The sizes of crochet hook I use most are E, H, and J. That covers yarn anywhere from sport or DK up through bulky.
I checked out your link and if it was me I'd get the Boye aluminum hook set - bottom right of page two. That's 6 hooks in sizes E through J for $7.99 - pretty good deal.
Hope this helps!