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responsible-ai

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EthicalML / awesome-production-machine-learning

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

19020

2402

19 天前

Giskard-AI / giskard

🐢 Open-Source Evaluation & Testing library for LLM Agents

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

4812

349

2 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

2792

543

2 天前

fairlearn / fairlearn

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

2110

463

7 天前

microsoft / responsible-ai-toolbox

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 libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

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

TypeScript

1606

426

6 个月前

ModelOriented / DALEX

moDel Agnostic Language for Exploration and eXplanation

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

Python

1436

168

23 天前

Pacific-AI-Corp / langtest

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

533

2 天前

microsoft / rag-time

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

484

234

2 个月前

tensorflow / model-card-toolkit

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

438

2 年前

hbaniecki / adversarial-explainable-ai

💡 Adversarial attacks on explanations and how to defend them

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

324

9 个月前

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

226

9 小时前

serodriguez68 / designing-ml-systems-summary

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-read for ML practitioners and Software Engineers Transitioning into ML.

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

153

2 年前

natnew / Awesome-Data-Science

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

141

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

125

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

119

25 天前

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

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

102

2 年前

holistic-ai / holisticai

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

1 个月前

AthenaCore / AwesomeResponsibleAI

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 Responsible, Trustworthy, and Human-Centered AI.

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

2 天前

LabeliaLabs / referentiel-evaluation-dsrc

Référentiel d'évaluation data science responsable et de confiance

数据科学 responsible-ai

1 年前

romanlutz / ResponsibleAI

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

5 年前