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