The landscape of artificial intelligence (AI) is rapidly evolving, with a surge in interest for edge computing solutions. This paradigm shift enables real-time analysis by deploying AI models directly on endpoints at the network's edge. Harnessing the power of edge computing presents a myriad of advantages, including reduced latency, data secu