The landscape of artificial intelligence has undergone a dramatic transformation, with Edge AI emerging as a revolutionary force. By implementing AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the point of action. This decentralized approach liberates a wealth of advantage