1. Swipe down from the top of the screen, and tap Collections.
  2. Tap the collection you want to delete.
  3. Swipe up from the bottom of the screen, and tap Delete collection.

Items that weren't saved in any other collection are also removed. Once a collection is deleted, you can only restore it by creating it again.