fairness-ml · GitHub Topics

fairlearn / fairlearn

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

翻译 - 一个Python包，用于评估和提高机器学习模型的公平性。

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

Python 2.03 k

4 小时前

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 1.48 k

1 个月前

ZhiningLiu1998 / awesome-imbalanced-learning

#Awesome#😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库

Awesome Lists 机器学习 ensemble-learning imbalanced-data 深度学习 fairness-ml

1.42 k

15 天前

vanderschaarlab / synthcity

#计算机科学#A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

PyTorch tabular-data 隐私机器学习 generative-model data-augmentation fairness-ml synthetic-data

Python 517

2 个月前

tensorflow / fairness-indicators

Tensorflow's Fairness Evaluation and Visualization Toolkit

Tensorflow fairness-ml

Jupyter Notebook 346

2 个月前

twitter-research / image-crop-analysis

#计算机科学#Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency

机器学习机器视觉图像处理 bias fairness-ml fairness research

Jupyter Notebook 252

3 年前

litian96 / fair_flearn

Fair Resource Allocation in Federated Learning (ICLR '20)

fairness-ml federated-learning

Python 246

1 年前

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 183

1 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

9 个月前

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 169

2 年前

laura-rieger / deep-explanation-penalization

#计算机科学#Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584