Removing the tags on the homepage?

Is there a way to get rid them?

Try using less tags per post? If you want to change the theme’s display, then do not edit the Twenty Twelve theme itself. It is the current default WordPress theme and having access to an original, unedited, copy of the theme is vital in many situations. First create a child theme for your changes. Or install a custom CSS plugin.