Fungus is any group of spore-producing organisms feeding on organic matter, including molds and yeast. While they are either classified as mushrooms or toadstools, there’s one that you don’t want at your next dinner party: the toxic Amanita Muscaria mushroom which can be distinguished by its red cap with white spots.