Edge AI refers to artificial intelligence systems that operate directly on edge devices such as smartphones, sensors, or IoT devices, rather than relying on centralized cloud servers. This approach reduces latency, enhances privacy, and allows real-time processing by enabling data analysis and decision-making locally, which is crucial for applications requiring immediate responses or operating in environments with limited connectivity.