Top 8 uncertainty-estimation Open-Source Projects

awesome-conformal-prediction

6 3,381 9.5

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

Project mention: Dive Deep into Conformal Prediction with This Ultimate Resource Compilation | news.ycombinator.com | 2024-04-15

uncertainty-toolbox

1 1,711 10.0 Python

Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
InfluxDB

www.influxdata.com featured

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
ngboost

1 1,584 6.7 Python

Natural Gradient Boosting for Probabilistic Prediction
fortuna

5 851 8.2 Python

A Library for Uncertainty Quantification.
awesome-open-data-centric-ai

1 677 5.8

Curated list of open source tooling for data-centric AI on unstructured data.
conformal-prediction

1 648 3.8 Jupyter Notebook

Lightweight, useful implementation of conformal prediction on real data.
surface_normal_uncertainty

1 196 10.0 Python

(ICCV 2021 - oral) Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation

Project mention: Non official colab to create normal maps using "Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation" from baegwangbin | /r/Automate | 2023-05-09

I needed normal maps for my movie and I saw in the new ControlNet update that they used https://github.com/baegwangbin/surface_normal_uncertainty to make normals which gave me better results than previous methods. So I decided to make a colab to process all my images because I didn't find how to do it in Automatic 1111.

SaaSHub

www.saashub.com featured

SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
natural-posterior-network

1 71 0.0 Python

Official Implementation of "Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions" (ICLR, 2022)

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

uncertainty-estimation related posts

🚀 AWS launches Fortuna, an open-source library for Uncertainty Quantification

1 project | /r/Bayes | 11 Jan 2023
🚀 AWS launches Fortuna, an open-source library for Uncertainty Quantification

1 project | /r/deeplearning | 11 Jan 2023
Exploring Estimations and Confidence Intervals of Three Point Shooting

1 project | /r/NBATalk | 16 Aug 2021

Index

What are some of the best open-source uncertainty-estimation projects? This list will help you:

	Project	Stars
1	awesome-conformal-prediction	3,381
2	uncertainty-toolbox	1,711
3	ngboost	1,584
4	fortuna	851
5	awesome-open-data-centric-ai	677
6	conformal-prediction	648
7	surface_normal_uncertainty	196
8	natural-posterior-network	71