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 decentralized at the edge of the network, offering unprecedented opportunities. From autonomous devices to rapid data analysis, Edge AI is shaping various industries. Consistently im