Choose the Yoshi pieces in order to have the first move. Press [Space bar] to interrupt Mario’s thought process and cause him to make an ill-planned move.
Maximize your hand by playing dominoes common to your own hand. Use all your doublets at the first opportunity.
To build your own books (and diminish Mario’s), make note of the cards Mario asks for and when you draw one from the deck, ask Mario for the same type.