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Edge AI for IoT: How Local Inference Cuts Latency and Bandwidth, and What It Costs

Edge AI for IoT moves machine learning inference to hardware near data sources, enabling faster, more private, and reliable operations by reducing reliance on the cloud. While offering significant benefits, it introduces challenges in device limitations and distributed management.