As technology progresses, the demand for instantaneous data analysis is soaring. Centralized cloud computing, while powerful, can face limitations in terms of latency and bandwidth. This is where Edge AI emerges as a transformative solution, bringing intelligence directly to the source of data generation. By deploying systems on edge devices, such