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, offering unprecedented opportunities. From intelligent devices to real-time data analysis, Edge AI is redefining various industries. Effectively