Published July 11, 2023 | Version v1
Conference paper Open

A Simple Python Testbed for Federated Learning Algorithms

  • 1. University of Novi Sad
  • 2. RT-RK Institute for Computer Based Systems
  • 3. University of Novi Sad & Mathematical Institute SASA

Description

Nowadays many researchers are developing various distributed and decentralized frameworks for federated learning algorithms. However, development of such a framework targeting smart Internet of Things in edge systems is still an open challenge. In this paper, we present our solution to that challenge called Python Testbed for Federated Learning Algorithms. The solution is written in pure Python, and it supports both centralized and decentralized algorithms. The usage of the presented solution is both validated and illustrated by three simple algorithm examples.

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Additional details

Funding

European Commission
TaRDIS - Trustworthy and Resilient Decentralised Intelligence for Edge Systems 101093006