The landscape of artificial intelligence has undergone a dramatic transformation, with Edge AI emerging as a powerful force. By deploying AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the source. This distributed approach unlocks a wealth of advantages, making AI more ava