Preheat oven to 375 degrees.
In a medium to large pot add the peanut butter, water, and butter and bring to a boil. Remove from heat.
Mix together the sugar, brown sugar, flour, salt, and baking soda. Add to the peanut butter mixture.
Add the eggs, milk, and vanilla to the pan and mix well.
Pour into greased jelly roll pan.
Bake for 15 minutes at 375 degrees.