I don't know much about electronics, hence the title so don't flame me!

I have a 5v regulator and it got VERY hot last time I wired it up so me thinks it's time for a heatsink. To save myself a long car trip, I was wondering if a graphics card heatsink would work if I drilled in to it and mounted it to my regulator?