27 results found Sort:

EthicalML
awesome-production-machine-learning EthicalML
2.2k
17.6k
mit
405
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
mlops ml-ops awesome data-mining awesome-list deep-learning ml-operations production-ml explainability large-scale-ml responsible-ai interpretability machine-learning privacy-preserving privacy-preserving-ml machine-learning-operations production-machine-learning large-scale-machine-learning privacy-preserving-machine-learning
Created 2018-08-15
1,023 commits to master branch, last one 4 days ago
Giskard-AI
giskard Giskard-AI
268
4.1k
apache-2.0
33
🐢 Open-Source Evaluation & Testing for ML & LLM systems
llm mlops llmops llm-eval ai-safety ml-safety ai-testing ml-testing ai-red-team ai-security fairness-ai llm-security ml-validation llm-evaluation rag-evaluation red-team-tools responsible-ai trustworthy-ai evaluation-framework ethical-artificial-intelligence
Created 2022-03-06
10,112 commits to main branch, last one a day ago
fairlearn
fairlearn fairlearn
420
1.9k
mit
39
A Python package to assess and improve fairness of machine learning models.
ai harms fairness ai-systems fairness-ai fairness-ml group-fairness responsible-ai machine-learning fairness-assessment unfairness-mitigation artificial-intelligence
Created 2018-05-15
899 commits to main branch, last one 2 days ago
Azure
PyRIT Azure
366
1.9k
mit
27
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...
ai-red-team generative-ai red-team-tools responsible-ai
Created 2023-12-12
386 commits to main branch, last one 17 hours ago
microsoft
responsible-ai-toolbox microsoft
363
1.4k
mit
31
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...
ml ui widget jupyter widgets fairness fairness-ai fairness-ml data-science data-analysis visualization error-analysis explainability explainable-ai explainable-ml responsible-ai machinelearning interpretability machine-learning data-visualization
Created 2020-07-06
1,970 commits to main branch, last one 3 months ago
ModelOriented
DALEX ModelOriented
166
1.4k
gpl-3.0
50
moDel Agnostic Language for Exploration and eXplanation
iml xai dalex fairness black-box data-science explanations explainable-ai explainable-ml responsible-ai responsible-ml interpretability machine-learning model-visualization predictive-modeling explanatory-model-analysis interpretable-machine-learning explainable-artificial-intelligence
Created 2018-02-18
687 commits to master branch, last one about a month ago
JohnSnowLabs
langtest JohnSnowLabs
40
502
apache-2.0
10
Deliver safe & effective language models
llm nlp mlops llm-test ai-safety ml-safety ai-testing benchmarks ml-testing llm-testing ethics-in-ai responsible-ai trustworthy-ai llm-as-evaluator model-assessment benchmark-framework large-language-models llm-evaluation-toolkit artificial-intelligence
Created 2022-11-18
5,461 commits to main branch, last one about a month ago
tensorflow
model-card-toolkit tensorflow
85
426
apache-2.0
20
A toolkit that streamlines and automates the generation of model cards
tensorflow model-cards transparency deep-learning responsible-ai responsible-ml machine-learning
This repository has been archived (exclude archived)
Created 2020-07-24
273 commits to main branch, last one about a year ago
hbaniecki
adversarial-explainable-ai hbaniecki
44
299
cc-by-sa-4.0
15
💡 Adversarial attacks on explanations and how to defend them
iml xai deep model attacks defense security evaluation robustness adversarial interpretable counterfactual explainability explainable-ai responsible-ai interpretability adversarial-attacks adversarial-examples adversarial-machine-learning interpretable-machine-learning
Created 2020-07-30
121 commits to master branch, last one 8 months ago
natnew
Awesome-Data-Science natnew
17
107
mit
3
Carefully curated list of awesome data science resources.
ai data awesome awesome-list data-science deep-learning ml-operations explainable-ai responsible-ai interoperability machine-learning machine-learning-operations large-scale-machine-learning
Created 2022-10-04
38 commits to main branch, last one about a year ago
serodriguez68
designing-ml-systems-summary serodriguez68
22
104
unknown
3
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...
mlops model-store feature-store responsible-ai responsible-ml model-selection machine-learning data-distribution feature-engineering artificial-intelligence
Created 2022-07-03
50 commits to main branch, last one about a year ago
Inf-imagine
Sentry Inf-imagine
1
103
unknown
4
[NeurIPS 2023] Sentry-Image: Detect Any AI-generated Images
ai aigc responsible-ai generation-models classification-model
Created 2023-06-06
12 commits to main branch, last one about a year ago
ml-for-high-risk-apps-book
Machine-Learning-for-High-Risk-Applications-Book ml-for-high-risk-apps-book
23
97
mit
6
Official code repo for the O'Reilly Book - Machine Learning for High-Risk Applications
oreilly security deep-learning oreilly-books explainable-ai responsible-ai trustworthy-ai machine-learning interpretable-machine-learning
Created 2022-10-07
333 commits to main branch, last one about a year ago
EzgiKorkmaz
adversarial-reinforcement-learning EzgiKorkmaz
5
93
unknown
6
Reading list for adversarial perspective and robustness in deep reinforcement learning.
