As technology evolves, the demand for instantaneous data interpretation is skyrocketing. Centralized cloud computing, while powerful, can face challenges in terms of latency and bandwidth. This is where Edge AI emerges as a transformative approach, bringing intelligence directly to the source of data generation. By deploying systems on edge devices