The domain of artificial intelligence is progressively evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the implementation of AI algorithms directly on endpoints at the network's edge, promises to revolutionize industries by enabling real-time processing and eliminating latency. This article delves into the fundamenta