uncertainty-quantification 开源项目推荐（1,749 个）

uncertainty-toolbox /uncertainty-toolbox

Uncertainty Toolbox：用于预测不确定性量化、校准、指标和可视化的 Python 工具箱

valeman /awesome-conformal-prediction

专业策划的令人惊叹的保形预测视频、教程、书籍、论文、博士和硕士论文、文章和开源库列表。

cvs-health /uqlm

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

aangelopoulos /conformal-prediction

对真实数据进行保形预测的轻量级、有用的实现。

SALib /SALib

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

awslabs /fortuna

不确定性量化库。

jxzhangjhu /Awesome-LLM-Uncertainty-Reliability-Robustness

Awesome-LLM-Robustness：大型语言模型不确定性、可靠性与鲁棒性的精选列表

ENSTA-U2IS-AI /awesome-uncertainty-deeplearning

This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

EmuKit /emukit

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

AlaaLab /deep-learning-uncertainty

文献调查、论文评论、实验设置和深度学习模型中预测不确定性估计基线方法的一系列实现。

henrikbostrom /crepes

Python package for conformal prediction

torch-uncertainty /torch-uncertainty

PyTorch 🌱 中用于不确定性和深度学习模型的开源框架

ml-stat-Sustech /TorchCP

A Python toolbox for conformal prediction research on deep learning models, using PyTorch.

jonathf /chaospy

Chaospy——用于进行不确定性量化的工具箱。

deel-ai /puncc

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

SURGroup /UQpy

UQpy (Uncertainty Quantification with python) is a general purpose Python toolbox for modeling uncertainty in physical and mathematical systems.

openturns /openturns

Probabilistic modelling and uncertainty quantification library

dkogan /mrcal

Next-generation camera-modeling toolkit

deephyper /deephyper

DeepHyper: A Python Package for Massively Parallel Hyperparameter Optimization in Machine Learning

Heman10x-NGU /openJev-verdict-2.0

Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)