For Windows 2016, it does not seems like there is a clear way to do it from GUI, so i have to do it using the cmdlet.
First list down all the network adapter, important thing is the InterfaceIndex.
Then you can execute the cmdlet below to set the adapter profile to private. In this example, i am setting SLOT 4 Port 2 which has the InterfaceIndex of 19