Preheat oven to 375 degree F.
Grease 12 large muffin cups or use muffin liners.
In a large bowl, combine all dry ingredients.
In another bowl, mix milk, pumpkin, egg and butter - mix well.
Stir the wet mixture into the dry, only until dry ingredients are moistened. Stir in the chocolate chips and nuts if using.