Index

B

BaseTransformer (class in tubesml.base)

C

compare_metrics() (tubesml.model_comparison.CompareModels method) compare_predictions() (tubesml.model_comparison.CompareModels method)

CompareModels (class in tubesml.model_comparison) corr_target() (in module tubesml.explore) CrossValidate (class in tubesml.CV_score)

D

DfImputer (class in tubesml.clean) DfPCA (class in tubesml.pca) DfPolynomial (class in tubesml.poly)

DfScaler (class in tubesml.scale) DtypeSel (class in tubesml.utility) Dummify (class in tubesml.dummy)

E

ErrorAnalyzer (class in tubesml.error_analysis)

eval_classification() (in module tubesml.report)

F

FeatureUnionDf (class in tubesml.utility) find_cats() (in module tubesml.explore) fit() (tubesml.base.BaseTransformer method) (tubesml.clean.DfImputer method) (tubesml.encoders.TargetEncoder method) (tubesml.error_analysis.ErrorAnalyzer method) (tubesml.pca.DfPCA method) (tubesml.poly.DfPolynomial method) (tubesml.scale.DfScaler method) (tubesml.stacker.Stacker method) (tubesml.utility.FeatureUnionDf method)

fit_wrapper() (in module tubesml.base) format_float() (in module tubesml.error_analysis)

G

get_coef() (in module tubesml.model_inspection) get_epsilon() (in module tubesml.error_analysis) get_feature_importance() (in module tubesml.model_inspection)

get_feature_names_out() (tubesml.base.BaseTransformer method) get_params() (tubesml.utility.FeatureUnionDf method) get_pdp() (in module tubesml.model_inspection) grid_search() (in module tubesml.model_selection)

L

list_missing() (in module tubesml.explore)

M

make_test() (in module tubesml.model_selection) module tubesml.base tubesml.clean tubesml.CV_score tubesml.dummy tubesml.encoders tubesml.error_analysis tubesml.explore tubesml.model_comparison tubesml.model_inspection tubesml.model_selection tubesml.pca tubesml.poly tubesml.report tubesml.scale tubesml.stacker tubesml.utility tubesml.visualize_error

P

plot_bivariate() (in module tubesml.explore) plot_classification_probs() (in module tubesml.report) plot_confusion_matrix() (in module tubesml.report) plot_correlations() (in module tubesml.explore) plot_distribution() (in module tubesml.explore) plot_error_rates() (tubesml.visualize_error.VisualizeError method) plot_feat_imp() (in module tubesml.model_inspection) plot_feature_importance() (tubesml.visualize_error.VisualizeError method)

plot_learning_curve() (in module tubesml.model_inspection) plot_partial_dependence() (in module tubesml.model_inspection) plot_pdp() (in module tubesml.model_inspection) (tubesml.visualize_error.VisualizeError method) plot_regression_predictions() (in module tubesml.report) plot_shap_values() (in module tubesml.model_inspection) plot_two_pdp() (in module tubesml.model_inspection) predict() (tubesml.stacker.Stacker method) predict_proba() (tubesml.stacker.Stacker method)

S

score() (tubesml.CV_score.CrossValidate method) segm_target() (in module tubesml.explore) set_score_request() (tubesml.base.BaseTransformer method) (tubesml.clean.DfImputer method) (tubesml.dummy.Dummify method) (tubesml.encoders.TargetEncoder method) (tubesml.error_analysis.ErrorAnalyzer method) (tubesml.pca.DfPCA method) (tubesml.poly.DfPolynomial method) (tubesml.scale.DfScaler method) (tubesml.stacker.Stacker method) (tubesml.utility.DtypeSel method) (tubesml.utility.FeatureUnionDf method)

Stacker (class in tubesml.stacker) statistical_significance() (tubesml.model_comparison.CompareModels method)

T

TargetEncoder (class in tubesml.encoders) transform() (tubesml.base.BaseTransformer method) (tubesml.clean.DfImputer method) (tubesml.dummy.Dummify method) (tubesml.encoders.TargetEncoder method) (tubesml.pca.DfPCA method) (tubesml.poly.DfPolynomial method) (tubesml.scale.DfScaler method) (tubesml.utility.DtypeSel method) (tubesml.utility.FeatureUnionDf method) transform_wrapper() (in module tubesml.base) tubesml.base module tubesml.clean module tubesml.CV_score module tubesml.dummy module tubesml.encoders module tubesml.error_analysis module

tubesml.explore module tubesml.model_comparison module tubesml.model_inspection module tubesml.model_selection module tubesml.pca module tubesml.poly module tubesml.report module tubesml.scale module tubesml.stacker module tubesml.utility module tubesml.visualize_error module

V

VisualizeError (class in tubesml.visualize_error)