The terrain of Artificial Intelligence has been steadily evolving, with a significant focus on edge computing. This approach offers computation and data Energy-efficient AI hardware processing closer to the origin of data generation, enabling real-time analysis. Edge AI tackles challenges associated with latency, bandwidth constraints, and privacy.