FedKit: Enabling Cross-Platform Federated Learning for Android and iOS
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arXiv
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| Main Authors: | , , , , , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866913235692683264 |
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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 |