My system screen hangouts or display blue screen?

My laptop shows blue screen or some time hangout. I happen all the time but often if i pick up the laptop or move the Lid. I checked the error log it show “unexpected power loss” I also consulted with repair shop they said it may be because of the GPU which stop working. Can some one give me some advice what to do?