will almost 100% guarantee it is hardware failure or overheating i have had many people i know bring me a pc with the same issues and it always boils down to either of those usually most common failure i find is bad ram sticks as mandos also suggested.

when posting a topic like this one should always give pc specs when asking for this kind of help without that info you will get all kinds of answers that may not even lead to what the main issue is.