Index

_

__init__() (julearn.base.ColumnTypes method) (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.inspect.FoldsInspector method) (julearn.inspect.Inspector method) (julearn.model_selection.ContinuousStratifiedGroupKFold method) (julearn.model_selection.ContinuousStratifiedKFold method) (julearn.model_selection.RepeatedContinuousStratifiedGroupKFold method) (julearn.model_selection.RepeatedContinuousStratifiedKFold method) (julearn.model_selection.StratifiedBootstrap method) (julearn.models.dynamic.DynamicSelection method) (julearn.pipeline.JuTargetPipeline method) (julearn.pipeline.pipeline_creator.Step method) (julearn.PipelineCreator method) (julearn.TargetPipelineCreator method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTargetTransformer method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.transformers.target.TargetConfoundRemover method) (julearn.transformers.target.TransformedTargetWarning method) (julearn.utils.typing.EstimatorLikeFit1 method) (julearn.utils.typing.EstimatorLikeFit2 method) (julearn.utils.typing.EstimatorLikeFity method) (julearn.utils.typing.JuEstimatorLike method)

A

add() (julearn.base.ColumnTypes method) (julearn.PipelineCreator method) (julearn.TargetPipelineCreator method)

aggregate() (julearn.transformers.CBPM method) apply_to (julearn.pipeline.pipeline_creator.Step attribute) args (julearn.transformers.target.TransformedTargetWarning attribute)

C

can_inverse_transform() (julearn.pipeline.JuTargetPipeline method) CBPM (class in julearn.transformers) change_column_type() (in module julearn.base) ChangeColumnTypes (class in julearn.transformers) check_consistency() (in module julearn.prepare) check_scoring() (in module julearn.scoring) classes_ (julearn.base.WrapModel property) (julearn.transformers.target.JuTransformedTargetModel property)

ColumnTypes (class in julearn.base) ColumnTypesLike (in module julearn.base) configure_logging() (in module julearn.utils) ConfoundRemover (class in julearn.transformers.confound_remover) ContinuousStratifiedGroupKFold (class in julearn.model_selection) ContinuousStratifiedKFold (class in julearn.model_selection) copy() (julearn.base.ColumnTypes method) (julearn.PipelineCreator method) corrected_ttest() (in module julearn.stats)

D

decision_function() (julearn.base.WrapModel method) (julearn.inspect.FoldsInspector method) (julearn.transformers.target.JuTransformedTargetModel method)

DropColumns (class in julearn.transformers) DynamicSelection (class in julearn.models.dynamic)

E

ensure_column_types() (in module julearn.base) estimator (julearn.pipeline.pipeline_creator.Step attribute) EstimatorLike (in module julearn.utils.typing)

EstimatorLikeFit1 (class in julearn.utils.typing) EstimatorLikeFit2 (class in julearn.utils.typing) EstimatorLikeFity (class in julearn.utils.typing)

F

filter_columns() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTransformedTargetModel method) FilterColumns (class in julearn.transformers) fit() (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.models.dynamic.DynamicSelection method) (julearn.pipeline.JuTargetPipeline method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTargetTransformer method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.transformers.target.TargetConfoundRemover method) (julearn.utils.typing.EstimatorLikeFit1 method) (julearn.utils.typing.EstimatorLikeFit2 method) (julearn.utils.typing.EstimatorLikeFity method) (julearn.utils.typing.JuEstimatorLike method)

fit_transform() (julearn.base.JuTransformer method) (julearn.pipeline.JuTargetPipeline method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTargetTransformer method) (julearn.transformers.target.TargetConfoundRemover method) folds (julearn.inspect.Inspector property) FoldsInspector (class in julearn.inspect) from_list() (julearn.PipelineCreator class method)

G

get_apply_to() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.utils.typing.JuEstimatorLike method) get_column_type() (in module julearn.base) get_feature_names_out() (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) get_metadata_routing() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.model_selection.ContinuousStratifiedGroupKFold method) (julearn.model_selection.ContinuousStratifiedKFold method) (julearn.model_selection.RepeatedContinuousStratifiedGroupKFold method) (julearn.model_selection.RepeatedContinuousStratifiedKFold method) (julearn.model_selection.StratifiedBootstrap method) (julearn.models.dynamic.DynamicSelection method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTransformedTargetModel method) get_model() (in module julearn.models) get_n_splits() (julearn.model_selection.ContinuousStratifiedGroupKFold method) (julearn.model_selection.ContinuousStratifiedKFold method) (julearn.model_selection.RepeatedContinuousStratifiedGroupKFold method) (julearn.model_selection.RepeatedContinuousStratifiedKFold method) (julearn.model_selection.StratifiedBootstrap method)

get_needed_types() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.utils.typing.JuEstimatorLike method) get_params() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.models.dynamic.DynamicSelection method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.utils.typing.EstimatorLikeFit1 method) (julearn.utils.typing.EstimatorLikeFit2 method) (julearn.utils.typing.EstimatorLikeFity method) (julearn.utils.typing.JuEstimatorLike method) get_scorer() (in module julearn.scoring) get_searcher() (in module julearn.model_selection) get_support() (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) get_target_transformer() (in module julearn.transformers.target) get_transformer() (in module julearn.transformers)

H

has_model() (julearn.PipelineCreator method)

I

Inspector (class in julearn.inspect)

inverse_transform() (julearn.pipeline.JuTargetPipeline method)

