The sphere of Artificial Intelligence (AI) is rapidly transforming, 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 benefits. From intelligent devices to instantaneous data analysis, Edge AI is redefining various industries. Effect