Amount is used to tell about a mass or group that you cannot count. Number is used to tell about things that you can count. Quantity is used to tell about either an amount or a number of something.
Compare:

• Ben ate a large amount of ice cream. He ate a large quantity of ice cream.
• Beth ate a large number of nuts. She ate a large quantity of nuts.