The function of a graphics processing unit (GPU) is to render images and manage visual outputs in computing environments. Originally designed for rendering graphics in video games, GPUs have evolved to perform complex calculations necessary for tasks like machine learning and data analysis. They excel at parallel processing, allowing for efficient computation of multiple tasks simultaneously. This capability makes GPUs crucial in fields such as gaming, scientific simulations, and artificial intelligence, where processing large datasets quickly is essential for performance and speed.