Over low heat, combine almond milk, rum, brandy, almond extract, cinnamon and nutmeg in a medium saucepan, stirring constantly with a whisk until very warm.
Pour into large mugs, leaving 1 inch of room at the top. Top with whipped cream, almonds and a sprinkle of nutmeg.