The landscape of artificial intelligence is rapidly evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the deployment of AI algorithms directly on devices at the network's periphery, promises to revolutionize Activity recognition MCU industries by enabling real-time decision-making and reducing latency. This article del