Place water, milk, butter or margarine, eggs, white sugar, salt, cinnamon, nutmeg, flour, and yeast into the pan of the bread machine. Select Sweet Bread setting, and Start.
When indicated by the machine, after the first rise, add lemon and orange zest, raisins, and almonds to the dough.