It's personal preference. Some newbies who aren't adept at adjusting rear derailleurs should leave the discs on for safety.

Use a chain whip (to hold the cassette) while unlocking with the lock-ring tool to remove cassette. Now remove dork disc. Make sure the RD is properly adjusted.

Easy button: take it to LBS.