Explain the importance of cross-device versus cross-silo Federated Learning and their respective challenges.
Instruction: Discuss the differences between cross-device and cross-silo Federated Learning, including their unique challenges and use cases.
Context: This question explores the candidate’s comprehension of the various architectures in Federated Learning and their ability to navigate the challenges specific to each.
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Cross-device federated learning usually involves a large number of unreliable clients such as phones or edge devices, each with limited local data and intermittent availability...