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.inspect.PipelineInspector method) (julearn.model_selection.ContinuousStratifiedGroupKFold method) (julearn.model_selection.ContinuousStratifiedKFold method) (julearn.model_selection.final_model_cv._JulearnFinalModelCV method) (julearn.model_selection.RepeatedContinuousStratifiedGroupKFold method) (julearn.model_selection.RepeatedContinuousStratifiedKFold method) (julearn.model_selection.StratifiedBootstrap method) (julearn.models.dynamic.DynamicSelection method) (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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)

_JulearnFinalModelCV (class in julearn.model_selection.final_model_cv)

A

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

add_note() (julearn.transformers.target.TransformedTargetWarning 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) (julearn.transformers.target.JuTransformedTargetModel 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) (julearn.utils.typing.JuModelLike attribute) (julearn.utils.typing.ModelLike attribute)

ColumnTypes (class in julearn.base) ColumnTypesLike (in module julearn.utils.typing) 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) CVLike (in module julearn.utils.typing)

D

DataLike (in module julearn.utils.typing) 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() (julearn.base.ColumnTypes method) 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.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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) (julearn.utils.typing.JuModelLike method) (julearn.utils.typing.ModelLike method) (julearn.utils.typing.TransformerLike 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) (julearn.utils.typing.TransformerLike 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) (julearn.utils.typing.JuModelLike method) get_column_type() (in module julearn.base) get_config() (in module julearn.config) get_feature_names_out() (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) get_fitted_params() (julearn.inspect.PipelineInspector 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.final_model_cv._JulearnFinalModelCV method) (julearn.model_selection.RepeatedContinuousStratifiedGroupKFold method) (julearn.model_selection.RepeatedContinuousStratifiedKFold method) (julearn.model_selection.StratifiedBootstrap method) (julearn.models.dynamic.DynamicSelection method) (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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.final_model_cv._JulearnFinalModelCV 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) (julearn.utils.typing.JuModelLike method) get_params() (julearn.base.JuBaseEstimator method) (julearn.base.JuTransformer method) (julearn.base.WrapModel method) (julearn.inspect.PipelineInspector method) (julearn.models.dynamic.DynamicSelection method) (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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) (julearn.utils.typing.JuModelLike method) (julearn.utils.typing.ModelLike method) (julearn.utils.typing.TransformerLike method) get_scorer() (in module julearn.scoring) get_searcher() (in module julearn.model_selection) get_step() (julearn.inspect.PipelineInspector method) get_step_names() (julearn.inspect.PipelineInspector method) 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.config 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 JuModelLike (class in julearn.utils.typing) 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) ModelLike (class in julearn.utils.typing) module julearn.api julearn.base julearn.config 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)

no_model_ok (julearn.PipelineCreator property)

P

params_to_tune (julearn.pipeline.pipeline_creator.Step attribute) pattern (julearn.base.ColumnTypes property) PipelineCreator (class in julearn) PipelineInspector (class in julearn.inspect) plot_scores() (in module julearn.viz) predict() (julearn.base.WrapModel method) (julearn.inspect.FoldsInspector method) (julearn.models.dynamic.DynamicSelection method) (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.utils.typing.JuModelLike method) (julearn.utils.typing.ModelLike 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.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping 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) run_fit() (in module julearn)

S

score() (julearn.base.WrapModel method) (julearn.models.dynamic.DynamicSelection method) (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping method) (julearn.transformers.target.JuTransformedTargetModel method) (julearn.utils.typing.JuModelLike method) (julearn.utils.typing.ModelLike method) ScorerLike (in module julearn.utils.typing) set_config() (in module julearn.config) set_fit_request() (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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) (julearn.utils.typing.JuModelLike method) (julearn.utils.typing.ModelLike method) (julearn.utils.typing.TransformerLike method)

set_score_request() (julearn.models.dynamic.DynamicSelection method) (julearn.models.xgb_cvearlystopping.XGBClassifierCVEarlyStopping method) (julearn.models.xgb_cvearlystopping.XGBRegressorCVEarlyStopping 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.final_model_cv._JulearnFinalModelCV 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) (julearn.utils.typing.TransformerLike method)

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

W

warn_with_log() (in module julearn.utils)

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

X

XGBClassifierCVEarlyStopping (class in julearn.models.xgb_cvearlystopping)

XGBRegressorCVEarlyStopping (class in julearn.models.xgb_cvearlystopping)