Many hosts, like Dreamhost, offer a “one-click install” of WordPress. This means they do most of the technical configuration for you. If you have this option, take it.
Otherwise, follow the Installation Instructions from WordPress.org
If you have trouble installing, because WordPress is so popular odds are someone has dealt with a similar issue before you. Try the WordPress Support Forums or a well phrased google search.