Probably, but the question it poses is "how well will it work?"
The device was made with Windows 8 in mind and all and Windows 7 may not function predictably.
Is there a particular reason for wanting to do the switch? (Because if its just the usual "I hate Windows 8", then it can be tailored to your needs)