climb.tool.impl.data_suite.third_party.uq360.algorithms.layer_scoring package

Submodules

climb.tool.impl.data_suite.third_party.uq360.algorithms.layer_scoring.aklpe module

climb.tool.impl.data_suite.third_party.uq360.algorithms.layer_scoring.knn module

climb.tool.impl.data_suite.third_party.uq360.algorithms.layer_scoring.latent_scorer module

class climb.tool.impl.data_suite.third_party.uq360.algorithms.layer_scoring.latent_scorer.LatentScorer(model=None, layer=None)[source]

Bases: PostHocUQ, ABC

PostHoc Uncertainty Quantification base class for analyzing latent representations of data from a model

fit(X, *args, **kwargs)[source]
get_latents(X)[source]
predict(X, *args, **kwargs)[source]

Method to obtain the predicitve uncertainty, this can return the total, epistemic and/or aleatoric uncertainty in the predictions.

climb.tool.impl.data_suite.third_party.uq360.algorithms.layer_scoring.mahalanobis module

Module contents