Shypd.aiThe largest open index of AI toolsNVFlare is an open-source NVIDIA Federated Learning Application Runtime Environment, an extensible Python SDK for adapting ML/DL workflows to a federated paradigm. It enables secure, privacy-preserving distributed multi-party collaboration.
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NVIDIA FLARE (NVFlare) is a domain-agnostic, open-source, extensible Python SDK designed to help researchers and data scientists adapt existing machine learning and deep learning workflows to a federated paradigm. It provides a robust framework for building secure, privacy-preserving offerings for distributed multi-party collaboration. Key features include support for both deep learning and traditional machine learning algorithms (e.g., PyTorch, TensorFlow, scikit-learn, XGBoost), horizontal and vertical federated learning, and built-in federated learning algorithms like FedAvg and FedProx. NVFlare also supports multiple server and client-controlled training and validation workflows, data analytics, and privacy preservation techniques such as differential privacy and homomorphic encryption. It facilitates seamless transition from ML/DL to FL with minimal code changes and offers deployment options on cloud and on-premise.
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