The sphere of Artificial Intelligence (AI) is rapidly transforming, with Edge AI emerging as a prominent force. This paradigm shift allows processing power to be decentralized at the edge of the network, offering unprecedented benefits. From smart devices to rapid data analysis, Edge AI is shaping various industries. Successfully implementing Edge