The domain 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 endpoints at the network's edge, promises to revolutionize fields by enabling real-time analysis and eliminating latency. This article delves into the intrinsic principles of E