The frontier of artificial intelligence (AI) is rapidly adapting, with a surge in adoption for edge computing solutions. This paradigm shift enables real-time decision-making by executing AI models directly on endpoints at the network's perimeter. Leveraging the power of edge computing presents a myriad of advantages, including faster response