Whisk the milk, eggs and olive oil lightly. Add the grated zucchini.
Combine the dry ingredients in another bowl. Mix with the zucchini-mixture.
Add 3/4 of the grated cheese and season to taste with salt and pepper. Mix the batter and distribute evenly in the muffin pan. Sprinkle the remaining grated cheese on top of the muffins.