As far as I know the fastest anyone has been able to make their computer reach the desktop from a complete shut off is like 24 seconds or something.
Sleep mode is going to be your best bet.
Or, if saving power isn't a big deal for you, you can always turn off any power saver options and just turn off your monitor, that would be the absolute FASTEST way