The domain of artificial intelligence is continuously 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 industries by enabling real-time analysis and reducing latency. This article delves into the fundamental princi