How to do it...

1. You need to request an increase in the GPU quota before you launch a compute instance with a GPU for the first time. Go to https://console.cloud.google.com/projectselector/iam-admin/quotas.
2. First, select the project you want to use and apply the Metric and Region filters accordingly. The GPU instances should show up as follows:

1. Select the quota you want to change, click on EDIT QUOTAS, and follow the steps.
2. You will get an e-mail confirmation when your quota has been increased.
3. Afterwards, you can create a GPU-enabled machine.
4. When launching a machine, make sure you tick the Allow HTTP traffic and Allow HTTPs traffic boxes if you want to use a Jupyter notebook.