Yes, you can. Many hosting already has a simple wizard for WordPress installation, just fill in some info, click, click, click, and voila your website using WordPress is ready.
Here is some info you need to fill in Siteground hosting.
It is easy. Other hosting such as Hostgator, BlueHost, and many others can install it easily too.