A Neural Processing Unit (NPU) is a specialized hardware component designed to efficiently perform neural network computations. It accelerates machine learning algorithms by handling large-scale matrix operations, convolutions, and other neural network tasks with high speed and energy efficiency. NPUs are integral to AI infrastructure, enabling faster inference and training of deep learning models in devices like smartphones, data centers, and edge devices.