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The Top 23 Uncertainty Open Source Projects

Open source projects categorized as Uncertainty
Categories > Uncertainty
Pytorch Forecasting ⭐ 3,439
Time series forecasting with PyTorch
dependent packages 10total releases 34most recent commit 3 months agopypi pytorch-forecasting} Downloads
Awesome Conformal Prediction ⭐ 3,097
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
most recent commit 3 months ago
Bayesian Neural Networks ⭐ 1,633
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
most recent commit 6 months ago
Uncertainty Toolbox ⭐ 1,421
Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
total releases 1most recent commit a year ago
Gempy ⭐ 841
GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to address parameter and model uncertainties.
dependent packages 3total releases 43most recent commit 4 months agopypi gempy} Downloads
Fortuna ⭐ 824
A Library for Uncertainty Quantification.
most recent commit 3 months ago
Salib ⭐ 783
Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.
dependent packages 61total releases 46most recent commit 3 months agopypi SALib} Downloads
Ggdist ⭐ 745
Visualizations of distributions and uncertainty
dependent packages 21total releases 13most recent commit 3 months ago
Uncertainties ⭐ 509
Transparent calculations with uncertainties on the quantities involved (aka "error propagation"); calculation of derivatives.
dependent packages 156total releases 79most recent commit 3 months agopypi uncertainties} Downloads
Measurements.jl ⭐ 455
Error propagation calculator and library for physical measurements. It supports real and complex numbers with uncertainty, arbitrary precision calculations, operations with arrays, and numerical integration.
most recent commit 6 months ago
Conformal Prediction ⭐ 349
Lightweight, useful implementation of conformal prediction on real data.
most recent commit a year ago
Monoloco ⭐ 338
A 3D vision library from 2D keypoints: monocular and stereo 3D detection for humans, social distancing, and body orientation.
total releases 23most recent commit 2 years ago
Eventualshop ⭐ 278
A state-of-the-art distributed system using Reactive DDD as uncertainty modeling, Event Storming as subdomain decomposition, Event Sourcing as an eventual persistence mechanism, CQRS, Async Projections, Microservices for individual deployable units, Event-driven Architecture for efficient integration, and Clean Architecture as domain-centric design
most recent commit 4 months ago
Awesome Trustworthy Deep Learning ⭐ 254
A curated list of trustworthy deep learning papers. Daily updating...
most recent commit 3 months ago
Montecarlomeasurements.jl ⭐ 247
Propagation of distributions by Monte-Carlo sampling: Real number types with uncertainty represented by samples.
most recent commit 6 months ago
Pytorch Classification Uncertainty ⭐ 235
This repo contains a PyTorch implementation of the paper: "Evidential Deep Learning to Quantify Classification Uncertainty"
most recent commit a year ago
Pytorch Ensembles ⭐ 232
Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning, ICLR 2020
most recent commit a year ago
Uq360 ⭐ 228
Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty in machine learning model predictions.
dependent packages 1total releases 3most recent commit 9 months agopypi uq360} Downloads
Ma Lio ⭐ 211
Asynchronous Multiple LiDAR-Inertial Odometry using Point-wise Inter-LiDAR Uncertainty Propagation
most recent commit 4 months ago
Probabilistic Face Embeddings ⭐ 191
(ICCV 2019) Uncertainty-aware Face Representation and Recognition
most recent commit 5 years ago
Ups ⭐ 188
"In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning" by Mamshad Nayeem Rizve, Kevin Duarte, Yogesh S Rawat, Mubarak Shah (ICLR 2021)
most recent commit a year ago
Ss Ood ⭐ 184
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
most recent commit 3 years ago
Despot ⭐ 160
The DESPOT online POMDP solver
most recent commit 2 years ago
The 10 Most Depended On Uncertainty Open Source Projects
Uncertainties ⭐ 509
Transparent calculations with uncertainties on the quantities involved (aka "error propagation"); calculation of derivatives.
dependent packages 156total releases 79latest release June 19, 2022most recent commit 3 months agopypi uncertainties} Downloads
Salib ⭐ 783
Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.
dependent packages 61total releases 46latest release January 08, 2023most recent commit 3 months agopypi SALib} Downloads
Ggdist ⭐ 745
Visualizations of distributions and uncertainty
dependent packages 21total releases 13latest release November 27, 2023most recent commit 3 months ago
Pytorch Forecasting ⭐ 3,439
Time series forecasting with PyTorch
dependent packages 10total releases 34latest release July 26, 2020most recent commit 3 months agopypi pytorch-forecasting} Downloads
Jacobi ⭐ 40
Numerical derivatives for Python
dependent packages 3total releases 17latest release August 16, 2023most recent commit a month agopypi jacobi} Downloads
Errors ⭐ 47
Uncertainty Propagation for R Vectors
dependent packages 3total releases 13latest release December 04, 2022most recent commit 5 months ago
Bioindustrial Park ⭐ 33
BioSTEAM's Premier Repository for Biorefinery Models and Results
dependent packages 3total releases 136latest release November 04, 2023most recent commit 3 months agopypi biorefineries} Downloads
Friedrich ⭐ 45
A Rust implementation of Gaussian Process regression.
dependent packages 1total releases 12latest release December 06, 2022most recent commit 4 months agocargo friedrich} Downloads
Timely Beliefs ⭐ 27
Model data as beliefs (at a certain time) about events (at a certain time).
dependent packages 1total releases 78latest release November 08, 2023most recent commit 3 months agopypi timely-beliefs} Downloads
The 10 Latest Releases In Uncertainty Open Source Projects
Ggdist ⭐ 745
Visualizations of distributions and uncertainty
dependent packages 21total releases 13latest release November 27, 2023most recent commit 3 months ago
Welleng ⭐ 97
A collection of Wells/Drilling Engineering tools, focused on well trajectory planning for the time being.
total releases 62latest release November 12, 2023most recent commit 4 months ago
Timely Beliefs ⭐ 27
Model data as beliefs (at a certain time) about events (at a certain time).
dependent packages 1total releases 78latest release November 08, 2023most recent commit 3 months agopypi timely-beliefs} Downloads
Pymatviz ⭐ 98
A toolkit for visualizations in materials informatics.
dependent packages 1total releases 17latest release November 05, 2023most recent commit 3 months agopypi pymatviz} Downloads
Bioindustrial Park ⭐ 33
BioSTEAM's Premier Repository for Biorefinery Models and Results
dependent packages 3total releases 136latest release November 04, 2023most recent commit 3 months agopypi biorefineries} Downloads
Doubt ⭐ 44
Bringing back uncertainty to machine learning.
total releases 23latest release October 31, 2023most recent commit 6 months ago
Jacobi ⭐ 40
Numerical derivatives for Python
dependent packages 3total releases 17latest release August 16, 2023most recent commit a month agopypi jacobi} Downloads
Sandy ⭐ 34
Sampling nuclear data and uncertainty
total releases 1latest release July 07, 2023most recent commit 10 months ago
Ibug ⭐ 19
Instance-based uncertainty estimation for gradient-boosted regression trees
total releases 6latest release January 31, 2023most recent commit a year ago
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