What is the NVFlare Tool Assembly?
NVFlare is an open-source federated learning framework developed by NVIDIA. It focuses on privacy preservation and supports popular machine learning and deep learning frameworks. NVFlare provides tools for secure provisioning, orchestration, and monitoring of federated learning workflows, making it suitable for secure, privacy-preserving collaborations in distributed AI research.
What can you use the NVFlare Tool Assembly for?
- Privacy-preserving federated learning
- Secure orchestration and monitoring of FL workflows
- Support for popular ML/DL frameworks
Limitations/Remarks
- Implementation challenges in domain-specific applications
- Requires familiarity with NVIDIA ecosystem for optimal use
Specific Use Cases/Applications
- Secure AI research collaborations across distributed setups
- Healthcare, finance, and other privacy-sensitive domains
How to access the NVFlare Tool Assembly?
- Official Documentation
- GitHub Repository
- Install via pip:
pip install nvflare
References
Original Framework Contributors
- NVIDIA
- NVFlare Community
For a full list, see the NVFlare GitHub contributors.
More information
Training
Affiliations Contributors
Editor
KU Leuven / University of UHasselt