The sphere of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a prominent force. This paradigm shift facilitates processing power to be decentralized at the edge of the network, providing unprecedented opportunities. From autonomous devices to rapid data analysis, Edge AI is redefining various industries. Consistently