The domain of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a prominent force. This paradigm shift allows processing power to be distributed at the edge of the network, providing unprecedented benefits. From intelligent devices to rapid data analysis, Edge AI is influencing various industries. Consistently iot semico