Try to restore your iPod device with iTunes.
Connect your iPod to computer using USB cable and open iTunes app.
If your iPod device appears in iTunes, select and choose reStore option in the summary panel.
If your iPod does not appear in iTunes, try to force your device into recovery mode.
Note: Please do not restore your iPod until your have a backup of your iPod. Because this restore process will erase your iPod data.