Milk is the odd one out as it is a liquid beverage in its natural state, while cheese, butter, and yoghurt are all solid or semi-solid dairy products processed from milk. The other three are fermented or processed dairy products, whereas milk is the raw liquid ingredient. This represents liquid versus solid state, and raw ingredient versus processed product distinction.