The domain of artificial intelligence is continuously evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the deployment of AI algorithms directly on systems at the network's edge, promises to revolutionize fields by enabling real-time processing and eliminating latency. This article delves into the intrinsic principles