When using Google Fonts, your workflow is divided in 3 steps : "Select", "Customize", "Embed". If you look closely, at the right end of the "Use" page, there is a little arrow which allows you to download the font currently in your collection.
After that, and once the font is installed on your system, you just have to use it like any other regular font using the font-family
CSS directive.