The landscape of artificial intelligence (AI) is rapidly shifting, with a surge in interest for edge computing solutions. This paradigm shift facilitates real-time decision-making by deploying AI models directly on endpoints at the network's perimeter. Harnessing the power of edge computing provides a myriad of advantages, including minimized