epistemic-uncertainty

There are 0 repository under epistemic-uncertainty topic.

cambridge-mlg / CLUE
Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"
interpretability research uncertainty deep-learning neural-networks aleatoric-uncertainty epistemic-uncertainty machine-learning publication paper transparency counterfactual-explanations counterfactual generative-model latent-space
Language:Python 35
ai2es / miles-guess
Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.
ai bayesian epistemic-uncertainty evidential-deep-learning machine-learning neural-networks uncertainty-quantification
Language:Jupyter Notebook 16
marketdesignresearch / NOMU
NOMU: Neural Optimization-based Model Uncertainty
bayesian-optimization deep-learning epistemic-uncertainty machine-learning neural-network uncertainty uncertainty-estimation uncertainty-neural-networks uncertainty-quantification
Language:Python 10
TomaszKaleczyc / evidential_deep_learning
This repository contains a demontstration of how to build, train and evaluate a neural network capable of measuring epistemic uncertainty as proposed by the authors of Evidential Deep Learning to Quantify Classification Uncertainty
cnn deep-learning epistemic-uncertainty pytorch pytorch-lightning
Language:Jupyter Notebook 3
akhilpandey95 / uncertainty
Work as part of ANL summer 2020 research on uncertainity quanitification methods in graph neural networks
aleatoric-uncertainty bayesian-deep-learning epistemic-uncertainty gnn graph keras pytorch uncertainty-quantification
Language:Python 1
irmlma / uncertainty-quantification-snf
Uncertainty quantification and out-of-distribution detection using surjective normalizing flows
epistemic-uncertainty normalizing-flows out-of-distribution-detection python
Language:Python 1
gilzeevi25 / MLops_G2JN
Generalized Automatic Pipeline for inspecting and fixing uncertainties in your data
aleatoric-uncertainty ctgan epistemic-uncertainty knn pipeline synthetic-data tvae
Language:Python 0
glam-imperial / informativeness
Code for the ICASSP'19 submission "Modelling Sample Informativeness for Deep Affective Computing".
aleatoric-uncertainty bayesian-deep-learning bayesian-neural-networks deep-learning epistemic-uncertainty icassp-2019
Language:Python 0
energy
ranieri-unimi / energy
Energy production forecasting ⚡ with PoC of Bayesian Neural Network 🎲
aleatoric-uncertainty bayesian-neural-networks energy epistemic-uncertainty tensorflow2 time-series-forecasting
Language:Jupyter Notebook 0
VLSF / HiddenRepresentation
the prior distribution for probabilistic numerical methods
probabilistic-numerics uncertainty-quantification numerical-linear-algebra epistemic-uncertainty
Language:Jupyter Notebook 0
alcrene / emd-falsify
Original implementation of the EMD (empirical model discrepancy) model comparison criterion
epistemic-uncertainty falsification model-selection
Language:Python