Pineapple upside down cake is a classic American dessert that traditionally consists of a layer of pineapple and cherries on the bottom, with a cake batter on top. This recipe takes that classic dessert and turns it into a decadent cheesecake by adding a layer of cream cheese mixture in between the cake layers.