The proliferation of Internet of Things (IoT) devices has generated a deluge with data, often requiring real-time processing. This presents a challenge for traditional cloud-based AI systems, which can experience latency due to the time it takes for data to travel to and from the cloud. Edge AI emerges as a transformative solution by bringing AI ca