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, providing unprecedented opportunities. From autonomous devices to instantaneous data analysis, Edge AI is shaping various industries. Succes