responsible-ai · GitHub Topics

EthicalML / awesome-production-machine-learning

#Awesome#A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

机器学习 mlops interpretability explainability responsible-ai 深度学习 machine-learning-operations ml-ops ml-operations privacy-preserving privacy-preserving-machine-learning data-mining production-machine-learning Awesome Lists

18.6 k

15 天前

Giskard-AI / giskard

#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

Azure / PyRIT

The Python Risk Identification Tool for generative AI (PyRIT) is an open source framework built to empower security professionals and engineers to proactively identify risks in generative AI systems.

ai-red-team generative-ai red-team-tools responsible-ai

Python 2.58 k

4 天前

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

ModelOriented / DALEX

#计算机科学#moDel Agnostic Language for Exploration and eXplanation

机器学习 interpretability 数据科学 xai model-visualization explanations explainable-ai predictive-modeling explainable-ml interpretable-machine-learning responsible-ai responsible-ml fairness

Python 1.42 k

4 个月前

JohnSnowLabs / langtest

#自然语言处理#Deliver safe & effective language models

benchmarks large-language-models ml-safety ml-testing mlops 自然语言处理 responsible-ai ai-safety 人工智能 benchmark-framework 大语言模型

Python 523

1 个月前

microsoft / rag-time

#大语言模型#RAG Time: A 5-week Learning Journey to Mastering RAG

人工智能 gpt hybrid-search language-model openai rag vector-search hnsw indexing 大语言模型 multimodal responsible-ai retrieval-augmented-generation Azure Visual Studio Code generative-ai

Jupyter Notebook 451

17 天前

tensorflow / model-card-toolkit

#计算机科学#A toolkit that streamlines and automates the generation of model cards

深度学习机器学习 responsible-ai responsible-ml Tensorflow transparency

Python 434

2 年前

hbaniecki / adversarial-explainable-ai

💡 Adversarial attacks on explanations and how to defend them

interpretable-machine-learning adversarial-machine-learning adversarial-attacks interpretability xai explainable-ai adversarial-examples explainability 安全 responsible-ai robustness model evaluation deep counterfactual defense

315

7 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

serodriguez68 / designing-ml-systems-summary

#计算机科学#A detailed summary of "Designing Machine Learning Systems" by Chip Huyen. This book gives you and end-to-end view of all the steps required to build AND OPERATE ML products in production. It is a must...

人工智能 feature-engineering feature-store 机器学习 mlops model-selection responsible-ai responsible-ml

143

2 年前

natnew / Awesome-Data-Science

#Awesome#Carefully curated list of awesome data science resources.

Awesome Lists 人工智能 data 数据科学机器学习 interoperability 深度学习 explainable-ai machine-learning-operations ml-operations responsible-ai

138

2 年前

Inf-imagine / Sentry

[NeurIPS 2023] Sentry-Image: Detect Any AI-generated Images

人工智能 aigc classification-model generation-models responsible-ai

122

2 年前

EzgiKorkmaz / adversarial-reinforcement-learning

Reading list for adversarial perspective and robustness in deep reinforcement learning.

robust-machine-learning deep-reinforcement-learning ai-safety ai-alignment responsible-ai ai-security llm-security

117

2 个月前

ml-for-high-risk-apps-book / Machine-Learning-for-High-Risk-Applications-Book

#计算机科学#Official code repo for the O'Reilly Book - Machine Learning for High-Risk Applications

深度学习 explainable-ai interpretable-machine-learning 机器学习 oreilly oreilly-books responsible-ai 安全

Jupyter Notebook 103

2 年前

holistic-ai / holisticai

#计算机科学#This is an open-source tool to assess and improve the trustworthiness of AI systems.

benchmark explainable-ai 机器学习隐私 responsible-ai robustness

Jupyter Notebook 92

1 个月前

LabeliaLabs / referentiel-evaluation-dsrc

Référentiel d'évaluation data science responsable et de confiance

数据科学 responsible-ai

9 个月前

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

romanlutz / ResponsibleAI

#计算机科学#A collection of news articles, books, and papers on Responsible AI cases. The purpose is to study these cases and learn from them to avoid repeating the failures of the past.

bias fairness 机器学习人工智能 responsible-ai

4 年前