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