Do you have integrated graphics? If so, just remove your GPU and try running your comp. If it solves the issue then its the GPU.
Do you have spare RAM? Try switching them out (remember to put the GPU in). If that resolves the issue then it is the RAM.
If those do not resolve the issue, then we need more information starting with the rest of your PC components. Do you have the latest drivers? GPU heat? etc..