Preheat the oven to 350 F. In a large bowl, whisk together flour, sugar, baking powder, baking soda, and salt. Add in the peanut butter, milk, eggs, and vegetable oil and whisk until smooth.
Pour the batter into a greased baking dish. Bake for 25-30 minutes.