The sphere of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a revolutionary force. This paradigm shift enables processing power to be distributed at the edge of the network, presenting unprecedented benefits. From intelligent devices to instantaneous data analysis, Edge AI is influencing various industries. Effective