"Dice" are solid, geometrical objects that allow a number to be chosen randomly when rolled. Dice is the plural of "die".
In the most common instance, a "die" has six sides, is cube-shaped, and chooses a random number between one and six.
Bunco is a particular game played using dice. "Craps" is another very common dice game.