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