Substra

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

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License

Apache License V2.0

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Federated Learning Frameworks

Registered

2025-07-15

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