Federated deep learning for solving an image classification problem on a desktop grid system

7 Jul 2023, 12:00
15m
Room 310

Room 310

Distributed Computing Systems Distributed Computing Systems

Speaker

Ilya Kurochkin (IITP RAS)

Description

The paper considers the adaptation of federated deep learning on a desktop grid system using the example of an image classification problem. Restrictions are imposed on data transfer between the nodes of the desktop grid only for a part of the dataset. The implementation of federated deep learning on a desktop grid system based on the BOINC platform is considered. Methods for generating local datasets for desktop grid nodes are discussed. The results of numerical experiments are presented.

Primary author

Ilya Kurochkin (IITP RAS)

Co-author

Mrs Alexandra Prun (IITP RAS)

Presentation materials