Catalyzes the two-step NADP-dependent conversion of GDP-4-dehydro-6-deoxy-D-mannose to GDP-fucose, involving an epimerase and a reductase reaction. Not involved in the synthesis of GDP-L-galactose from GDP-D-mannose