklearn_utilities) (class in sklearn_utilities.proba) (class in sklearn_utilities.proba.transformed_target_estimator)

U

until_event() (in module sklearn_utilities) (in module sklearn_utilities.event)

V

var_type (sklearn_utilities.torch.skorch.proba.SkorchCNNReshaperProba attribute) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProba attribute) (sklearn_utilities.torch.skorch.proba.SkorchReshaperProbaMixin attribute) (sklearn_utilities.torch.skorch.SkorchCNNReshaperProba attribute) (sklearn_utilities.torch.skorch.SkorchReshaperProba attribute)

W

with_mean (sklearn_utilities.proba.standard_scaler_var.StandardScalerVar attribute) (sklearn_utilities.proba.StandardScalerVar attribute) (sklearn_utilities.StandardScalerVar attribute)

wrap_torch() (in module sklearn_utilities.torch.pca)

X

XSigmoidErrors (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba)

XTanhErrors (class in sklearn_utilities.torch.skorch) (class in sklearn_utilities.torch.skorch.proba)

Y

y_columns_or_name (sklearn_utilities.DataFrameWrapper attribute) (sklearn_utilities.pandas.dataframe_wrapper.DataFrameWrapper attribute) (sklearn_utilities.pandas.DataFrameWrapper attribute)