The landscape of Artificial Intelligence has been steadily evolving, with a growing focus on edge computing. This approach offers computation and data processing closer to the origin of data generation, enabling real-time insights. Edge AI solves challenges associated with latency, bandwidth constraints, and data protection. By utilizing AI models