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