The terrain of Artificial Intelligence has been steadily evolving, with a growing focus on edge computing. This shift allows computation and data processing closer to the origin of data generation, enabling real-time analysis. Edge AI addresses challenges associated with latency, bandwidth constraints, and security. By deploying AI models directly