The sphere of Artificial Intelligence (AI) is rapidly evolving, with Edge AI emerging as a groundbreaking force. This paradigm shift allows processing power to be localized at the edge of the network, providing unprecedented benefits. From intelligent devices to rapid data analysis, Edge AI is influencing various industries. Consistently implementi