biopsykit.classification package

Module for the classification of (biopsychological) data.

Subpackages

• biopsykit.classification.analysis package
  • metric_summary_to_latex()
  • plot_conf_matrix()
  • plot_conf_matrix_proba()
  • predict_proba_from_estimator()
  • predictions_as_df()
• biopsykit.classification.metrics package
  • compute_additional_metrics()
• biopsykit.classification.model_selection package
  • SklearnPipelinePermuter
    • SklearnPipelinePermuter.models
    • SklearnPipelinePermuter.params
    • SklearnPipelinePermuter.model_combinations
    • SklearnPipelinePermuter.hyper_search_dict
    • SklearnPipelinePermuter.param_searches
    • SklearnPipelinePermuter.scoring
    • SklearnPipelinePermuter.results
    • SklearnPipelinePermuter.from_csv()
    • SklearnPipelinePermuter.fit()
    • SklearnPipelinePermuter.fit_and_save_intermediate()
    • SklearnPipelinePermuter.pipeline_score_results()
    • SklearnPipelinePermuter.metric_summary()
    • SklearnPipelinePermuter.export_pipeline_score_results()
    • SklearnPipelinePermuter.export_metric_summary()
    • SklearnPipelinePermuter.best_estimator_summary()
    • SklearnPipelinePermuter.mean_pipeline_score_results()
    • SklearnPipelinePermuter.best_hyperparameter_pipeline()
    • SklearnPipelinePermuter.metric_summary_to_latex()
    • SklearnPipelinePermuter.to_pickle()
    • SklearnPipelinePermuter.from_pickle()
    • SklearnPipelinePermuter.update_permuter()
    • SklearnPipelinePermuter.merge_permuter_instances()
    • SklearnPipelinePermuter.compute_additional_metrics()
  • nested_cv_param_search()
  • Submodules
    • biopsykit.classification.model_selection.nested_cv module
      • nested_cv_param_search()
    • biopsykit.classification.model_selection.sklearn_pipeline_permuter module
      • SklearnPipelinePermuter

Submodules

• biopsykit.classification.utils module
  • factorize_subject_id()
  • prepare_df_sklearn()
  • split_train_test()
  • strip_df()
  • strip_labels()

biopsykit package biopsykit.classification.analysis package