With flat beater attachment, cream together butter, sugar, and brown sugar at a medium setting until well blended. Mix in vanilla and eggs. Reduce speed and gradually add flour, baking soda, baking powder, and salt mix until smooth.
On a low setting, mix in oatmeal, chocolate chips, and coconut until well mixed. Drop rounded spoon full onto ungreased cookie sheet.