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