Hey AJ. You do that in the following way.
1. Press and hold Volume Down button until the device vibrates.
2. Keep tapping the Home and Back buttons until the Android Robot appears
4. Then wait for the setup screen - this can take upto 3 minutes.
5. Use the volume Up/Down keys to navigate through the menu
6. Data wipe - factory reset.
There is otherwise a video here