Yes, you can! If you were to look at some of the best web hosting providers on the market, all of them allow you to create a WordPress-based website with their shared hosting plans. However, by finding the best hosting for WordPress, you'll be able to get much more WP-oriented features and benefits, so it's always a better idea to pick a WP-exclusive plan, if that is what you want!