To change your password:
 
1. Tap your avatar picture (or the menu icon) in the left corner of your screen
2. Tap “Edit”
3. Enter your desired password
4. Tap “Done”
 
P.S. Accounts created with Facebook Connect® cannot be edited, as the password and email information is sent to TouchTunes from Facebook®