The domain of Artificial Intelligence (AI) is rapidly transforming, with Edge AI emerging as a revolutionary force. This paradigm shift allows processing power to be decentralized at the edge of the network, providing unprecedented advantages. From smart devices to instantaneous data analysis, Edge AI is shaping various industries. Consistently imp