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