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FedKit: Enabling Cross-Platform Federated Learning for Android and iOS
- Publication Year :
- 2024
-
Abstract
- 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.<br />Comment: This work has been accepted for demonstration on IEEE International Conference on Computer Communications (INFOCOM) 2024
Details
- Database :
- arXiv
- Publication Type :
- Report
- Accession number :
- edsarx.2402.10464
- Document Type :
- Working Paper