The sphere of Artificial Intelligence (AI) is rapidly evolving, 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 advantages. From smart devices to instantaneous data analysis, Edge AI is shaping various industries. Consistently implementing