The landscape of artificial intelligence (AI) is rapidly evolving, with a surge in interest for edge computing solutions. This paradigm shift enables 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 benefits, including faster response time