The terrain of Artificial Intelligence continues to evolving, with a particular focus on edge computing. This shift brings 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 security. By utilizing AI models directly on