The realm 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 Activity recognition MCU on systems at the network's edge, promises to revolutionize sectors by enabling real-time processing and minimizing latency. This article delves into the fu