The domain of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a revolutionary force. This paradigm shift enables processing power to be decentralized at the edge of the network, providing unprecedented opportunities. From intelligent devices to instantaneous data analysis, Edge AI is shaping various industries. Consist