As technology evolves, the demand for real-time data analysis 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 source of data generation. By deploying systems on edge devices, such as