Does choose and lose rhyme

Yes, they both end in an "ooze" sound. Unless you mean loose, then, no.

Edit(Eliyda):

Depends. Rhyming can be by the way the Words are pronounced, by spelling, or by both of those. The way they are pronounced, they do. Spelling, not at all. Depends on what you are going for. Hope this helped.