How you make diagrams in notes?

Hi Andrej
First of all thanks for cs231n ,it's most simple and informative than any available resources for CNN.
I am amazed the beautiful slides you have made specially diagrams, I would like to know do you use any tool or make by hand ?

It will be great if you guide me ,so I can use for my thesis presentation.

thanks