The realm of Artificial Intelligence (AI) is rapidly progressing, 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 opportunities. From smart devices to real-time data analysis, Edge AI is redefining various industries. Successfully i