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