As technology evolves, the demand for real-time data processing 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 approach, bringing intelligence directly to the point of data generation. By deploying models on edge devices, such as smartp