syne_tune.optimizer.schedulers.searchers.conformal.surrogate package

Submodules

• syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model module
  • ConformalQuantileCorrection
    • ConformalQuantileCorrection.alpha
    • ConformalQuantileCorrection.sign
    • ConformalQuantileCorrection.correction
  • ConformalizedGradientBoostingQuantileRegressor
    • ConformalizedGradientBoostingQuantileRegressor.conformal_correction
    • ConformalizedGradientBoostingQuantileRegressor.fit()
    • ConformalizedGradientBoostingQuantileRegressor.predict()
    • ConformalizedGradientBoostingQuantileRegressor.set_fit_request()
    • ConformalizedGradientBoostingQuantileRegressor.set_predict_request()
    • ConformalizedGradientBoostingQuantileRegressor.set_score_request()
• syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model module
  • QuantileRegressorPredictions
    • QuantileRegressorPredictions.quantiles
    • QuantileRegressorPredictions.results_stacked
    • QuantileRegressorPredictions.results()
    • QuantileRegressorPredictions.from_quantile_results()
    • QuantileRegressorPredictions.nquantiles
    • QuantileRegressorPredictions.mean()
  • QuantileRegressor
    • QuantileRegressor.quantiles
    • QuantileRegressor.predict()
  • GradientBoostingQuantileRegressor
    • GradientBoostingQuantileRegressor.fit()
    • GradientBoostingQuantileRegressor.predict()
    • GradientBoostingQuantileRegressor.set_fit_request()
    • GradientBoostingQuantileRegressor.set_predict_request()
    • GradientBoostingQuantileRegressor.set_score_request()
• syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_surrogate module
  • QuantileRegressionSurrogateModel
    • QuantileRegressionSurrogateModel.predict()
• syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model module
  • SurrogateModel
    • SurrogateModel.suggest()
    • SurrogateModel.fit()
    • SurrogateModel.predict()
• syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model module
  • SymmetricConformalQuantileCorrection
    • SymmetricConformalQuantileCorrection.lower_quantile
    • SymmetricConformalQuantileCorrection.upper_quantile
    • SymmetricConformalQuantileCorrection.target_coverage
    • SymmetricConformalQuantileCorrection.correction
  • SymmetricConformalizedGradientBoostingQuantileRegressor
    • SymmetricConformalizedGradientBoostingQuantileRegressor.fit()
    • SymmetricConformalizedGradientBoostingQuantileRegressor.predict()
    • SymmetricConformalizedGradientBoostingQuantileRegressor.set_fit_request()
    • SymmetricConformalizedGradientBoostingQuantileRegressor.set_predict_request()
    • SymmetricConformalizedGradientBoostingQuantileRegressor.set_score_request()