The acronym GPU stands for graphics processing unit, which is a specialized electronic circuit designed to accelerate the processing of images and videos. GPUs are widely used in gaming, machine learning, and scientific simulations due to their ability to perform parallel processing efficiently. This parallel architecture allows for handling multiple calculations simultaneously, making them essential for rendering graphics and performing complex computations.