As technology progresses, the demand for instantaneous data processing is soaring. 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, such