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