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 devices at the network's frontier, promises to revolutionize sectors by enabling real-time analysis and reducing latency. This article delves into the core principles of Edge A