The landscape of artificial intelligence (AI) is rapidly evolving, with a surge in interest for edge computing solutions. This paradigm shift enables real-time decision-making by deploying AI models directly on devices at the network's perimeter. Leveraging the power of edge computing offers a myriad of opportunities, including reduced latency