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incerto
incerto: Uncertainty Quantification for Machine Learning
User Guide
Overview
Installation
Quick Start
Calibration Guide
Out-of-Distribution Detection Guide
Conformal Prediction Guide
Selective Prediction Guide
LLM Uncertainty Quantification Guide
Bayesian Deep Learning Guide
Active Learning Guide
Distribution Shift Detection Guide
API Reference
Calibration
incerto.calibration.TemperatureScaling
incerto.calibration.VectorScaling
incerto.calibration.MatrixScaling
incerto.calibration.DirichletCalibrator
incerto.calibration.BetaCalibrator
incerto.calibration.IdentityCalibrator
incerto.calibration.LabelSmoothingLoss
incerto.calibration.FocalLoss
incerto.calibration.ConfidencePenalty
incerto.calibration.TemperatureAwareTraining
incerto.calibration.ece_score
incerto.calibration.mce_score
incerto.calibration.adaptive_ece_score
incerto.calibration.brier_score
incerto.calibration.plot_reliability_diagram
incerto.calibration.plot_confidence_histogram
incerto.calibration.plot_calibration_curve
Out-of-Distribution Detection
incerto.ood.MSP
incerto.ood.MaxLogit
incerto.ood.Energy
incerto.ood.ODIN
incerto.ood.Mahalanobis
incerto.ood.KNN
incerto.ood.mixup_data
incerto.ood.OutlierExposureLoss
incerto.ood.auroc
incerto.ood.fpr_at_tpr
Conformal Prediction
incerto.conformal.inductive_conformal
incerto.conformal.mondrian_conformal
incerto.conformal.aps
incerto.conformal.raps
incerto.conformal.jackknife_plus
incerto.conformal.cv_plus
incerto.conformal.conformalized_quantile_regression
incerto.conformal.empirical_coverage
incerto.conformal.average_set_size
incerto.conformal.conditional_coverage
Selective Prediction
incerto.sp.SoftmaxThreshold
incerto.sp.SelfAdaptiveTraining
incerto.sp.DeepGambler
incerto.sp.SelectiveNet
incerto.sp.aurc
LLM Uncertainty
incerto.llm.TokenEntropy
incerto.llm.TokenConfidence
incerto.llm.SurprisalScore
incerto.llm.TopKConfidence
incerto.llm.SequenceProbability
incerto.llm.SequenceEntropy
incerto.llm.SelfConsistency
incerto.llm.SemanticEntropy
incerto.llm.PredictiveEntropy
incerto.llm.MutualInformation
incerto.llm.BeamSearchUncertainty
incerto.llm.IDontKnowDetection
incerto.llm.ContrastiveDecoding
Bayesian Deep Learning
incerto.bayesian.MCDropout
incerto.bayesian.DeepEnsemble
incerto.bayesian.SWAG
incerto.bayesian.LaplaceApproximation
incerto.bayesian.predictive_entropy
incerto.bayesian.mutual_information
incerto.bayesian.disagreement
incerto.bayesian.decompose_uncertainty
Active Learning
incerto.active.UncertaintySampling
incerto.active.DiversitySampling
Distribution Shift Detection
incerto.shift.wasserstein_distance
incerto.shift.sliced_wasserstein_distance
Data Utilities
incerto.data.get_ood_benchmark
incerto.data.OODBenchmark
Utilities
incerto.utils.ConvNet
incerto.utils.ResNet18
incerto.utils.MLP
incerto.utils.train_epoch
incerto.utils.seed_everything
Development
Contributing
Changelog
Repository
Suggest edit
Open issue
.rst
.pdf
Contents
Calibration Examples
Contents