Index

A

aggregate_stop_funcs() (in module fklearn.tuning.stoppers) apply_replacements() (in module fklearn.training.transformation) area_under_the_cumulative_effect_curve (in module fklearn.causal.validation.auc)

area_under_the_cumulative_gain_curve (in module fklearn.causal.validation.auc) area_under_the_relative_cumulative_gain_curve (in module fklearn.causal.validation.auc) auc_evaluator (in module fklearn.validation.evaluators)

B

brier_score_evaluator (in module fklearn.validation.evaluators)

build_pipeline() (in module fklearn.training.pipeline)

C

capper() (in module fklearn.training.transformation) catboost_classification_learner (in module fklearn.training.classification) catboost_regressor_learner (in module fklearn.training.regression) cate_mean_by_bin() (in module fklearn.causal.validation.cate) cate_mean_by_bin_meta_evaluator (in module fklearn.causal.validation.cate) causal_s_classification_learner (in module fklearn.causal.cate_learning.meta_learners) causal_t_classification_learner (in module fklearn.causal.cate_learning.meta_learners) column_duplicatable() (in module fklearn.preprocessing.schema)

combined_evaluator_extractor (in module fklearn.metrics.pd_extractors) combined_evaluators (in module fklearn.validation.evaluators) correlation_evaluator (in module fklearn.validation.evaluators) correlation_feature_selection (in module fklearn.tuning.model_agnostic_fc) count_categorizer() (in module fklearn.training.transformation) cumulative_effect_curve (in module fklearn.causal.validation.curves) cumulative_gain_curve (in module fklearn.causal.validation.curves) custom_supervised_model_learner (in module fklearn.training.regression) custom_transformer() (in module fklearn.training.transformation)

D

debias_with_double_ml (in module fklearn.causal.debias) debias_with_fixed_effects (in module fklearn.causal.debias)

debias_with_regression (in module fklearn.causal.debias) debias_with_regression_formula (in module fklearn.causal.debias) discrete_ecdfer (in module fklearn.training.transformation)

E

ecdfer (in module fklearn.training.transformation) effect_by_segment (in module fklearn.causal.validation.curves) effect_curves (in module fklearn.causal.validation.curves) elasticnet_regression_learner (in module fklearn.training.regression) evaluator_extractor (in module fklearn.metrics.pd_extractors) expand_features_encoded() (in module fklearn.training.utils) expected_calibration_error_evaluator (in module fklearn.validation.evaluators) exponential_coefficient_effect (in module fklearn.causal.effects)

exponential_coefficient_evaluator (in module fklearn.validation.evaluators) extract (in module fklearn.metrics.pd_extractors) extract_base_iteration (in module fklearn.metrics.pd_extractors) extract_lc (in module fklearn.metrics.pd_extractors) extract_param_tuning_iteration (in module fklearn.metrics.pd_extractors) extract_reverse_lc (in module fklearn.metrics.pd_extractors) extract_sc (in module fklearn.metrics.pd_extractors) extract_tuning (in module fklearn.metrics.pd_extractors)

F

fbeta_score_evaluator (in module fklearn.validation.evaluators) feature_duplicator (in module fklearn.preprocessing.schema) find_thresholds_with_same_risk (in module fklearn.training.calibration) fklearn (module) fklearn.causal (module) fklearn.causal.cate_learning (module) fklearn.causal.cate_learning.double_machine_learning (module) fklearn.causal.cate_learning.meta_learners (module) fklearn.causal.debias (module) fklearn.causal.effects (module) fklearn.causal.validation (module) fklearn.causal.validation.auc (module) fklearn.causal.validation.cate (module) fklearn.causal.validation.curves (module) fklearn.common_docstrings (module) fklearn.data (module) fklearn.data.datasets (module) fklearn.metrics (module) fklearn.metrics.pd_extractors (module) fklearn.preprocessing (module) fklearn.preprocessing.rebalancing (module) fklearn.preprocessing.schema (module) fklearn.preprocessing.splitting (module)

fklearn.training (module) fklearn.training.calibration (module) fklearn.training.classification (module) fklearn.training.ensemble (module) fklearn.training.imputation (module) fklearn.training.pipeline (module) fklearn.training.regression (module) fklearn.training.transformation (module) fklearn.training.unsupervised (module) fklearn.training.utils (module) fklearn.tuning (module) fklearn.tuning.model_agnostic_fc (module) fklearn.tuning.samplers (module) fklearn.tuning.stoppers (module) fklearn.tuning.utils (module) fklearn.types (module) fklearn.types.types (module) fklearn.validation (module) fklearn.validation.evaluators (module) fklearn.validation.perturbators (module) fklearn.validation.splitters (module) fklearn.version (module) floorer() (in module fklearn.training.transformation) forward_stability_curve_time_splitter (in module fklearn.validation.splitters)

G

gen_dict_extract() (in module fklearn.tuning.utils) gen_key_avgs_from_dicts() (in module fklearn.tuning.utils) gen_key_avgs_from_iteration() (in module fklearn.tuning.utils) gen_key_avgs_from_logs() (in module fklearn.tuning.utils) gen_validator_log (in module fklearn.tuning.utils)

generic_sklearn_evaluator() (in module fklearn.validation.evaluators) get_avg_metric_from_extractor (in module fklearn.tuning.utils) get_best_performing_log() (in module fklearn.tuning.utils) get_used_features() (in module fklearn.tuning.utils) gp_regression_learner (in module fklearn.training.regression)

H

hash_evaluator (in module fklearn.validation.evaluators)

