As technology progresses, the demand for prompt data analysis is exploding. Centralized cloud computing, while powerful, can face challenges in terms of latency and bandwidth. This is where Edge AI emerges as a transformative approach, bringing intelligence directly to the point of data generation. By deploying models on edge devices, such as smart