The acronym GPU stands for Graphics Processing Unit, which is specialized hardware designed to render graphics and handle complex mathematical calculations efficiently. GPUs are essential in gaming, video editing, and machine learning applications, accelerating processing tasks significantly compared to traditional CPUs.