As technology evolves, the capabilities of artificial intelligence (AI) are pushing beyond the confines of cloud computing and entering the world of edge devices. Edge AI represents a powerful shift toward decentralized, real-time intelligence on devices like sensors, motors, cameras, and vehicles. By processing data locally, Edge AI reduces latency, enhances privacy, and allows for real-time decision-making, which is critical for many industrial and consumer applications.