I

imputer (in module fklearn.training.imputation)

isolation_forest_learner (in module fklearn.training.unsupervised) isotonic_calibration_learner (in module fklearn.training.calibration)

K

k_fold_splitter (in module fklearn.validation.splitters)

L

label_categorizer() (in module fklearn.training.transformation) learner_pred_fn_docstring() (in module fklearn.common_docstrings) learner_return_docstring() (in module fklearn.common_docstrings) learning_curve_evaluator_extractor (in module fklearn.metrics.pd_extractors) lgbm_classification_learner (in module fklearn.training.classification) lgbm_regression_learner (in module fklearn.training.regression) linear_coefficient_evaluator (in module fklearn.validation.evaluators)

linear_effect (in module fklearn.causal.effects) linear_regression_learner (in module fklearn.training.regression) log_learner_time (in module fklearn.training.utils) logistic_classification_learner (in module fklearn.training.classification) logistic_coefficient_effect (in module fklearn.causal.effects) logistic_coefficient_evaluator (in module fklearn.validation.evaluators) logloss_evaluator (in module fklearn.validation.evaluators)

M

make_confounded_data() (in module fklearn.data.datasets) make_tutorial_data() (in module fklearn.data.datasets)

mean_prediction_evaluator (in module fklearn.validation.evaluators) missing_warner (in module fklearn.training.transformation) mse_evaluator (in module fklearn.validation.evaluators)

N

ndcg_evaluator (in module fklearn.validation.evaluators) nlp_logistic_classification_learner (in module fklearn.training.classification)

non_parametric_double_ml_learner (in module fklearn.causal.cate_learning.double_machine_learning) null_injector (in module fklearn.training.transformation) nullify (in module fklearn.validation.perturbators)

O

onehot_categorizer() (in module fklearn.training.transformation)

order_feature_importance_avg_from_logs() (in module fklearn.tuning.utils) out_of_time_and_space_splitter (in module fklearn.validation.splitters)

P

pearson_effect (in module fklearn.causal.effects) permutation_evaluator (in module fklearn.validation.evaluators) permutation_extractor (in module fklearn.metrics.pd_extractors) perturbator (in module fklearn.validation.perturbators)

placeholder_imputer (in module fklearn.training.imputation) pr_auc_evaluator (in module fklearn.validation.evaluators) precision_evaluator (in module fklearn.validation.evaluators) prediction_ranger (in module fklearn.training.transformation) print_learner_run (in module fklearn.training.utils)

Q

quantile_biner() (in module fklearn.training.transformation)

R

r2_evaluator (in module fklearn.validation.evaluators) random_noise (in module fklearn.validation.perturbators) rank_categorical() (in module fklearn.training.transformation) rebalance_by_categorical (in module fklearn.preprocessing.rebalancing) rebalance_by_continuous (in module fklearn.preprocessing.rebalancing) recall_evaluator (in module fklearn.validation.evaluators) relative_cumulative_gain_curve (in module fklearn.causal.validation.curves)

remove_by_feature_importance (in module fklearn.tuning.samplers) remove_by_feature_shuffling (in module fklearn.tuning.samplers) remove_features_subsets (in module fklearn.tuning.samplers) repeat_split_log (in module fklearn.metrics.pd_extractors) reverse_learning_curve_evaluator_extractor (in module fklearn.metrics.pd_extractors) reverse_time_learning_curve_splitter (in module fklearn.validation.splitters) roc_auc_evaluator (in module fklearn.validation.evaluators)

S

sample_columns (in module fklearn.validation.perturbators) selector (in module fklearn.training.transformation) shift_mu (in module fklearn.validation.perturbators) space_time_split_dataset (in module fklearn.preprocessing.splitting) spatial_learning_curve_splitter (in module fklearn.validation.splitters) spearman_effect (in module fklearn.causal.effects) spearman_evaluator (in module fklearn.validation.evaluators) split_evaluator (in module fklearn.validation.evaluators) split_evaluator_extractor (in module fklearn.metrics.pd_extractors) split_evaluator_extractor_iteration (in module fklearn.metrics.pd_extractors)

stability_curve_evaluator_extractor (in module fklearn.metrics.pd_extractors) stability_curve_time_in_space_splitter (in module fklearn.validation.splitters) stability_curve_time_space_splitter (in module fklearn.validation.splitters) stability_curve_time_splitter (in module fklearn.validation.splitters) standard_scaler() (in module fklearn.training.transformation) stop_by_iter_num (in module fklearn.tuning.stoppers) stop_by_no_improvement (in module fklearn.tuning.stoppers) stop_by_no_improvement_parallel (in module fklearn.tuning.stoppers) stop_by_num_features (in module fklearn.tuning.stoppers) stop_by_num_features_parallel (in module fklearn.tuning.stoppers) stratified_split_dataset (in module fklearn.preprocessing.splitting)

T

target_categorizer() (in module fklearn.training.transformation) temporal_split_evaluator (in module fklearn.validation.evaluators) temporal_split_evaluator_extractor (in module fklearn.metrics.pd_extractors)

time_and_space_learning_curve_splitter (in module fklearn.validation.splitters) time_learning_curve_splitter (in module fklearn.validation.splitters) time_split_dataset (in module fklearn.preprocessing.splitting) truncate_categorical() (in module fklearn.training.transformation)

V

value_mapper() (in module fklearn.training.transformation)

variance_feature_selection (in module fklearn.tuning.model_agnostic_fc) version() (in module fklearn.version)

X

xgb_classification_learner (in module fklearn.training.classification)

xgb_octopus_classification_learner (in module fklearn.training.ensemble) xgb_regression_learner (in module fklearn.training.regression)