Try the standard fixes:
Reset iPod touch: Press and hold the On/Off Sleep/Wake button and the Home
button at the same time for at least ten seconds, until the Apple logo appears.
- Restore the iPod from backup via iTunes
- Restore the iPod to factory defaults/new iPod
If still problems you likely have a hardware problem and an appointment at the Genius Bar of an Apple store is in order.