The paradigm of artificial intelligence has evolved as we embrace Edge AI. This revolutionary approach pushes smart processing capabilities to the very perimeter of networks, nearer to data sources. By running AI algorithms on edge devices like smartphones, sensors, and embedded systems, Edge AI unlocks a new era of instantaneous insights and self-