Plants can almost always be grown indoors anytime just as long as the room doesn't get really hot during the summer. The issue is really once you bring them outside, assuming your going to of course.

Whats your general location but if you gonna have a very cold fall you may not pull of a decent harvest. If its gonna be relatively warm then yeah you could probably do it. sTill don't expect much