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ahellander authored Jul 10, 2024
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.. |pic3| image:: https://readthedocs.org/projects/fedn/badge/?version=latest&style=flat
:target: https://fedn.readthedocs.io

FEDn
--------
FEDn: An enterprise-ready federated learning framework
-------------------------------------------------------

We believe that a federated learning framework should be both secure and easy to use.
Minimal code change should be needed to progress from the proof-of-concept stage towards production. This is reflected in our core design principles:
Our goal is to provide a federated learning framework that is both secure, scalable and easy to use. We believe that that minimal code change should be needed to progress from early proof-of-concepts to production. This is reflected in our core design principles:

- **Secure by design.** FL clients do not need to open any ingress ports. Industry-standard communication protocols (gRPC) and token-based authentication and RBAC (JWT) provides flexible integration in a range of production environments.

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- **Developer friendly.** Extensive event logging and distributed tracing enables developers to monitor the sytem in real-time, simplifying troubleshooting and auditing.

We provide a fully managed deployment free of charge for for testing, academic, and personal use. Sign up for a `FEDn Studio account <https://fedn.scaleoutsystems.com/signup>`__
and take the `Quickstart tutorial <https://fedn.readthedocs.io/en/stable/quickstart.html>`__.
We provide a fully managed deployment of all necessary server-side components free of charge for for testing, academic, and personal use. Sign up for a `FEDn Studio account <https://fedn.scaleoutsystems.com/signup>`__ and take the `Quickstart tutorial <https://fedn.readthedocs.io/en/stable/quickstart.html>`__.

Features
=========

Federated learning:
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