The first step to getting a self-hosted (WordPress.org) site is choosing a new host. We are your host at WordPress.com, but when you move to self-hosted you’ll have to purchase an account with a new provider.
We have a list of recommended WordPress hosts at https://jetpack.com/extend-your-wordpress, but you are free to choose any host you like.