You will sometimes hear or see die as the singular and dice as the plural, one die, two dice. But more commonly nowadays the usage seems to have evolved so that the old plural, dice, has become the singular with either the regular plural 'dices' or often both singular and plural having the same form 'dice'. In other words you are right to be confused because the contemporary language has not settled on what the new form will be.