Top 10 uncertainty-quantification 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.
fortuna

5 851 8.2 Python

A Library for Uncertainty Quantification.
conformal-prediction

1 648 3.8 Jupyter Notebook

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

1 564 5.6 Python

A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc. (by EmuKit)
deephyper

1 262 8.9 Python

DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks
conformal_classification

2 211 0.0 Jupyter Notebook

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).
WorkOS

workos.com featured

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
deep-kernel-transfer

1 190 10.0 Python

Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)
monaco

1 78 8.0 Python

Quantify uncertainty and sensitivities in your computer models with an industry-grade Monte Carlo library.
tablespoon

9 39 5.3 Python

🥄✨Time-series Benchmark methods that are Simple and Probabilistic (by alexhallam)

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-quantification 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

Index

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

	Project	Stars
1	awesome-conformal-prediction	3,381
2	uncertainty-toolbox	1,711
3	fortuna	851
4	conformal-prediction	648
5	emukit	564
6	deephyper	262
7	conformal_classification	211
8	deep-kernel-transfer	190
9	monaco	78
10	tablespoon	39