The sphere of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a revolutionary force. This paradigm shift enables processing power to be localized at the edge of the network, providing unprecedented opportunities. From smart devices to real-time data analysis, Edge AI is shaping various industries. Successfully implemen