As technology evolves, the demand for instantaneous data processing is exploding. 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 systems on edge devices, such as