responsible-ai

There are 14 repositories under responsible-ai topic.

EthicalML / awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
awesome awesome-list data-mining deep-learning explainability interpretability large-scale-machine-learning large-scale-ml machine-learning machine-learning-operations ml-operations ml-ops mlops privacy-preserving privacy-preserving-machine-learning privacy-preserving-ml production-machine-learning production-ml responsible-ai
19576
giskard-oss
Giskard-AI / giskard-oss
🐢 Open-Source Evaluation & Testing library for LLM Agents
agent-evaluation ai-red-team ai-security ai-testing fairness-ai llm llm-eval llm-evaluation llm-security llmops ml-testing ml-validation mlops rag-evaluation red-team-tools responsible-ai trustworthy-ai
Language:Python 4964
PyRIT
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
Language:Python 3051
fairlearn / fairlearn
A Python package to assess and improve fairness of machine learning models.
ai ai-systems artificial-intelligence fairness fairness-ai fairness-assessment fairness-ml group-fairness harms machine-learning responsible-ai unfairness-mitigation
Language:Python 2157
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.
data-analysis data-science data-visualization error-analysis explainability explainable-ai explainable-ml fairness fairness-ai fairness-ml interpretability jupyter machine-learning machinelearning ml responsible-ai ui visualization widget widgets
Language:TypeScript 1654
DALEX
ModelOriented / DALEX
moDel Agnostic Language for Exploration and eXplanation (JMLR 2018; JMLR 2021)
black-box dalex data-science explainable-ai explainable-artificial-intelligence explainable-ml explanations explanatory-model-analysis fairness iml interpretability interpretable-machine-learning machine-learning model-visualization predictive-modeling responsible-ai responsible-ml xai
Language:Python 1445
rag-time
microsoft / rag-time
RAG Time: A 5-week Learning Journey to Mastering RAG
ai gpt hybrid-search language-model openai rag vector-search binary-quantization hnsw indexing keyword-search llm matryoshka-representation-learning multimodal responsible-ai retrieval-augmented-generation scalar-quantization azure visual-studio-code generative-ai
Language:Jupyter Notebook 733
Pacific-AI-Corp / langtest
Deliver safe & effective language models
ai-safety ai-testing artificial-intelligence benchmark-framework benchmarks ethics-in-ai large-language-models llm llm-as-evaluator llm-evaluation-toolkit llm-test llm-testing ml-safety ml-testing mlops model-assessment nlp responsible-ai trustworthy-ai
Language:Python 545
tensorflow / model-card-toolkit
A toolkit that streamlines and automates the generation of model cards
deep-learning machine-learning model-cards responsible-ai responsible-ml tensorflow transparency
Language:Python 440
adversarial-explainable-ai
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 attacks security responsible-ai robustness interpretable adversarial model evaluation deep counterfactual defense
328
cvs-health / langfair
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
ai artificial-intelligence bias bias-detection ethical-ai fairness fairness-ai fairness-ml fairness-testing large-language-models llm responsible-ai python ai-safety llm-evaluation llm-evaluation-framework llm-evaluation-metrics
Language:Python 240
Bria-AI / FIBO
FIBO is a SOTA, first open-source, JSON-native text-to-image model built for controllable, predictable, and legally safe image generation.
agentic-ai ai controlable-image-generation creative-ai deep-learning enterprise-ready ethical-ai image-generation image-generation-ai licensed-data responsible-ai safe-ai smollm3 sota text-to-image
Language:Python 206
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.
artificial-intelligence data-distribution feature-engineering feature-store machine-learning mlops model-selection model-store responsible-ai responsible-ml
162
natnew / Awesome-Data-Science
Carefully curated list of awesome data science resources.
awesome ai data data-science machine-learning interoperability awesome-list deep-learning explainable-ai machine-learning-operations ml-operations responsible-ai large-scale-machine-learning
150
rhesis-ai / rhesis
Open-source Gen AI testing platform. Collaborative test management that turns expertise into comprehensive automated testing. Your team defines expectations, Rhesis generates thousands of test scenarios. Know what you ship.
llm-evaluation open-source quality-assessment responsible-ai test-execution test-generation test-management generative-ai llm-evaluation-framework trustworthy-ai llmops
Language:Python 133
Inf-imagine / Sentry
[NeurIPS 2023] Sentry-Image: Detect Any AI-generated Images
ai aigc classification-model generation-models responsible-ai
131
EzgiKorkmaz / adversarial-reinforcement-learning
Reading list for adversarial perspective and robustness in deep reinforcement learning.
robust-machine-learning deep-reinforcement-learning adversarial-reinforcement-learning robust-reinforcement-learning ai-safety reinforcement-learning-safety safe-reinforcement-learning ai-alignment responsible-ai artificial-intelligence-alignment robust-deep-reinforcement-learning ai-security ml-security artificial-intelligence-security machine-learning-security secure-ai llm-security reinforcement-learning-security large-language-model-safety llm-safety
126
Machine-Learning-for-High-Risk-Applications-Book
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
deep-learning explainable-ai interpretable-machine-learning machine-learning oreilly oreilly-books responsible-ai security trustworthy-ai
Language:Jupyter Notebook 103
holistic-ai / holisticai
This is an open-source tool to assess and improve the trustworthiness of AI systems.
benchmark bias-mitigation efficacy explainability-metric explainable-ai machine-learning privacy responsible-ai robustness
Language:Jupyter Notebook 98
AthenaCore / AwesomeResponsibleAI
A curated list of awesome academic research, books, code of ethics, courses, databases, data sets, frameworks, institutes, maturity models, newsletters, principles, podcasts, regulations, reports, responsible scale policies, tools and standards related to Responsible, Trustworthy, and Human-Centered AI.
responsible-ai xai fairness-ai awesome-list ethical-ai explainable-ai interpretable-ai trustworthy-ai ai ai-alignment ai-governance ai-regulation ai-safety ai-standards human-centered-ai
91
LabeliaLabs / referentiel-evaluation-dsrc
Référentiel d'évaluation data science responsable et de confiance
data-science ia-responsable trustworthy-datascience responsible-ai responsible-datascience
74
humansensinglab / ITI-GEN
[ICCV 2023 Oral, Best Paper Finalist] ITI-GEN: Inclusive Text-to-Image Generation
fairness inclusiveness prompt-tuning stable-diffusion text-to-image-generation debiasing diffusion-models responsible-ai
Language:Python 69
microsoft / responsible-ai-toolbox-mitigations
Python library for implementing Responsible AI mitigations.
data-analysis data-science machine-learning python responsible-ai responsible-ml
Language:Jupyter Notebook 68
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 discrimination fairness hiring-algorithms machine-learning artificial-intelligence responsible-ai
68
inFairness
IBM / inFairness
PyTorch package to train and audit ML models for Individual Fairness
individual-fairness machine-learning pytorch fairness-ai trustworthy-machine-learning fairness responsible-ai
Language:Python 66
oracle / guardian-ai
Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets.
accelerated-data-science bias-mitigation fairness machine-learning oci oracle privacy responsible-ai
Language:Python 50
jwalsh / aif-c01
AWS Certified AI Practitioner (AIF-C01) exam preparation
aif-c01 aws-bedrock aws-certification aws-comprehend aws-rekognition aws-sagemaker aws-training clojure exam-preparation foundation-models generative-ai machine-learning mla-c01 mlops python rag responsible-ai retrieval-augmented-generation aws-ai-practitioner aws-ml-services
Language:Python 49
credo-ai / credoai_lens
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 machine-learning ml ethical-artificial-intelligence assessment data-science artificial-intelligence ai jupyter python fairness-ml fairness-ai visualization reporting
Language:Python 47
koo-ec / Awesome-LLM-Explainability
A curated list of explainability-related papers, articles, and resources focused on Large Language Models (LLMs). This repository aims to provide researchers, practitioners, and enthusiasts with insights into the explainability implications, challenges, and advancements surrounding these powerful models.
ai explainability explainable-ai explainable-artificial-intelligence explainable-ml responsible-ai
46
IBM / responsible-prompting-api
Responsible Prompting is an LLM-agnostic tool that aims at dynamically supporting users in crafting prompts that embed responsible intentions and help avoid harmful, adversarial prompts.
api prompt-engineering responsible-ai
Language:Jupyter Notebook 45
microsoft / responsible-ai-workshop
Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice
responsible-ai principles fairness fairness-ai fairness-ml error-analysis explainability explainable-ai explainable-ml ml machine-learning jupyter-notebook widgets mlops-workshop
Language:Jupyter Notebook 45
awesome-safety-critical-ai
JGalego / awesome-safety-critical-ai
When the stakes are high, intelligence is only half the equation - reliability is the other ⚠️
ai-privacy ai-safety artificial-intelligence awesome awesome-list awesome-lists compliance determinism explainability genai machine-learning reliability reproducibility responsible-ai safety-critical trustworthy-ai
Language:JavaScript 44
zhihengli-UR / StyleT2I
Official code of "StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis" (CVPR 2022)
text-to-image text-to-image-synthesis ai-fairness responsible-ai stylegan trustworthy-ai
Language:Python 43
sebuzdugan / frai
Open-source toolkit for responsible AI: CLI + SDK to scan code, collect evidence, and generate model cards, risk files, evals, and RAG indexes.
ai artificial-intelligence machine-learning ml nlp responsible-ai frai ai-compliance ai-governance evaluation guardrails open-source audit bias safety transparency
Language:JavaScript 42
forkful
dogweather / forkful
An open-content programming cookbook. A responsible use of AI proof of concept. Collaborative, polyglot and multilingual.
collaborative-editing educational-project hugo i18n openai-api programming-languages responsible-ai
Language:Ruby 38
microsoft / opendatasheets-framework
This framework aims to assists in the documentation of datasets to promote transparency and help dataset creators and consumers make informed decisions about whether specific datasets meet their needs and what limitations they need to consider
open-data open-datasets responsible-ai
33

