The frontier of artificial intelligence (AI) is rapidly adapting, with a surge in interest for edge computing solutions. This paradigm shift facilitates real-time processing by executing AI models directly on systems at the network's boundary. Leveraging the power of edge computing presents a myriad of benefits, including reduced latency, enha