The domain of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a groundbreaking force. This paradigm shift enables processing power to be distributed at the edge of the network, providing unprecedented advantages. From smart devices to instantaneous data analysis, Edge AI is influencing various industries. Consistently