The landscape of artificial intelligence (AI) is rapidly adapting, with a surge in adoption for edge computing solutions. This paradigm shift empowers real-time analysis by executing AI models directly on endpoints at the network's boundary. Harnessing the power of edge computing presents a myriad of advantages, including reduced latency, conf