The realm of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a groundbreaking force. This paradigm shift facilitates processing power to be distributed at the edge of the network, offering unprecedented opportunities. From intelligent devices to instantaneous data analysis, Edge AI is shaping various industries. Consis