When performing data science on an Ubuntu Linux machine remotely, the fans on NVIDIA GPUs may not spin up in response to increased load. This is due to fact that the NVIDIA controlling software generally requires logging into the GUI Desktop. Simply forwarding the xwindow with SSH has little effect,