01 - Preheat the oven to 350°F. Grease and flour a 9-inch round cake pan or line it with parchment paper.
02 - In a medium bowl, whisk together the all-purpose flour, baking powder, baking soda, and salt. Set aside.
03 - In a large bowl, beat the mashed bananas with granulated sugar, vegetable oil, eggs, milk, and vanilla extract until smooth and well blended.
04 - Gradually fold the dry ingredient mixture into the banana mixture, stirring gently until just combined. Be careful not to overmix.
05 - If desired, gently fold in chopped walnuts, pecans, or chocolate chips until evenly distributed throughout the batter.
06 - Pour the batter into the prepared cake pan and use a spatula to smooth the top evenly.
07 - Bake for 40 to 45 minutes, or until a toothpick inserted into the center of the cake comes out clean.
08 - Let the cake cool in the pan for 10 minutes, then transfer to a wire rack to cool completely before slicing. Serve plain or with your preferred frosting.