First, you need to understand that the only way to increase a happy ghast's flying speed in Minecraft is through commands. The creature is not affected by any swiftness potion thrown at it.

If you can’t run Command Prompt as administrator in Windows 11/10, then one of these suggestions are sure to help you make Command Prompt admin work.