The landscape of artificial intelligence has undergone a dramatic transformation, with Edge AI emerging as a powerful force. By implementing AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI facilitates intelligence at the source. This autonomous approach unlocks a wealth of opportunities, making AI