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responsible-ai

Here are 90 public repositories matching this topic...

EthicalML / awesome-production-machine-learning

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

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning

Updated Feb 5, 2024

giskard

Giskard-AI / giskard

🐢 The testing framework for ML models, from tabular to LLMs

Updated Feb 8, 2024
Python

fairlearn / fairlearn

A Python package to assess and improve fairness of machine learning models.

machine-learning ai artificial-intelligence fairness ai-systems fairness-ai fairness-ml responsible-ai unfairness-mitigation fairness-assessment harms group-fairness

Updated Feb 8, 2024
Python

DALEX

ModelOriented / DALEX

moDel Agnostic Language for Exploration and eXplanation

black-box data-science machine-learning predictive-modeling fairness interpretability explainable-artificial-intelligence explanations explainable-ai explainable-ml xai model-visualization interpretable-machine-learning iml dalex responsible-ai responsible-ml explanatory-model-analysis

Updated Sep 27, 2023
Python

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.

Updated Feb 8, 2024
TypeScript

JohnSnowLabs / langtest

Deliver safe & effective language models

nlp benchmarks model-assessment mlops responsible-ai ml-safety ethics-in-ai ml-testing large-language-models llm-test

Updated Feb 8, 2024
Python

tensorflow / model-card-toolkit

A toolkit that streamlines and automates the generation of model cards

machine-learning deep-learning tensorflow transparency responsible-ai responsible-ml model-cards

Updated Jul 26, 2023
Python

adversarial-explainable-ai

hbaniecki / adversarial-explainable-ai

💡 Adversarial attacks on explanations and how to defend them

Updated Nov 1, 2023

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

security machine-learning deep-learning oreilly explainable-ai interpretable-machine-learning oreilly-books responsible-ai trustworthy-ai

Updated May 23, 2023
Jupyter Notebook

LabeliaLabs / referentiel-evaluation-dsrc

Référentiel d'évaluation data science responsable et de confiance

data-science responsible-ai responsible-datascience trustworthy-datascience ia-responsable

Updated Dec 7, 2023

EzgiKorkmaz / adversarial-reinforcement-learning

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

deep-reinforcement-learning ai-safety adversarial-machine-learning multiagent-reinforcement-learning adversarial-attacks robust-machine-learning ai-alignment safe-reinforcement-learning robust-reinforcement-learning responsible-ai adversarial-reinforcement-learning meta-reinforcement-learning explainable-machine-learning explainable-rl adversarial-policies safe-rlhf machine-learning-safety reinforcement-learning-safety robust-adversarial-reinforcement-learning reinforcement-learning-generalization

Updated Sep 18, 2023

Inf-imagine / Sentry

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

ai classification-model responsible-ai generation-models aigc

Updated Nov 8, 2023

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.

machine-learning artificial-intelligence bias fairness discrimination responsible-ai hiring-algorithms

Updated Feb 8, 2021

inFairness

IBM / inFairness

PyTorch package to train and audit ML models for Individual Fairness

machine-learning pytorch fairness fairness-ai responsible-ai trustworthy-machine-learning individual-fairness

Updated Sep 14, 2023
Python

microsoft / responsible-ai-toolbox-mitigations

Python library for implementing Responsible AI mitigations.

python data-science machine-learning data-analysis responsible-ai responsible-ml

Updated Dec 17, 2023
Jupyter Notebook

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.

visualization python data-science machine-learning ai jupyter reporting ml assessment artificial-intelligence ethical-artificial-intelligence fairness-ai fairness-ml responsible-ai

Updated Nov 29, 2023
Python

zhihengli-UR / StyleT2I

Official code of "StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis" (CVPR 2022)

text-to-image stylegan text-to-image-synthesis responsible-ai ai-fairness trustworthy-ai

Updated Jul 31, 2022
Python

humansensinglab / ITI-GEN

[ICCV 2023 Oral, Best Paper Finalist] ITI-GEN: Inclusive Text-to-Image Generation

fairness debiasing responsible-ai diffusion-models prompt-tuning inclusiveness text-to-image-generation stable-diffusion

Updated Nov 19, 2023
Python

natnew / Awesome-Data-Science

Carefully curated list of awesome data science resources.

data-science data machine-learning awesome ai deep-learning interoperability awesome-list explainable-ai responsible-ai machine-learning-operations ml-operations large-scale-machine-learning

Updated Sep 5, 2023

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.

machine-learning privacy oracle oci fairness responsible-ai bias-mitigation accelerated-data-science

Updated Dec 9, 2023
Python

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