The realm 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 frontier, promises to revolutionize sectors by enabling real-time decision-making and reducing latency. This article delves into the core principles of