Index

_

_combine_predictions() (purestochastic.model.deep_ensemble.DeepEnsembleModel method) (purestochastic.model.swag.MultiSWAGModel method) (purestochastic.model.swag.SWAGModel method)

_sample_prediction() (purestochastic.model.swag.MultiSWAGModel method) (purestochastic.model.swag.SWAGModel method)

C

compute_loss() (purestochastic.model.deep_ensemble.DeepEnsembleModel method) (purestochastic.model.swag.MultiSWAGModel method) compute_metrics() (purestochastic.model.base_uncertainty_models.StochasticModel method) (purestochastic.model.deep_ensemble.DeepEnsembleModel method) (purestochastic.model.orthonormal_certificates.OrthonormalCertificatesModel method) (purestochastic.model.swag.MultiSWAGModel method) (purestochastic.model.swag.SWAGModel method)

CoverageWidthBasedCriterion (class in purestochastic.common.metrics)

D

DeepEnsembleModel (class in purestochastic.model.deep_ensemble) Dense2Dto3D (class in purestochastic.model.layers)

Dense3Dto2D (class in purestochastic.model.layers) Dense3Dto3D (class in purestochastic.model.layers) Dense3Dto4D (class in purestochastic.model.layers)

E

evaluate() (purestochastic.model.base_uncertainty_models.GaussianRegression method) (purestochastic.model.swag.MultiSWAGModel method) (purestochastic.model.swag.SWAGModel method)

F

find_loss() (purestochastic.model.orthonormal_certificates.OrthonormalCertificatesModel method) fit() (purestochastic.model.base_uncertainty_models.GaussianRegression method) (purestochastic.model.orthonormal_certificates.OrthonormalCertificatesModel method) (purestochastic.model.swag.MultiSWAGModel method) (purestochastic.model.swag.SWAGModel method)

fit_oc() (purestochastic.model.orthonormal_certificates.OrthonormalCertificatesModel method)

G

gaussian_negative_log_likelihood() (in module purestochastic.common.losses)

GaussianRegression (class in purestochastic.model.base_uncertainty_models)

L

load_weights() (purestochastic.model.base_uncertainty_models.GaussianRegression method)

M

MeanVarianceActivation() (in module purestochastic.model.activations)

MultiSWAGModel (class in purestochastic.model.swag)

O

on_epoch_end() (purestochastic.model.swag.SWAGCallback method) on_train_end() (purestochastic.model.swag.SWAGCallback method)

OrthonormalCertificatesModel (class in purestochastic.model.orthonormal_certificates) Orthonormality() (in module purestochastic.common.regularizers)

P

predict() (purestochastic.model.base_uncertainty_models.GaussianRegression method) (purestochastic.model.deep_ensemble.DeepEnsembleModel method) (purestochastic.model.orthonormal_certificates.OrthonormalCertificatesModel method) (purestochastic.model.swag.MultiSWAGModel method) (purestochastic.model.swag.SWAGModel method)

PredictionIntervalCoverageProbability (class in purestochastic.common.metrics) PredictionIntervalNormalizedAverageWidth (class in purestochastic.common.metrics)

S

save_weights() (purestochastic.model.base_uncertainty_models.GaussianRegression method) StochasticModel (class in purestochastic.model.base_uncertainty_models)

SWAGCallback (class in purestochastic.model.swag) SWAGModel (class in purestochastic.model.swag)

T

toDeepEnsemble() (in module purestochastic.model.deep_ensemble) toMultiSWAG() (in module purestochastic.model.swag)

toOrthonormalCertificates() (in module purestochastic.model.orthonormal_certificates) toSWAG() (in module purestochastic.model.swag)

U

unstandardize_prediction() (purestochastic.model.base_uncertainty_models.GaussianRegression method) update_state() (purestochastic.common.metrics.CoverageWidthBasedCriterion method) (purestochastic.common.metrics.PredictionIntervalCoverageProbability method) (purestochastic.common.metrics.PredictionIntervalNormalizedAverageWidth method)