ai-safety safe-rlhf ai-alignment responsible-ai adversarial-policies machine-learning-safety robust-machine-learning deep-reinforcement-learning meta-reinforcement-learning safe-reinforcement-learning adversarial-machine-learning explainable-machine-learning reinforcement-learning-safety robust-reinforcement-learning reinforcement-learning-alignment artificial-intelligence-alignment multiagent-reinforcement-learning adversarial-reinforcement-learning robust-deep-reinforcement-learning
Created 2023-09-08
15 commits to main branch, last one 5 months ago
holistic-ai
holisticai holistic-ai
18
79
apache-2.0
1
This is an open-source tool to assess and improve the trustworthiness of AI systems.
privacy efficacy benchmark robustness explainable-ai responsible-ai bias-mitigation machine-learning explainability-metric
Created 2023-01-26
198 commits to develop branch, last one a day ago
LabeliaLabs
referentiel-evaluation-dsrc LabeliaLabs
8
71
other
7
Référentiel d'évaluation data science responsable et de confiance
data-science ia-responsable responsible-ai responsible-datascience trustworthy-datascience
Created 2019-12-04
545 commits to master branch, last one 7 months ago
humansensinglab
ITI-GEN humansensinglab
11
65
other
0
[ICCV 2023 Oral, Best Paper Finalist] ITI-GEN: Inclusive Text-to-Image Generation
fairness debiasing inclusiveness prompt-tuning responsible-ai diffusion-models stable-diffusion text-to-image-generation
Created 2023-07-27
35 commits to main branch, last one 9 months ago
IBM
inFairness IBM
7
63
apache-2.0
7
PyTorch package to train and audit ML models for Individual Fairness
pytorch fairness fairness-ai responsible-ai machine-learning individual-fairness trustworthy-machine-learning
Created 2022-05-31
49 commits to main branch, last one about a year ago
romanlutz
ResponsibleAI romanlutz
9
63
unknown
8
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 discrimination responsible-ai machine-learning hiring-algorithms artificial-intelligence
Created 2019-11-22
92 commits to main branch, last one 3 years ago
cvs-health
langfair cvs-health
13
61
other
1
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
ai llm bias python fairness ai-safety ethical-ai fairness-ai fairness-ml bias-detection responsible-ai fairness-testing large-language-models artificial-intelligence
Created 2024-09-20
69 commits to main branch, last one 9 days ago
microsoft
responsible-ai-toolbox-mitigations microsoft
6
59
mit
9
Python library for implementing Responsible AI mitigations.
python data-science data-analysis responsible-ai responsible-ml machine-learning
Created 2021-10-08
337 commits to main branch, last one 11 months ago
AthenaCore
AwesomeResponsibleAI AthenaCore
10
55
mit
4
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, Trustwor...
ai xai ai-safety ethical-ai fairness-ai ai-alignment ai-standards awesome-list ai-governance ai-regulation explainable-ai responsible-ai trustworthy-ai interpretable-ai
Created 2021-09-05
270 commits to main branch, last one 3 days ago
credo-ai
credoai_lens credo-ai
8
46
apache-2.0
7
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.
ai ml python jupyter reporting assessment fairness-ai fairness-ml data-science visualization responsible-ai machine-learning artificial-intelligence ethical-artificial-intelligence
This repository has been archived (exclude archived)
Created 2021-12-10
1,906 commits to develop branch, last one 5 months ago
oracle
guardian-ai oracle
10
44
upl-1.0
11
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.
oci oracle privacy fairness responsible-ai bias-mitigation machine-learning accelerated-data-science
Created 2023-10-09
84 commits to main branch, last one 8 days ago
zhihengli-UR
StyleT2I zhihengli-UR
3
39
bsd-2-clause
8
Official code of "StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis" (CVPR 2022)
stylegan ai-fairness text-to-image responsible-ai trustworthy-ai text-to-image-synthesis
Created 2022-03-22
8 commits to main branch, last one 2 years ago
microsoft
responsible-ai-workshop microsoft
9
33
cc-by-4.0
4
Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice
ml widgets fairness principles fairness-ai fairness-ml error-analysis explainability explainable-ai explainable-ml mlops-workshop responsible-ai jupyter-notebook machine-learning
Created 2022-03-12
51 commits to main branch, last one 26 days ago
dogweather
forkful dogweather
6
28
cc0-1.0
2
An open-content programming cookbook. A responsible use of AI proof of concept. Collaborative, polyglot and multilingual.
hugo i18n openai-api responsible-ai educational-project collaborative-editing programming-languages
Created 2024-01-08
243 commits to master branch, last one 7 months ago