The realm of artificial intelligence (AI) is undergoing a profound transformation, driven by the emergence of edge computing. Traditionally, AI processing have been performed in massive data centers, creating challenges in terms of latency and bandwidth. Edge AI, however, transforms this paradigm by bringing decision-making capabilities directly to