Copy it to another location within the target machine.Once you've downloaded it to some location, transfer to the machine/VM you wish to install it to.It needs a windows live id registration and you need to agree to follow-up emails. Download the ISO image for Windows Server 2012 R2 (Note! has to be R2) from.
This answer combines information from multiple answers and also adds some extra steps not previously mentioned.