The domain of Artificial Intelligence (AI) is rapidly transforming, with Edge AI emerging as a revolutionary force. This paradigm shift enables processing power to be distributed at the edge of the network, offering unprecedented opportunities. From autonomous devices to real-time data analysis, Edge AI is shaping various industries. Consistently i