Instruction: Share your experience and insights on implementing federated learning models, including challenges and advantages.
Context: This question aims to explore the candidate's knowledge and hands-on experience with federated learning within an MLOps framework.
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The way I'd think about it is this: From an MLOps perspective, federated learning adds another layer of operational complexity on top of normal model lifecycle work. You have to manage client participation, aggregation jobs, secure communication, update validation,...