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 on GPU mode to train the model.
If you need additional GPU hours, please submit a request via this form and select Classroom, Resources & Content > Workspace related > Request GPU Hours as the reason for contact.