responsible-ai

EthicalML / awesome-production-machine-learning

Giskard-AI / giskard-oss

Azure / PyRIT

fairlearn / fairlearn

microsoft / responsible-ai-toolbox

ModelOriented / DALEX

microsoft / rag-time

Pacific-AI-Corp / langtest

tensorflow / model-card-toolkit

hbaniecki / adversarial-explainable-ai

cvs-health / langfair

Bria-AI / FIBO

serodriguez68 / designing-ml-systems-summary

natnew / Awesome-Data-Science

rhesis-ai / rhesis

Inf-imagine / Sentry

EzgiKorkmaz / adversarial-reinforcement-learning

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

holistic-ai / holisticai

AthenaCore / AwesomeResponsibleAI

LabeliaLabs / referentiel-evaluation-dsrc

humansensinglab / ITI-GEN

microsoft / responsible-ai-toolbox-mitigations

romanlutz / ResponsibleAI

IBM / inFairness

oracle / guardian-ai

jwalsh / aif-c01

credo-ai / credoai_lens

koo-ec / Awesome-LLM-Explainability

IBM / responsible-prompting-api

microsoft / responsible-ai-workshop

JGalego / awesome-safety-critical-ai

zhihengli-UR / StyleT2I

sebuzdugan / frai

dogweather / forkful

microsoft / opendatasheets-framework