Students can see a quiz when it has been published and it is currently within the availability date range that has been set.
To prevent students from viewing the quiz as you work on it, you can keep the quiz unpublished and work on it in a draft state.
To work on your quiz in an unpublished state, please see "Unpublish a Quiz" in How do I use Draft State in Quizzes?