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 endpoints at the network's periphery, promises to revolutionize fields by enabling real-time processing and reducing latency. This article delves into the fundamental principles