The landscape of artificial intelligence (AI) is rapidly shifting, with a surge in adoption for edge computing solutions. This paradigm shift enables real-time processing by integrating AI models directly on endpoints at the network's edge. Leveraging the power of edge computing provides a myriad of benefits, including minimized delay, confide