As technology evolves, the demand for instantaneous data interpretation 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 approach, bringing intelligence directly to the location of data generation. By deploying algorithms on edge device