Federated learning application analysis and design

Federated learning application analysis and design

Federated Learning (FL) has come into people’s sight for its privacy-preserving and crowd-collaborating highlights. Mobile devices as becoming people’s life essentials are having more and more computing power, which enables local data analysis. But there is still few commercial-standard Federated...

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Bibliographic Details
Main Author: Hu, Wenqi
Other Authors: Dusit Niyato
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2022
Subjects:
Engineering::Computer science and engineering::Software::Software engineering
Engineering::Computer science and engineering::Data::Coding and information theory
Online Access:https://hdl.handle.net/10356/156517
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Institution: Nanyang Technological University
Language: English
Description
Summary:Federated Learning (FL) has come into people’s sight for its privacy-preserving and crowd-collaborating highlights. Mobile devices as becoming people’s life essentials are having more and more computing power, which enables local data analysis. But there is still few commercial-standard Federated learning end device application in the market. This paper analyzes various Federated Learning schemes and application architectural designs, comes up with a feasible small-scale application design with mobile phone as end device.

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