Does anti hero and villain mean the same thing?

anti means not so not hero

Actually no, an anti-hero is not a villain. The term anti-hero refers to a protagonist (which is to say, the main focal character whom an author is writing about) who is just not very heroic. That is not the same as a villain, who is an evil person whom the protagonist must defeat.