I used to know nothing about chemistry before.
I used to know little about chemistry.
注:used to 表示过去,不需要before修饰
I don't know anything about Chemistry.
I didn't know anything about chemistry before.
I knew nothing about chemistry before.
I almost know nothing about chemistry before