SNCF is using virtual reality for teaching rare or dangerous tasks to trainees. We will show how we are approaching these training and how a right link between the real world and the real world can enhance the training efficiency. Virtual reality is not only seen as a way to have good trainings it is also a real tool to diminish the costs.