nvidia flare online with Winfy

We have hosted the application nvidia flare in order to run this application in our online workstations with Wine or directly.

Quick description about nvidia flare:

NVIDIA Federated Learning Application Runtime Environment

NVIDIA FLARE is a domain-agnostic, open-source, extensible SDK that allows researchers and data scientists to adapt existing ML/DL workflows(PyTorch, TensorFlow, Scikit-learn, XGBoost etc.) to a federated paradigm. It enables platform developers to build a secure, privacy-preserving offering for a distributed multi-party collaboration.

NVIDIA FLARE is built on a componentized architecture that allows you to take federated learning workloads from research and simulation to real-world production deployment.

Features:

• Support both deep learning and traditional machine algorithms
• Support horizontal and vertical federated learning
• Built-in FL algorithms (e.g., FedAvg, FedProx, FedOpt, Scaffold, Ditto )
• Support multiple training workflows (e.g., scatter & gather, cyclic) and validation workflows (global model evaluation, cross-site validation)
• Support both data analytics (federated statistics) and machine learning lifecycle management
• Privacy preservation with differential privacy, homomorphic encryption
• Security enforcement through federated authorization and privacy policy
• Easily customizable and extensible
• Deployment on cloud and on premise
• Simulator for rapid development and prototyping
• Dashboard UI for simplified project management and deployment
• Built-in support for system resiliency and fault tolerance

Programming Language: Python.
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