The sphere of Artificial Intelligence (AI) is rapidly transforming, 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 autonomous devices to rapid data analysis, Edge AI is influencing various industries. Effectively imple