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Top 6 uncertainty-estimation open source projects

An extension of XGBoost to probabilistic forecasting

✭ 182

python machine-learning xgboost gamlss uncertainty-estimation prediction-intervals distributional-regression probabilistic-forecasts

noisy-K-FAC

Natural Gradient, Variational Inference

✭ 29

python bayesian-inference uncertainty-estimation variational-inference bayesian-neural-networks natural-gradients

piven

Official implementation of the paper "PIVEN: A Deep Neural Network for Prediction Intervals with Specific Value Prediction" by Eli Simhayev, Gilad Katz and Lior Rokach

✭ 26

Jupyter Notebook python shell deep-learning tensorflow regression uncertainty-estimation prediction-intervals

UString

[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation

✭ 38

python shell traffic-analysis accidents uncertainty-estimation bayesian-neural-networks spatio-temporal-modeling

awesome-conformal-prediction

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

✭ 998

machine-learning awesome probability uncertainty datascience probability-distribution awesome-list machinelearning deeplearning probability-distributions uncertainty-quantification uncertainty-estimation conformal-prediction

spatial-smoothing

(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

✭ 68

python Jupyter Notebook neural-network pytorch uncertainty uncertainty-quantification uncertainty-estimation bayesian-neural-networks robustness bayesian-deep-learning

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