Artificial Neural Networks (ANNs) are powerful inference tools. They can be trained to fit complex functions and then used to predict new (unseen) data outside their training set. Fitting the training data is relatively easy for ANNs because of their Universal Approximation capability. However, that does not mean ANNs can learn the rules as we…