FedKit: Enabling Cross-Platform Federated Learning for Android and iOS

Fuente: arXiv
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Autori principali: He, Sichang, Tang, Beilong, Zhang, Boyan, Shao, Jiaoqi, Ouyang, Xiaomin, Nugraha, Daniel Nata, Luo, Bing
Natura: Preprint
Pubblicazione: 2024
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author He, Sichang
Tang, Beilong
Zhang, Boyan
Shao, Jiaoqi
Ouyang, Xiaomin
Nugraha, Daniel Nata
Luo, Bing
author_facet He, Sichang
Tang, Beilong
Zhang, Boyan
Shao, Jiaoqi
Ouyang, Xiaomin
Nugraha, Daniel Nata
Luo, Bing
contents We present FedKit, a federated learning (FL) system tailored for cross-platform FL research on Android and iOS devices. FedKit pipelines cross-platform FL development by enabling model conversion, hardware-accelerated training, and cross-platform model aggregation. Our FL workflow supports flexible machine learning operations (MLOps) in production, facilitating continuous model delivery and training. We have deployed FedKit in a real-world use case for health data analysis on university campuses, demonstrating its effectiveness. FedKit is open-source at https://github.com/FedCampus/FedKit.
format Preprint
id arxiv_https___arxiv_org_abs_2402_10464
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle FedKit: Enabling Cross-Platform Federated Learning for Android and iOS
He, Sichang
Tang, Beilong
Zhang, Boyan
Shao, Jiaoqi
Ouyang, Xiaomin
Nugraha, Daniel Nata
Luo, Bing
Machine Learning
Networking and Internet Architecture
We present FedKit, a federated learning (FL) system tailored for cross-platform FL research on Android and iOS devices. FedKit pipelines cross-platform FL development by enabling model conversion, hardware-accelerated training, and cross-platform model aggregation. Our FL workflow supports flexible machine learning operations (MLOps) in production, facilitating continuous model delivery and training. We have deployed FedKit in a real-world use case for health data analysis on university campuses, demonstrating its effectiveness. FedKit is open-source at https://github.com/FedCampus/FedKit.
title FedKit: Enabling Cross-Platform Federated Learning for Android and iOS
topic Machine Learning
Networking and Internet Architecture
url https://arxiv.org/abs/2402.10464