The emergence of edge AI is disrupting the technological landscape, bringing computation and intelligence closer to the data. This paradigm shift empowers real-time decision-making, reduces latency, and utilizes bandwidth. Edge AI leverages powerful algorithms trained on Embedded AI extensive datasets to perform advanced tasks directly on edge devi