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