The landscape of artificial intelligence has undergone a dramatic transformation, with Edge AI emerging as a revolutionary force. By integrating AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI facilitates intelligence at the source. This autonomous approach liberates a wealth of advantages, making