As technology progresses, the demand for prompt data analysis is soaring. Centralized cloud computing, while powerful, can face obstacles 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 smart