Cream butter with the sugar until smooth, add the almond extract and pure vanilla extract. Stir in flour and baking powder. Cover and refrigerate about 1 hour.
Preheat oven to 350°F. Make a small balls from the dough and arrange onto un greased baking sheets. Bake about 25-30 minutes.