uncertainty · GitHub Topics

#计算机科学#Time series forecasting with PyTorch

PyTorch forecasting gpu uncertainty timeseries-forecasting pytorch-lightning 深度学习 neural-networks timeseries 机器学习 pandas Python 人工智能 artifical-intelligense 数据科学 temporal

Python 4.33 k

2 天前

JavierAntoran / Bayesian-Neural-Networks

#计算机科学#Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

深度学习 bayesian-inference PyTorch reproducible-research mcmc variational-inference uncertainty out-of-distribution-detection classification regression hmc

Jupyter Notebook 1.9 k

2 年前

uncertainty-toolbox / uncertainty-toolbox

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

uncertainty uncertainty-quantification uncertainty-estimation uncertainty-metrics calibration sharpness uncertainty-toolbox 监控 visualizations 可视化 toolbox

Python 1.9 k

3 个月前

SALib / SALib

Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.

Python NumPy uncertainty uncertainty-quantification

Python 925

2 个月前

awslabs / fortuna

#计算机科学#A Library for Uncertainty Quantification.

深度学习 neural-networks uncertainty uncertainty-estimation uncertainty-quantification bayesian-inference calibration flax jax 人工智能机器学习

Python 916

2 个月前

aangelopoulos / conformal-prediction

#自然语言处理#Lightweight, useful implementation of conformal prediction on real data.

机器视觉自然语言处理 time-series time-series-prediction uncertainty uncertainty-estimation uncertainty-quantification

Jupyter Notebook 898

1 年前

mjskay / ggdist

Visualizations of distributions and uncertainty

R r-package ggplot2 可视化 uncertainty

R 855

2 个月前

valeman / awesome-conformal-prediction

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

Python R 机器学习 datascience 深度学习 Awesome Lists probability uncertainty-quantification uncertainty uncertainty-estimation

780

12 天前

dougbrion / pytorch-classification-uncertainty

This repo contains a PyTorch implementation of the paper: "Evidential Deep Learning to Quantify Classification Uncertainty"

Bukkit PyTorch classification mnist mnist-classification uncertainty torchvision

Python 475

1 年前

aamini / evidential-deep-learning

#计算机科学#Learn fast, scalable, and calibrated measures of uncertainty using neural networks!

神经网络深度学习 uncertainty evidence Tensorflow PyTorch

Python 475

4 年前

vita-epfl / monoloco

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

3d-object-detection 3d-detection 3d-deep-learning PyTorch 机器视觉深度学习机器学习 pose-estimation human-pose-estimation uncertainty 3d-vision object-detection iccv2019 kitti-dataset COVID-19

Python 444

3 年前

ENSTA-U2IS-AI / torch-uncertainty

Open-source framework for uncertainty and deep learning models in PyTorch 🌱

uncertainty-quantification uncertainty PyTorch bayesian-network neural-networks 机器视觉

Python 402

4 天前

AntonioFalcaoJr / EventualShop

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 Projection...

cqrs Domain-driven design (DDD)clean-architecture event-sourcing event-driven eda architecture event-store eventsourcing eventstore .NET dotnet6 masstransit dotnet7 ddd-architecture 微服务 reactive reactive-programming uncertainty

C# 381

5 个月前

MinghuiChen43 / awesome-trustworthy-deep-learning

#计算机科学#A curated list of trustworthy deep learning papers. Daily updating...

adversarial-machine-learning 安全隐私深度学习 poisoning fairness backdoor ownership robustness interpretable-deep-learning causality hallucinations uncertainty watermarking ai-alignment

369

5 天前

minwoo0611 / MA-LIO

Asynchronous Multiple LiDAR-Inertial Odometry using Point-wise Inter-LiDAR Uncertainty Propagation

asynchronous lidar slam uncertainty dataset

C++ 366

8 个月前

seasonSH / Probabilistic-Face-Embeddings

#人脸识别#(ICCV 2019) Uncertainty-aware Face Representation and Recognition

face-recognition Tensorflow 深度神经网络深度学习 uncertainty

Python 345

6 年前

IBM / UQ360

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

uncertainty-quantification 监控机器学习人工智能 trusted-ai uncertainty calibration

Python 267

1 个月前

hendrycks / ss-ood

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

robustness out-of-distribution-detection uncertainty self-supervised-learning self-supervised ml-safety

Python 266

4 年前

AdaCompNUS / despot

The DESPOT online POMDP solver

planning uncertainty online

C++ 255

1 年前

aangelopoulos / conformal_classification

#计算机科学#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).

机器学习 classification imagenet 人工智能 neural-networks PyTorch 深度神经网络统计机器视觉 vision classifier uncertainty uncertainty-quantification

Jupyter Notebook 241

2 年前