Whenever you click on a link to a document, it opens up within the browser. The links above are a good example of this.
In the top right corner you should see an “Open In…” button. Depending on the apps you have on your iPad, you will be presented with a variety of options. Everyone should have the free iBooks app.
Opening the document in iBooks will automatically download and store the document on your book shelf for future reference.