The frontier of artificial intelligence (AI) is rapidly evolving, with a surge in interest for edge computing solutions. This paradigm shift facilitates real-time decision-making by executing AI models directly on endpoints at the network's perimeter. Leveraging the power of edge computing offers a myriad of benefits, including reduced latency