As technology evolves, the demand for instantaneous data processing is exploding. Centralized cloud computing, while powerful, can face limitations in terms of latency and bandwidth. This is where Edge AI emerges as a transformative technology, bringing intelligence directly to the location of data generation. By deploying algorithms on edge device