Conventional machine learning systems usually aim to generate predictive models that might, for example, calculate the future position of a pendulum given its current position. However, the equations unearthed by Lipson and Schmidt represented basic invariant relationships—such as the conservation of energy—of the kind that govern the behavior of the universe.