The domain of Artificial Intelligence (AI) is rapidly evolving, with Edge AI emerging as a prominent force. This paradigm shift allows 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 shaping various industries. Successfully implementing