The landscape of Artificial Intelligence continues to evolving, with a significant focus on edge computing. This approach allows computation and data processing closer to the origin of data generation, enabling real-time processing. Edge AI tackles challenges associated with latency, bandwidth constraints, and privacy. By utilizing AI models direct