The domain of Artificial Intelligence (AI) is rapidly evolving, with Edge AI emerging as a revolutionary force. This paradigm shift facilitates processing power to be localized at the edge of the network, presenting unprecedented opportunities. From intelligent devices to instantaneous data analysis, Edge AI is influencing various industries. Effec