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