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