Top 8 Python uncertainty Projects

pytorch-forecasting

9 3,578 8.7 Python

Time series forecasting with PyTorch

Project mention: FLaNK Stack Weekly for 14 Aug 2023 | dev.to | 2023-08-14

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 sponsored

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

5 845 8.5 Python

A Library for Uncertainty Quantification.
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.

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)
Data-Efficient-Reinforcement-Learning-with-Probabilistic-Model-Predictive-Control

2 112 4.5 Python

Unofficial Implementation of the paper "Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control", applied to gym environments
rcps

1 83 3.4 Python

Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"
WorkOS

workos.com sponsored

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.
ipme

1 24 0.0 Python

An interactive visualization tool that transforms probabilistic programming models into an "Interactive Probabilistic Models Explorer".

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). The latest post mention was on 2023-08-14.

Python uncertainty related posts

Pytorch Lstm
1 project | /r/pytorch | 5 Apr 2023
[D] What is the best approach to create embeddings for time series with additional historical events to use with Transformers model?
1 project | /r/MachineLearning | 19 Mar 2023
🚀 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
Can someone help me with this? It's been days that i struggle with this problem, Forecasting w DeepAR
1 project | /r/deeplearning | 4 Apr 2022
Can someone help me with this? it's been days that i struggle with this problem
1 project | /r/pytorch | 4 Apr 2022
When to go for an 'easy' time-series model vs. using a complex deep learning model (when having experience with the latter)
1 project | /r/datascience | 29 Nov 2021
A note from our sponsor - SaaSHub
www.saashub.com | 19 Apr 2024

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Index

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

	Project	Stars
1	pytorch-forecasting	3,578
2	uncertainty-toolbox	1,711
3	fortuna	845
4	surface_normal_uncertainty	196
5	deep-kernel-transfer	190
6	Data-Efficient-Reinforcement-Learning-with-Probabilistic-Model-Predictive-Control	112
7	rcps	83
8	ipme	24