Awesome Open Source

Programming Languages

Search results for machine learning uncertainty

machine-learning x

23 search results found

Pytorch Forecasting ⭐ 3,439

Time series forecasting with PyTorch

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.

Fortuna ⭐ 824

A Library for Uncertainty Quantification.

Monoloco ⭐ 338

A 3D vision library from 2D keypoints: monocular and stereo 3D detection for humans, social distancing, and body orientation.

Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty in machine learning model predictions.

Conformal_classification ⭐ 159

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).

Quicknat_pytorch ⭐ 99

PyTorch Implementation of QuickNAT and Bayesian QuickNAT, a fast brain MRI segmentation framework with segmentation Quality control using structure-wise uncertainty

Pymatviz ⭐ 98

A toolkit for visualizations in materials informatics.

Uncertaintynn ⭐ 85

Implementation and evaluation of different approaches to get uncertainty in neural networks

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

Extreme Deconvolution ⭐ 73

Density estimation using Gaussian mixtures in the presence of noisy, heterogeneous and incomplete data

Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)

Bringing back uncertainty to machine learning.

Causal Gen ⭐ 41

(ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models

Bayescap ⭐ 32

(ECCV 2022) BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks

Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"

Im2im Uq ⭐ 29

Image-to-image regression with uncertainty quantification in PyTorch. Take any dataset and train a model to regress images to images with rigorous, distribution-free uncertainty quantification.

Oodretrieval ⭐ 23

Detection and Retrieval of Out-of-Distribution Objects in Semantic Segmentation

"Towards Realistic Semi-Supervised Learning" by Mamshad Nayeem Rizve, Navid Kardan, Mubarak Shah (ECCV 2022)

Modeling Uncertainty Local Explainability ⭐ 16

Local explanations with uncertainty 💐!

Uncertainty-aware principal component analysis.

NOMU: Neural Optimization-based Model Uncertainty

Plausible Uncertainties ⭐ 5

Methods used in the paper "Plausible Uncertainties for Human Pose Regression".

Related Searches

Python Machine Learning (17,898)

Jupyter Notebook Machine Learning (12,247)

Machine Learning Neural Network (4,361)

Machine Learning Tensorflow (4,050)

Machine Learning Natural Language Processing (3,891)

Machine Learning Artificial Intelligence (3,874)

Machine Learning Data Science (3,395)

Machine Learning Classification (2,136)

Machine Learning Pytorch (2,043)

Machine Learning Computer Vision (1,877)

1-23 of 23 search results

Privacy | About | Terms | Follow Us On Twitter

Copyright 2018-2024 Awesome Open Source. All rights reserved.