J

JuBaseEstimator (class in julearn.base) JuColumnTransformer (class in julearn.transformers) JuEstimatorLike (class in julearn.utils.typing) julearn.api module julearn.base module julearn.inspect module julearn.model_selection module julearn.models module julearn.models.dynamic module julearn.pipeline module julearn.prepare module

julearn.scoring module julearn.scoring.metrics module julearn.stats module julearn.transformers module julearn.transformers.target module julearn.utils module julearn.utils.typing module julearn.viz module JuTargetPipeline (class in julearn.pipeline) JuTargetTransformer (class in julearn.transformers.target) JuTransformedTargetModel (class in julearn.transformers.target) JuTransformer (class in julearn.base)

L

list_models() (in module julearn.models) list_scorers() (in module julearn.scoring) list_searchers() (in module julearn.model_selection)

list_target_transformers() (in module julearn.transformers.target) list_transformers() (in module julearn.transformers) logger (in module julearn.utils)

M

make_type_selector() (in module julearn.base) model (julearn.inspect.Inspector property) module julearn.api julearn.base julearn.inspect julearn.model_selection julearn.models julearn.models.dynamic julearn.pipeline julearn.prepare julearn.scoring julearn.scoring.metrics julearn.stats julearn.transformers julearn.transformers.target julearn.utils julearn.utils.typing julearn.viz

N

name (julearn.pipeline.pipeline_creator.Step attribute) needed_types (julearn.pipeline.JuTargetPipeline property) (julearn.pipeline.pipeline_creator.Step attribute) (julearn.transformers.target.TargetConfoundRemover property)

P

params_to_tune (julearn.pipeline.pipeline_creator.Step attribute) pattern (julearn.base.ColumnTypes property) PipelineCreator (class in julearn) plot_scores() (in module julearn.viz) predict() (julearn.base.WrapModel method) (julearn.inspect.FoldsInspector method) (julearn.models.dynamic.DynamicSelection method) (julearn.transformers.target.JuTransformedTargetModel method)

predict_log_proba() (julearn.base.WrapModel method) (julearn.inspect.FoldsInspector method) predict_proba() (julearn.base.WrapModel method) (julearn.inspect.FoldsInspector method) (julearn.models.dynamic.DynamicSelection method) (julearn.transformers.target.JuTransformedTargetModel method) prepare_input_data() (in module julearn.prepare) preprocess() (in module julearn.inspect)

R

r2_corr() (in module julearn.scoring.metrics) r_corr() (in module julearn.scoring.metrics) raise_error() (in module julearn.utils) register_model() (in module julearn.models) register_scorer() (in module julearn.scoring) register_searcher() (in module julearn.model_selection) register_target_transformer() (in module julearn.transformers.target) register_transformer() (in module julearn.transformers) RepeatedContinuousStratifiedGroupKFold (class in julearn.model_selection)

RepeatedContinuousStratifiedKFold (class in julearn.model_selection) reset_model_register() (in module julearn.models) reset_scorer_register() (in module julearn.scoring) reset_searcher_register() (in module julearn.model_selection) reset_target_transformer_register() (in module julearn.transformers.target) reset_transformer_register() (in module julearn.transformers) row_select_col_type (julearn.pipeline.pipeline_creator.Step attribute) row_select_vals (julearn.pipeline.pipeline_creator.Step attribute) run_cross_validation() (in module julearn)

S

score() (julearn.base.WrapModel method) (julearn.models.dynamic.DynamicSelection method) (julearn.transformers.target.JuTransformedTargetModel method) set_output() (julearn.base.JuTransformer method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) set_params() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.models.dynamic.DynamicSelection method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.utils.typing.EstimatorLikeFit1 method) (julearn.utils.typing.EstimatorLikeFit2 method) (julearn.utils.typing.EstimatorLikeFity method) (julearn.utils.typing.JuEstimatorLike method)

set_score_request() (julearn.models.dynamic.DynamicSelection method) set_split_request() (julearn.model_selection.ContinuousStratifiedGroupKFold method) SetColumnTypes (class in julearn.transformers) split() (julearn.model_selection.ContinuousStratifiedGroupKFold method) (julearn.model_selection.ContinuousStratifiedKFold method) (julearn.model_selection.RepeatedContinuousStratifiedGroupKFold method) (julearn.model_selection.RepeatedContinuousStratifiedKFold method) (julearn.model_selection.StratifiedBootstrap method) (julearn.PipelineCreator method) Step (class in julearn.pipeline.pipeline_creator) steps (julearn.PipelineCreator property) StratifiedBootstrap (class in julearn.model_selection)

T

TargetConfoundRemover (class in julearn.transformers.target) TargetPipelineCreator (class in julearn) to_pipeline() (julearn.PipelineCreator method) (julearn.TargetPipelineCreator method) to_type_selector() (julearn.base.ColumnTypes method) transform() (julearn.pipeline.JuTargetPipeline method) (julearn.transformers.CBPM method) (julearn.transformers.ChangeColumnTypes method) (julearn.transformers.confound_remover.ConfoundRemover method) (julearn.transformers.DropColumns method) (julearn.transformers.FilterColumns method) (julearn.transformers.JuColumnTransformer method) (julearn.transformers.SetColumnTypes method) (julearn.transformers.target.JuTargetTransformer method) (julearn.transformers.target.TargetConfoundRemover method)

transform_target() (julearn.transformers.target.JuTransformedTargetModel method) TransformedTargetWarning (class in julearn.transformers.target)

W

warn_with_log() (in module julearn.utils)

with_traceback() (julearn.transformers.target.TransformedTargetWarning method) WrapModel (class in julearn.base)