The domain 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, providing unprecedented benefits. From intelligent devices to instantaneous data analysis, Edge AI is influencing various industries. Consis