Soak almonds and fennel seeds in warm water for 1 hour; peel almond skins.
Grind soaked almonds and fennel with black pepper and cardamom into a smooth paste.
Boil milk with sugar, stir in ground nut paste, and simmer for 5 minutes.
Remove from heat, add rose water, and chill thoroughly in refrigerator.
Serve chilled.