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An open-source framework supporting privacy-preserving, traceable federated learning and machine learning orchestration. Offers a Python SDK, high-level FL library (SubstraFL), and web UI to define datasets, models, tasks, and orchestrate secure, auditable collaborations.
Features
- Python SDK for dataset/function/model/task orchestration
- SubstraFL for high-level federated learning pipelines
- Web interface to manage experiments and results
- Ensures distributed orchestration with trace and access control
- Supports compute plans for multi-party execution
- Designed for secure real-world deployments
Project Samples
