A simple illustration of when deduction (versus induction) is required, is provided by reversing the prediction problems in Figure . That is, instead of considering the structure-to-property or sequence-to-property tasks, consider the inverse problem of predicting a structure from a property. In these cases (e.g., predicting a sequence that results in a particular protein secondary structure, or a molecule with a particular bandgap), the prediction problem is underdetermined.