Performance Computing cluster GPU nodes containing 2 x Nvidia Volta V100s. All reported metrics are defined according to their usual formulae and are implemented via standard Python machine learning packages. Early stopping was used during training, which allows the network to continue training until the error on the validation set increased, indicating overfitting. At that point, the network is reverted to the previous weights prior to the increase and carried forward for testing.