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