The landscape of artificial intelligence is rapidly evolving, 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 facilitates intelligence at the source. This autonomous approach unlocks a