API for funcml
Functional Machine Learning Framework
| Global functions | |
|---|---|
| .approximate_shap_interactions | Source code |
| .as_interpret_result | Source code |
| .assign_stratified_folds | Source code |
| .binary_auc | Source code |
| .binary_level_value | Source code |
| .binary_truth_prob | Source code |
| .bootstrap_estimand | Source code |
| .calibration_breaks | Source code |
| .coerce_binary_treatment | Source code |
| .coerce_feature_value | Source code |
| .coerce_plot_value | Source code |
| .compare_grid_for_model | Source code |
| .compare_rank | Source code |
| .comparison_score | Source code |
| .densemlp_fit | Source code |
| .densemlp_predict | Source code |
| .encode_new | Source code |
| .encode_train | Source code |
| .ensemble_allowed_learners | Source code |
| .ensemble_default_learners | Source code |
| .ensemble_feature_names | Source code |
| .ensemble_fit_base_models | Source code |
| .ensemble_fit_meta | Source code |
| .ensemble_meta_matrix | Source code |
| .ensemble_predict_base_models | Source code |
| .ensemble_prepare_specs | Source code |
| .ensemble_prob_matrix | Source code |
| .ensemble_validate_learners | Source code |
| .estimand_predict | Source code |
| .estimand_prediction_type | Source code |
| .estimate_effects | Source code |
| .estimate_interval | Source code |
| .feature_display_label | Source code |
| .fork_unsafe_models | Source code |
| .format_compare_spec | Source code |
| .format_feature_value | Source code |
| .format_tune_config | Source code |
| .funcml_direction | Source code |
| .funcml_direction_scale_colour | Source code |
| .funcml_direction_scale_fill | Source code |
| .funcml_map | Source code |
| .funcml_shap_interaction_array | Source code |
| .generate_group_vfolds | Source code |
| .generate_holdout | Source code |
| .generate_time_folds | Source code |
| .generate_vfolds | Source code |
| .grid_values | Source code |
| .interaction_pair | Source code |
| .interpret_methods_for | Source code |
| .interpret_result | Source code |
| .interpretability_catalog | Source code |
| .learner_catalog | Source code |
| .learner_engine_available | Source code |
| .learner_engine_packages | Source code |
| .local_formula | Source code |
| .local_similarity_weights | Source code |
| .loss | Source code |
| .macro_class_metric | Source code |
| .metric_smaller_is_better | Source code |
| .metric_value | Source code |
| .metrics_catalog | Source code |
| .mlp_activation_module | Source code |
| .mlp_build_optimizer | Source code |
| .mlp_clone_state_dict | Source code |
| .mlp_fit_torch | Source code |
| .mlp_module_factory | Source code |
| .mlp_normalize_hidden_units | Source code |
| .mlp_predict_torch | Source code |
| .mlp_prepare_outcome | Source code |
| .mlp_resolve_device | Source code |
| .mlp_scale_new | Source code |
| .mlp_scale_train | Source code |
| .mlp_validation_metric | Source code |
| .nested_resampling_summary | Source code |
| .normalize_prob_matrix | Source code |
| .package_install_hint | Source code |
| .pdp_class_level | Source code |
| .pdp_multiclass_logit | Source code |
| .pdp_predict_values | Source code |
| .permute_axis_label | Source code |
| .plot_estimand_effects | Source code |
| .plot_estimand_outcomes | Source code |
| .predict_numeric_target | Source code |
| .predict_prob_or_response | Source code |
| .prediction_axis_label | Source code |
| .prediction_type | Source code |
| .publication_theme | Source code |
| .rbind_dt | Source code |
| .recode_local_features | Source code |
| .resolve_resampling_var | Source code |
| .round_numeric_df | Source code |
| .safe_ncores_for_fit | Source code |
| .score_tuned_split | Source code |
| .select_tuning_configs | Source code |
| .shap_bar_data | Source code |
| .shap_beeswarm_colour_scale | Source code |
| .shap_dependence_color_var | Source code |
| .shap_feature_order | Source code |
| .shap_interaction_pairs | Source code |
| .shap_signed_fill_scale | Source code |
| .shap_signed_scale | Source code |
| .shap_waterfall_data | Source code |
| .strip_control_spec | Source code |
| .summarize_metric_uncertainty | Source code |
| .support_frame | Source code |
| .target_pred | Source code |
| .task_seeds | Source code |
| .validate_list_learners_columns | Source code |
| .validate_list_learners_flag | Source code |
| .validate_ncores | Source code |
| .weighted_rsq | Source code |
| .weighted_se | Source code |
| `%||%` | Source code |
| accuracy | Man page Source code |
| arthritis | Man page |
| assert_package | Source code |
| auc | Man page Source code |
| auc_ci | Man page Source code |
| auc_weighted | Man page Source code |
| balanced_accuracy | Man page Source code |
| bangladeshmaternalrisk | Man page |
| birthweight | Man page |
| breastcancerdiagnostic | Man page |
| breastcancerwisconsin | Man page |
| brier | Man page Source code |
| calibration_curve | Man page Source code |
| cancerremission | Man page |
| cd4counts | Man page |
| cigsmoke | Man page |
| coef.funcml_fit | Man page Source code |
| compare | Man page Source code |
| compare-methods | Man page |
| create_predict | Source code |
| cv | Man page Source code |
| dca | Man page Source code |
