The landscape of artificial intelligence is shifting rapidly, driven by the emergence of edge computing. Traditionally, AI workloads relied on Activity recognition MCU centralized data centers for processing power. However, this paradigm is evolving as edge AI gains prominence. Edge AI represents deploying AI algorithms directly on devices at the n