autoprognosis.utils package

Subpackages

• autoprognosis.utils.third_party package
  • Submodules
    • autoprognosis.utils.third_party.metrics module
      • brier_score()
      • concordance_index_censored()
      • concordance_index_ipcw()
    • autoprognosis.utils.third_party.nonparametric module
      • CensoringDistributionEstimator
      • SurvivalFunctionEstimator
      • kaplan_meier_estimator()
    • autoprognosis.utils.third_party.util module
      • Surv
      • check_arrays_survival()
      • check_y_survival()
      • safe_concat()

Submodules

• autoprognosis.utils.data_encoder module
  • ContinuousDataEncoder
    • ContinuousDataEncoder.components()
    • ContinuousDataEncoder.fit()
    • ContinuousDataEncoder.fit_transform()
    • ContinuousDataEncoder.inverse_transform()
    • ContinuousDataEncoder.transform()
  • DatetimeEncoder
    • DatetimeEncoder.fit()
    • DatetimeEncoder.fit_transform()
    • DatetimeEncoder.inverse_transform()
    • DatetimeEncoder.transform()
  • EncodersCallbacks
    • EncodersCallbacks.decode()
    • EncodersCallbacks.encode()
    • EncodersCallbacks.numeric_decode()
  • dataframe_encode()
• autoprognosis.utils.distributions module
  • enable_reproducible_results()
• autoprognosis.utils.encoder module
  • numpy_encoder
    • numpy_encoder.default()
    • numpy_encoder.encode()
    • numpy_encoder.item_separator
    • numpy_encoder.iterencode()
    • numpy_encoder.key_separator
• autoprognosis.utils.metrics module
  • evaluate_auc()
  • evaluate_brier_score()
  • evaluate_c_index()
  • generate_score()
  • get_y_pred_proba_hlpr()
  • print_score()
• autoprognosis.utils.pandas module
  • compress_df()
  • optimize_floats()
  • optimize_ints()
  • optimize_objects()
  • read_csv_compressed()
• autoprognosis.utils.parallel module
  • n_learner_jobs()
  • n_opt_jobs()
• autoprognosis.utils.redis module
  • RedisBackend
    • RedisBackend.client()
    • RedisBackend.optuna()
• autoprognosis.utils.risk_estimation module
  • generate_dataset_for_horizon()
  • survival_probability_calibration()
• autoprognosis.utils.serialization module
  • dataframe_hash()
  • load()
  • load_from_file()
  • load_model()
  • load_model_from_file()
  • save()
  • save_model()
  • save_model_to_file()
  • save_to_file()
• autoprognosis.utils.tester module
  • classifier_metrics
    • classifier_metrics.average_precision_score()
    • classifier_metrics.get_metric()
    • classifier_metrics.roc_auc_score()
    • classifier_metrics.score_proba()
  • evaluate_estimator()
  • evaluate_estimator_multiple_seeds()
  • evaluate_regression()
  • evaluate_regression_multiple_seeds()
  • evaluate_survival_estimator()
  • evaluate_survival_estimator_multiple_seeds()
  • score_classification_model()
• autoprognosis.utils.torch module
  • one_hot_encoder()