What is the importance of client selection in Federated Learning?

Instruction: Explain how client selection is performed and why it is crucial for Federated Learning systems.

Context: This question evaluates the candidate's knowledge on the strategies for selecting participating devices in a Federated Learning setup, and how effective client selection can impact the model's performance and efficiency.

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The way I'd explain it in an interview is this: Client selection matters because not every available client is equally useful in a given round. Devices differ in data quality, freshness, compute capacity, connectivity, and trustworthiness, so selection...

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