How do you patch drywall holes?

Go buy some drywall mud and sandpaper from the hardware store (someone there will be able to help you if you're not sure what you need). Smear the mud over the hole until filled and let it dry (may have to do this more than once if it's a big hole), then sand it until smooth. Paint over the mud spot with whatever paint you used on that particular wall.