responsible-ai

There are 10 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
17628
giskard
Giskard-AI / giskard
🐢 Open-Source Evaluation & Testing for ML & LLM systems
mlops ml-validation ml-testing ai-testing ai-safety ml-safety llmops ethical-artificial-intelligence responsible-ai fairness-ai trustworthy-ai llm-eval llm-evaluation rag-evaluation ai-security llm-security ai-red-team red-team-tools llm evaluation-framework
Language:Python 4086
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 1952
Azure / PyRIT
The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and machine learning engineers to proactively find risks in their generative AI systems.
ai-red-team generative-ai red-team-tools responsible-ai
Language:Python 1910
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 1395
DALEX
ModelOriented / DALEX
moDel Agnostic Language for Exploration and eXplanation
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 1377
JohnSnowLabs / langtest
Deliver safe & effective language models
benchmarks ethics-in-ai large-language-models ml-safety ml-testing mlops model-assessment nlp responsible-ai llm-test ai-safety ai-testing artificial-intelligence benchmark-framework llm llm-as-evaluator llm-evaluation-toolkit llm-testing trustworthy-ai
Language:Python 505
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 426
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
300
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
108
Inf-imagine / Sentry
[NeurIPS 2023] Sentry-Image: Detect Any AI-generated Images
ai aigc classification-model generation-models responsible-ai
104
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
104
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 97
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 machine-learning-safety reinforcement-learning-safety safe-reinforcement-learning adversarial-policies multiagent-reinforcement-learning ai-alignment adversarial-machine-learning explainable-machine-learning responsible-ai meta-reinforcement-learning safe-rlhf artificial-intelligence-alignment reinforcement-learning-alignment robust-deep-reinforcement-learning
93
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 79
LabeliaLabs / referentiel-evaluation-dsrc
Référentiel d'évaluation data science responsable et de confiance
data-science ia-responsable trustworthy-datascience responsible-ai responsible-datascience
71
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 65
inFairness
IBM / inFairness
PyTorch package to train and audit ML models for Individual Fairness
fairness fairness-ai individual-fairness machine-learning pytorch responsible-ai trustworthy-machine-learning
Language:Python 63
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.
artificial-intelligence bias discrimination fairness hiring-algorithms machine-learning responsible-ai
63
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 59
AthenaCore / AwesomeResponsibleAI
A curated list of awesome academic research, books, code of ethics, data sets, institutes, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible, Trustworthy, and Human-Centered AI.
ai ai-alignment ai-governance ai-regulation ai-safety ai-standards awesome-list ethical-ai explainable-ai fairness-ai interpretable-ai responsible-ai trustworthy-ai xai
55
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 46
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 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 39
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 33
mlr-org / mcboost
Multi-Calibration & Multi-Accuracy Boosting for R
machine-learning classification fairness fairness-ml fairness-ai responsible-ai bias-correction bias-detection post-processing ethics
Language:R 31
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 28
cylynx / verifyml
Open-source toolkit to help companies implement responsible AI workflows.
responsible-ai fairness fairness-ai machine-learning machine-bias veritas model-card
Language:Python 23
wearepal / EthicML
Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
algorithmic-fairness computer-vision data-science ethical-artificial-intelligence ethical-data-science fairness fairness-ai fairness-assessment fairness-awareness-model fairness-comparison fairness-ml machine-bias machine-learning pytorch responsible-ai toolkit
Language:Python 23
zhihengli-UR / DebiAN
Official code of "Discover and Mitigate Unknown Biases with Debiasing Alternate Networks" (ECCV 2022)
bias-detection bias-mitigation computer-vision responsible-ai trustworthy-ai
Language:Python 23
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
20
farsight
PAIR-code / farsight
In situ interactive widgets for responsible AI 🌱
ai ai-safety chatgpt chrome-extension gemini gemini-pro gpt-4 jupyter-notebook llm notebook responsible-ai
Language:TypeScript 19
yuji-roh / fairbatch
FairBatch: Batch Selection for Model Fairness (ICLR 2021)
deep-learning fairness fairness-ai fairness-ml machine-learning pytorch responsible-ai tensorflow2 trustworthy-ai
Language:Python 19
zhihengli-UR / discover_unknown_biases
Official code of "Discover the Unknown Biased Attribute of an Image Classifier" (ICCV 2021)
disentanglement ai-fairness bias-detection stylegan responsible-ai trustworthy-ai
Language:Python 19
google-research-datasets / aart-ai-safety-dataset
AART: AI-Assisted Red-Teaming with Diverse Data Generation for New LLM-powered Applications
ai-safety ml-fairness responsible-ai responsible-ml
15
MarcelRobeer / explabox
Explore/examine/explain/expose your model with the explabox!
explainable-ai fairness interpretable-machine-learning machine-learning python responsible-ai robustness explainable-ml
Language:Python 15

responsible-ai

EthicalML / awesome-production-machine-learning

Giskard-AI / giskard

fairlearn / fairlearn

Azure / PyRIT

microsoft / responsible-ai-toolbox

ModelOriented / DALEX

JohnSnowLabs / langtest

tensorflow / model-card-toolkit

hbaniecki / adversarial-explainable-ai

natnew / Awesome-Data-Science

Inf-imagine / Sentry

serodriguez68 / designing-ml-systems-summary

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

EzgiKorkmaz / adversarial-reinforcement-learning

holistic-ai / holisticai

LabeliaLabs / referentiel-evaluation-dsrc

humansensinglab / ITI-GEN

IBM / inFairness

romanlutz / ResponsibleAI

microsoft / responsible-ai-toolbox-mitigations

AthenaCore / AwesomeResponsibleAI

credo-ai / credoai_lens

oracle / guardian-ai

zhihengli-UR / StyleT2I

microsoft / responsible-ai-workshop

mlr-org / mcboost

dogweather / forkful

cylynx / verifyml

wearepal / EthicML

zhihengli-UR / DebiAN

microsoft / opendatasheets-framework

PAIR-code / farsight

yuji-roh / fairbatch

zhihengli-UR / discover_unknown_biases

google-research-datasets / aart-ai-safety-dataset

MarcelRobeer / explabox