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Title: Federated learning application analysis and design
Authors: Hu, Wenqi
Keywords: Engineering::Computer science and engineering::Software::Software engineering
Engineering::Computer science and engineering::Data::Coding and information theory
Issue Date: 2022
Publisher: Nanyang Technological University
Source: Hu, W. (2022). Federated learning application analysis and design. Final Year Project (FYP), Nanyang Technological University, Singapore.
Project: SCSE21-0199
Abstract: 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.
Fulltext Permission: restricted
Fulltext Availability: With Fulltext
Appears in Collections:SCSE Student Reports (FYP/IA/PA/PI)

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