The domain of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a prominent force. This paradigm shift enables processing power to be distributed at the edge of the network, presenting unprecedented advantages. From smart devices to rapid data analysis, Edge AI is redefining various industries. Successfully implementing