The landscape of artificial intelligence is experiencing a paradigm shift, with Edge AI emerging as a promising force. By integrating AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the source. This decentralized approach liberates a wealth of benefits, making AI more tangi