In a large mixing bowl, combine chocolate pudding mix with milk. Whisk until smooth. Add in chocolate cake mix and beat until well blended. Fold in chocolate chips.
Pour cake batter into a greased 13x9 baking dish, and bake according to cake mix package directions.
Remove from oven and cool completely. Top with Cool Whip and sprinkles, refrigerate 4 hours or overnight.