The domain of Artificial Intelligence (AI) is rapidly transforming, with Edge AI emerging as a revolutionary force. This paradigm shift facilitates processing power to be localized at the edge of the network, providing unprecedented advantages. From intelligent devices to real-time data analysis, Edge AI is redefining various industries. Successful