The landscape of artificial intelligence has undergone a dramatic transformation, 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 distributed approach unveils a wealth of benefits, making