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bias-detection

Website
Wikipedia

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

人工智能 fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder 机器学习深度学习 codait trusted-ai R Python

Python

2566

867

4 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

717

1 年前

amanchadha / coursera-gan-specialization

Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai

Coursera Generative Adversarial Network gans generative-model deeplearning-ai stylegan dcgan wgan pix2pix PyTorch conditional-gan bias bias-detection biggan data-augmentation 人工智能深度学习神经网络

Jupyter Notebook

470

327

4 年前

cvs-health / langfair

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

人工智能 bias bias-detection fairness fairness-ai fairness-ml fairness-testing large-language-models 大语言模型 responsible-ai Python ai-safety llm-evaluation llm-evaluation-framework llm-evaluation-metrics

Python

201

3 天前

dccuchile / wefe

WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!

word-embeddings fairness-ml fairness-ai 自然语言处理 nlp-library Library Python bias-detection bias-reduction

Python

177

10 个月前

Call-for-Code-for-Racial-Justice / Open-Sentencing

To help public defenders better serve their clients, Open Sentencing shows racial bias in data such as demographics providing insights for each case

bias-detection Hacktoberfest justice 数据科学 front-end-development front-end 前端

3 年前

honghanhh / coursera-practical-data-science-specialization

Solutions on Practical Data Science Specialization on Coursera (offered by deeplearning.ai)

数据科学 bert mlops abtesting model-deployment data-labeling automl bias-detection aws-sagemaker pandas matplotlib

Jupyter Notebook

4 年前

YujiaBao / ls

Learning to Split for Automatic Bias Detection

bias-detection 机器学习

Python

2 年前

Babelscape / ALERT

Official repository for the paper "ALERT: A Comprehensive Benchmark for Assessing Large Language Models’ Safety through Red Teaming"

人工智能大语言模型 llm-evaluation 自然语言处理 red-teaming benchmark bias-detection

Python

7 个月前

lorentzenchr / model-diagnostics

Tools for diagnostics and assessment of (machine learning) models

calibration 机器学习 performance-metrics bias-detection Python

Python

2 个月前

mlr-org / mcboost

Multi-Calibration & Multi-Accuracy Boosting for R

机器学习 classification fairness fairness-ml fairness-ai responsible-ai bias-correction bias-detection post-processing ethics

7 个月前

gesistsa / sweater

👚 Speedy Word Embedding Association Test & Extras using R

R bias-detection

3 个月前

monk1337 / Awesome-Robust-Machine-Learning

A curated list of Robust Machine Learning papers/articles and recent advancements.

bias-detection 深度学习 fairness fairness-ml 机器学习 robust-machine-learning Awesome Lists fairness-ai fairness-testing federated-learning healthcare

3 年前

monk1337 / Awesome-Robust-Machine-Learning

A curated list of Robust Machine Learning papers/articles and recent advancements.

bias-detection 深度学习 fairness fairness-ml 机器学习 robust-machine-learning Awesome Lists fairness-ai fairness-testing federated-learning healthcare

3 年前

SonyResearch / apparent_skincolor

"Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color" (ICCV 2023)

bias-detection fairness

Python

2 年前

BetterForAll / HonestyMeter

HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.

bias-correction bias-detection 大语言模型

JavaScript

3 个月前