The sphere of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a revolutionary force. This paradigm shift facilitates processing power to be distributed at the edge of the network, offering unprecedented opportunities. From intelligent devices to rapid data analysis, Edge AI is shaping various industries. Effectively im