As technology progresses, the demand for real-time data processing is exploding. Centralized cloud computing, while powerful, can face challenges in terms of latency and bandwidth. This is where Edge AI emerges as a transformative solution, bringing intelligence directly to the source of data generation. By deploying models on edge devices, such as