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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 visualization toolbox

Python

1922

142

6 个月前

stanfordmlgroup / ngboost

Natural Gradient Boosting for Probabilistic Prediction

机器学习 gradient-boosting uncertainty-estimation Python

Python

1767

241

1 个月前

aangelopoulos / conformal-prediction

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

933

110

2 个月前

cvs-health / uqlm

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

ai-safety hallucination 大语言模型 llm-evaluation uncertainty-estimation uncertainty-quantification

Python

924

5 天前

awslabs / fortuna

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

921

4 个月前

valeman / awesome-conformal-prediction

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

885

17 小时前

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

Awesome Lists calibration gpt-3 gpt-4 大语言模型 reliability robustness safety uncertainty-estimation uncertainty-quantification ChatGPT prompt-engineering prompting chain-of-thought in-context-learning large-language-models hallucination

776

3 个月前

Renumics / awesome-open-data-centric-ai

Curated list of open source tooling for data-centric AI on unstructured data.

Awesome Lists data-centric-ai data-curation data-versioning 数据可视化 explainable-ai active-learning feature-vector robust-machine-learning bias-detection 机器视觉 data-drift 深度学习自然语言处理 noisy-labels outlier-detection synthetic-data uncertainty-estimation 机器学习

724

2 年前

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.

深度学习 uncertainty-quantification uncertainty-estimation 深度神经网络机器学习 Awesome Lists awesome-resources

717

2 个月前

StatMixedML / XGBoostLSS

An extension of XGBoost to probabilistic modelling

xgboost 机器学习 uncertainty-estimation normalizing-flows

Python

639

12 天前

AlaaLab / deep-learning-uncertainty

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

uncertainty-quantification 深度学习深度神经网络 uncertainty-estimation

Jupyter Notebook

630

3 年前