As technology progresses, the demand for instantaneous data analysis 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 technology, bringing intelligence directly to the source of data generation. By deploying models on edge devices, such