The primary use of a graphics processing unit (GPU) is to accelerate rendering graphics for display on monitors. GPUs are especially proficient at handling parallel processing tasks, making them ideal for gaming, graphics design, and applications in machine learning and artificial intelligence, where vast amounts of data need to be processed simultaneously.