No beep at start-up. Computer does not boot.

Trouble: Some times we turn on the computer and it does not turn on. There is no beep (sometimes many beeps in a pattern), or any kind of display and the computer does not boot. This happens when POST (power on self test) for the computer fails. Lets see why this happens and what to do in such cases.