Preheat oven to 350F
Line a 9 inch cake pan with parchment paper and spray with baking spray
In a medium bowl mix together flour and baking soda
In the bowl of a stand mixer fitted with the paddle attachment, cream together the butter, brown sugar and granulated sugar - Cream until light and fluffy
Add in the egg and vanilla and mix until combined
Scrape down the sides of the bowl
Beat in the peanut butter
Alternate adding in the flour and the milk. Add in some flour, then some milk, the rest of the flour, the rest of the milk
Beat in the sour cream