Ground almonds are usually ground up almonds in their raw skins. Almond flour is usually ground skinless almonds. I say "usually" because labeling can vary. However, for these cupcakes, you will need the kind which is cream to beige in color not ground almonds which are medium brown in color and coarser. If in doubt, just go by color.