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EthicalML / awesome-production-machine-learning

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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 Dec 2, 2024

microsoft / responsible-ai-toolbox

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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.

visualization data-science machine-learning widget ui jupyter widgets ml data-visualization data-analysis machinelearning fairness interpretability error-analysis explainable-ai explainable-ml fairness-ai explainability fairness-ml responsible-ai
  • Updated Nov 26, 2024
  • TypeScript

serodriguez68 / designing-ml-systems-summary

Star 112

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.

machine-learning artificial-intelligence model-selection feature-engineering mlops feature-store data-distribution responsible-ai responsible-ml model-store
  • Updated Mar 5, 2023

EzgiKorkmaz / adversarial-reinforcement-learning

Star 94

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

deep-reinforcement-learning ai-safety adversarial-machine-learning multiagent-reinforcement-learning robust-machine-learning ai-alignment safe-reinforcement-learning robust-reinforcement-learning responsible-ai adversarial-reinforcement-learning meta-reinforcement-learning explainable-machine-learning adversarial-policies safe-rlhf machine-learning-safety reinforcement-learning-safety artificial-intelligence-alignment reinforcement-learning-alignment robust-deep-reinforcement-learning
  • Updated Jun 18, 2024

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