| dca-methods | Man page |
| doctorvisits | Man page |
| ece | Man page Source code |
| encode_prediction | Source code |
| encode_training | Source code |
| estimate | Man page Source code |
| estimate-methods | Man page |
| evaluate | Man page Source code |
| evaluate-methods | Man page |
| f1 | Man page Source code |
| fit | Man page Source code |
| fit-methods | Man page |
| funcml | Man page |
| funcml-package | Man page |
| funcml_predictor | Source code |
| generate_folds | Source code |
| group_cv | Man page Source code |
| haberman | Man page |
| heartdisease | Man page |
| heartfailure | Man page |
| holdout | Man page Source code |
| infantmortality | Man page |
| infer_task | Source code |
| interpret | Man page Source code |
| interpret-ale-methods | Man page |
| interpret-calibration-methods | Man page |
| interpret-ice-methods | Man page |
| interpret-interaction-methods | Man page |
| interpret-local-methods | Man page |
| interpret-local-model-methods | Man page |
| interpret-pdp-methods | Man page |
| interpret-permute-methods | Man page |
| interpret-shap-methods | Man page |
| interpret-surrogate-methods | Man page |
| interpret_ale | Source code |
| interpret_calibration | Source code |
| interpret_dca | Source code |
| interpret_ice | Source code |
| interpret_interaction | Source code |
| interpret_local_model | Source code |
| interpret_pdp | Source code |
| interpret_profile | Source code |
| interpret_shap | Source code |
| interpret_surrogate | Source code |
| interpret_vip | Source code |
| ketapain | Man page |
| learners | Man page Source code |
| list_interpretability_methods | Man page Source code |
| list_learners | Man page Source code |
| list_metrics | Man page Source code |
| list_tunable_learners | Man page Source code |
| logloss | Man page Source code |
| mae | Man page Source code |
| mammography | Man page |
| mape | Man page Source code |
| mce | Man page Source code |
| medae | Man page Source code |
| merge_spec | Source code |
| metric_direction | Source code |
| metrics | Man page |
| mse | Man page Source code |
| newthyroid | Man page |
| pimadiabetes | Man page |
| plot.funcml_ale | Man page Source code |
| plot.funcml_calibration | Man page Source code |
| plot.funcml_compare | Man page Source code |
| plot.funcml_dca | Man page Source code |
| plot.funcml_estimand | Man page Source code |
| plot.funcml_eval | Man page Source code |
| plot.funcml_ice | Man page Source code |
| plot.funcml_iml_local_model | Man page Source code |
| plot.funcml_interaction | Man page Source code |
| plot.funcml_lime | Man page Source code |
| plot.funcml_local | Man page Source code |
| plot.funcml_pdp | Man page Source code |
| plot.funcml_permute | Man page Source code |
| plot.funcml_roc | Man page Source code |
| plot.funcml_shap | Man page Source code |
| plot.funcml_surrogate | Man page Source code |
| plot.funcml_tune | Man page Source code |
| plot_vi | Source code |
| precision | Man page Source code |
| predict.funcml_fit | Man page Source code |
| print.funcml_ale | Man page Source code |
| print.funcml_calibration | Man page Source code |
| print.funcml_compare | Man page Source code |
| print.funcml_dca | Man page Source code |
| print.funcml_estimand | Man page Source code |
| print.funcml_eval | Man page Source code |
| print.funcml_fit | Man page Source code |
| print.funcml_ice | Man page Source code |
| print.funcml_iml_local_model | Man page Source code |
| print.funcml_interaction | Man page Source code |
| print.funcml_local | Man page Source code |
| print.funcml_pdp | Man page Source code |
| print.funcml_permute | Man page Source code |
| print.funcml_roc | Man page Source code |
| print.funcml_shap | Man page Source code |
| print.funcml_surrogate | Man page Source code |
| print.funcml_tune | Man page Source code |
| recall | Man page Source code |
| rmse | Man page Source code |
| roc-methods | Man page |
| roc_curve | Man page Source code |
| rsq | Man page Source code |
| shap_plot_beeswarm | Source code |
| shap_plot_dependence | Source code |
| shap_plot_dependence2d | Source code |
| shap_plot_force | Source code |
| shap_plot_importance | Source code |
| shap_plot_interaction | Source code |
| shap_plot_waterfall | Source code |
| specificity | Man page Source code |
| summary.funcml_ale | Man page Source code |
| summary.funcml_calibration | Man page Source code |
| summary.funcml_compare | Man page Source code |
| summary.funcml_estimand | Man page Source code |
| summary.funcml_eval | Man page Source code |
| summary.funcml_fit | Man page Source code |
| summary.funcml_ice | Man page Source code |
| summary.funcml_iml_local_model | Man page Source code |
| summary.funcml_interaction | Man page Source code |
| summary.funcml_local | Man page Source code |
| summary.funcml_pdp | Man page Source code |
| summary.funcml_permute | Man page Source code |
| summary.funcml_shap | Man page Source code |
| summary.funcml_surrogate | Man page Source code |
| summary.funcml_tune | Man page Source code |
| theme_funcml | Man page Source code |
| time_cv | Man page Source code |
| tune | Man page Source code |
| tune-methods | Man page |
