The landscape of artificial intelligence is rapidly evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the implementation of AI algorithms directly on systems at the network's edge, promises to revolutionize sectors by enabling real-time decision-making and reducing latency. This article delves into the core principles