The realm of artificial intelligence is continuously evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the integration of AI algorithms directly on devices at the network's edge, promises to revolutionize fields by enabling real-time analysis and reducing latency. This article delves into the fundamental principles of