GPU accelerators shine at deep learning model training and large-scale deep learning inference. However, for the bulk of data science work—data prep, analysis, and classic machine learning—those GPUs sit idle because most Python libraries for data science run natively on the CPU. You do need a graphics adapter to drive your displays, but not a GPU appliance.