Fedora, Ubuntu and Mint are all variants of Linux, which itself is built on Unix. Someone I know suggested the best way to learn servers in linux is to first learn unix. I don't really fancy the learning curve needed for Unix.
Work with what you know. I would say to stick with Windows.