To change Windows Server 2012 password on remote machine, press Ctrl+Alt+End key (while your remote desktop window is active).
Click on Change a Password option and enter username for which to change password, old password, new password and confirm password and press blue arrow march.
Thanks
Regards,
Sheo Narayan
http://www.dotnetfunda.com