Shypd.aiThe largest open index of AI toolsFATE is an AI Frameworks & Infra tool that enables industrial-grade federated learning. It allows enterprises to collaborate on data while protecting security and privacy, implementing secure computation protocols.
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FATE (Federated AI Technology Enabler) is an industrial-grade open-source framework designed for federated learning, hosted by the Linux Foundation. It facilitates secure data collaboration and privacy-preserving machine learning for enterprises and institutions. The framework implements secure computation protocols based on homomorphic encryption and multi-party computation (MPC). FATE supports various federated learning scenarios and provides a host of algorithms, including logistic regression, tree-based algorithms, deep learning, and transfer learning. It can be deployed on single or multiple nodes, with options for PyPI, Docker images, or CLI-based cluster deployment. The project also includes related tools like KubeFATE for cloud-native operations, FATE-Flow for task scheduling, and FATE-Board for visualization.
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