I start by preheating my oven to 350°F (175°C). Then I mix the flour, baking powder, baking soda, and salt in one bowl. In another bowl, I cream the butter and sugar until fluffy, then add eggs and vanilla.
Next, I add mashed bananas, sour cream, and milk to the wet mixture. Slowly, I fold in the dry ingredients until just combined. Overmixing makes the cake dense, so I stop as soon as the batter looks smooth.
I gently fold in walnuts, crushed pineapple, and mini chocolate chips. This gives the cake its classic banana split flavors in every bite.
I pour the batter into a greased 9x13-inch pan and bake for 30-35 minutes. I check for doneness by inserting a toothpick in the center—it should come out clean.
After baking, I let the cake cool completely on a rack. Once cooled, I spread whipped cream over the top and drizzle chocolate syrup. I like to add cherries and a few extra nuts for presentation.