The landscape of artificial intelligence is rapidly 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 periphery, promises to revolutionize fields by enabling real-time processing and minimizing latency. This article delves into the core principles of