fairness-ai · GitHub Topics

#大语言模型#🐢 Open-Source Evaluation & Testing for AI & LLM systems

mlops ml-validation ml-testing llmops responsible-ai fairness-ai llm-eval llm-evaluation rag-evaluation ai-security llm-security ai-red-team red-team-tools 大语言模型

Python 4.62 k

5 天前

Trusted-AI / AIF360

#计算机科学#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 2.6 k

6 个月前

fairlearn / fairlearn

#计算机科学#A Python package to assess and improve fairness of machine learning models.

fairness-ml fairness-ai fairness 机器学习人工智能 unfairness-mitigation fairness-assessment responsible-ai harms

Python 2.09 k

20 天前

microsoft / responsible-ai-toolbox

#计算机科学#Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libr...

ui responsible-ai 数据科学 fairness fairness-ml fairness-ai explainable-ai explainable-ml explainability 机器学习可视化 widgets widget Jupyter Notebook 数据分析数据可视化 interpretability

TypeScript 1.56 k

4 个月前

cvs-health / langfair

#大语言模型#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 215

4 天前

dccuchile / wefe

#自然语言处理#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 ca...

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

Python 177

1 年前

linkedin / LiFT

#计算机科学#The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

fairness fairness-ml fairness-ai linkedin Apache Spark 机器学习 Scala

Scala 171

2 年前

ResponsiblyAI / responsibly

#自然语言处理#Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

Python 机器学习人工智能 fairness bias 数据科学 ethics fairness-ml fairness-ai fairness-testing fairness-awareness-model bias-correction 自然语言处理 bias-reduction bias-finder audit

Python 97

2 年前

microsoft / SafeNLP

#自然语言处理#Safety Score for Pre-Trained Language Models

ai-safety fairness-ai 自然语言处理

Python 95

2 年前

AthenaCore / AwesomeResponsibleAI

#Awesome#A curated list of awesome academic research, books, code of ethics, data sets, institutes, maturity models, newsletters, principles, podcasts, reports, tools, regulations and standards related to Resp...

responsible-ai xai fairness-ai Awesome Lists explainable-ai interpretable-ai 人工智能 ai-alignment ai-safety

5 天前

brandeis-machine-learning / awesome-ml-fairness

#计算机科学#Papers and online resources related to machine learning fairness

机器学习 Awesome Lists papers fairness fairness-ml fairness-ai research-paper

2 年前

firmai / ml-fairness-framework

FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)

fairness-ml fairness-ai explainable-ai xai explainable-ml interpretable-machine-learning counterfactual

Jupyter Notebook 71

4 年前

aws / amazon-sagemaker-clarify

#计算机科学#Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.

机器学习 fairness fairness-ml fairness-ai

Python 70

2 个月前

pliang279 / sent_debias

#自然语言处理#[ACL 2020] Towards Debiasing Sentence Representations

机器学习自然语言处理 fairness-ai representation-learning

Python 66

3 年前

IBM / inFairness

#计算机科学#PyTorch package to train and audit ML models for Individual Fairness

机器学习 PyTorch fairness-ai fairness responsible-ai

Python 66

1 个月前

deel-ai / influenciae

👋 Influenciae is a Tensorflow Toolbox for Influence Functions

explainable-ai explainability outlier-detection fairness-ai

Python 63

1 年前

pliang279 / LM_bias

#自然语言处理#[ICML 2021] Towards Understanding and Mitigating Social Biases in Language Models

自然语言处理机器学习 fairness-ai language-model

Python 61

3 年前

fidelity / jurity

#计算机科学#[ACM 2024] Jurity: Fairness & Evaluation Library

fairness-ai evaluation 机器学习监控

Python 56

8 个月前

CODAIT / presentations

#计算机科学#Talks & Workshops by the CODAIT team

presentations 深度学习 Open Source 数据科学机器学习 fairness-ai fairness-ml

Jupyter Notebook 52

4 年前

credo-ai / credoai_lens

#计算机科学#Credo AI Lens is a comprehensive assessment framework for AI systems. Lens standardizes model and data assessment, and acts as a central gateway to assessments created in the open source community.

responsible-ai 机器学习 ethical-artificial-intelligence assessment 数据科学人工智能 Jupyter Notebook Python fairness-ml fairness-ai 可视化 reporting

Python 47

1 年前