The emergence of edge AI is revolutionizing the technological landscape, bringing computation and intelligence closer to the source. This paradigm shift enables real-time decision-making, reduces latency, and optimizes bandwidth. Edge AI leverages powerful architectures trained on extensive datasets to perform sophisticated tasks directly on edge d