The sphere of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a prominent force. This paradigm shift enables processing power to be localized at the edge of the network, offering unprecedented benefits. From intelligent devices to rapid data analysis, Edge AI is influencing various industries. Successfully implementing