To create a quiz from scratch, go to "Start a New Form" in Google Forms, then select the "Blank Quiz" template. 

From the template, you can easily create multiple choice, dropdown, short answer, linear scale, and more.  

For this example, we will be using multiple choice, so you can try out the self-grading feature. 

Blank Quiz
Blank Quiz IconScreenshot by R. Krantz