Blend sugar and shortening with egg yolks. Add flour, cream of tartar, baking soda, and salt. Add milk and mix well. Flavor with vanilla and fold in egg whites.
Line a large tube pan with parchment paper and pour mixture into it.
Bake in preheated oven at 350°F for 1 hour and 30 minutes.