predictive-uncertainty

There are 2 repositories under predictive-uncertainty topic.

uncertainty-toolbox
uncertainty-toolbox / uncertainty-toolbox
Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
bayesian-deep-learning bayesian-neural-networks calibration metrics predictive-uncertainty recalibration scoring-rules sharpness toolbox uncertainty uncertainty-calibration uncertainty-estimation uncertainty-metrics uncertainty-quantification uncertainty-toolbox visualization visualizations
Language:Python 1725
torch-uncertainty
ENSTA-U2IS-AI / torch-uncertainty
Open-source framework for uncertainty and deep learning models in PyTorch :seedling:
ensembles uncertainty-quantification predictive-uncertainty uncertainty reliable-ai pytorch bayesian-network neural-networks trustworthy-machine-learning mixup computer-vision
Language:Python 188
JuliaTrustworthyAI / ConformalPrediction.jl
Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
conformal-prediction julia machine-learning predictive-uncertainty
Language:Julia 128
lightning-uq-box / lightning-uq-box
Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning
conformal-prediction pytorch uncertainty-quantification pytorch-lightning bayesian-neural-networks deep-learning predictive-uncertainty earth-observation
Language:Python 76
akashmondal1810 / UncertaintyEstimation
Uncertainty Estimation Using Deep Neural Network and Gradient Boosting Methods
uncertainty-estimation bayesian-deep-learning bayesian-inference monte-carlo-dropout deep-ensemble predictive-uncertainty xgboost probabilistic-models
Language:Python 23
dmitrykazhdan / GP-DNN-Hybrids
Using Gaussian Processes for Deep Neural Network Predictive Uncertainty Estimation
uncertainty-estimations hybrid-models gaussian-processes deep-neural-networks gpc-models ensemble predictive-uncertainty gp-dnn dnn adversarial-attacks adversarial-machine-learning adversarial-defense adversarial-detection
Language:Python 3