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