Pour the milk into a small pot, add the cloves, green and brown cardamom pods, cinnamon sticks, sugar, tea leaves and ginger, and bring to a simmer. Turn the heat to low and simmer for 10 minutes. Strain into a 2-cup measure and, using an electric milk frother or an espresso machine, steam the milk until it is thick and foamy. Pour into 2 large latte cups and spoon the foam on top. Sprinkle with ground cardamom and cinnamon and serve.