Easy Sound Board is a fast and free application which allows you to load and play audio files from a virtual sound board.

The sound board retains its settings even after a device reboot.

You can download it from the Android Market here.

Update 4/2012 This is now open source and hosted on GitHub. Check it out at my GitHub page.