Popular GitHub Repositories for Aleatoric Uncertainties

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

Probabilistic Machine Learning for Finance and Investing: A Primer to Generative AI with Python

Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"

MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks [BMVC 2022]

The official code repo for the paper "Mixture of Stochastic Experts for Modeling Aleatoric Uncertainty in Segmentation". (ICLR 2023)

TransfoRNA: Navigating the Uncertainties of Small RNA Annotation with an Adaptive Machine Learning Strategy

On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification

Get prediction intervals, confidence intervals, and parameter uncertainties for various machine learning models