You get 1 silver coin when you win a single player game. You get 2 silver coins when you win a multiplayer game.
You can also buy silver coins from the stores (App Store and Google Play).
The gold coins can be bought from the stores (App Store and Google Play).
For now, the multiplayer game can be played with a maximum of two players.
You can find the complete rules in here.