Here is a training dummy that lets you train your dog to pick up a real bird. The Avery ATB EZ-Bird has a soft floating head and a PVC outer body. It is designed not to absorb water. You can use it indoors as well.
This training tool is available in various designs and colors. You can find out more about it here.