The landscape of artificial intelligence is experiencing a paradigm shift, with Edge AI emerging as a revolutionary force. By deploying AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the point of action. This autonomous approach Apollo microcontroller liberates a wealth of