At this time, Android devices do not provide the ability to set custom reminder sounds. We will let you know if this changes in the future!
For Apple devices:
To change your reminder sound, enter the app 'Settings' and look under 'Reminder Settings'. Tap 'Reminder Sound' and select each name to preview each sound.
Can't find what you're looking for? Let us know at firstname.lastname@example.org.