The domain of Artificial Intelligence (AI) is rapidly transforming, with Edge AI emerging as a prominent force. This paradigm shift enables processing power to be decentralized at the edge of the network, presenting unprecedented advantages. From intelligent devices to instantaneous data analysis, Edge AI is shaping various industries. Effectively