Mix the butter with the sugar until creamy. Stir in the eggs one at a time. Stir in the peanut butter and bananas. Mix the flour with baking soda and nuts and stir in alternately with the milk.
Put the dough in a greased pan and bake at 170 degrees for 70 minutes.