This is not for Rails actually, this is for git.
Git doesn’t track “empty” directories, so, the directories like eg. “/logs” wouldn’t end up in the repository. Having a .keep in it, makes the directory to be tracked.
Updates:
In Unix based systems, files starting with a dot(.) are considered hidden and do not appear in the UI. Hence might not disturb you.