The landscape of artificial intelligence is experiencing a paradigm shift, with Edge AI emerging as a promising force. By implementing AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the origin. This distributed approach unveils a wealth of opportunities, making AI more ava