One thing students can do to manage their time is to only switch to GPU mode when they’re training the network. Lots of the steps (pre-processing, etc.) can be run and debugged in CPU mode with unlimited time before saving and switching to GPU mode to train the model.
If you need additional GPU hours, please submit a request via this form and under "What's your inquiry about?" select Workspaces > Additional GPU Hours as the reason for contact.