Improvement in the performance of the CNNs for varying sizes of training sets. Top: Loss reached by the CNN for all combinations of instrument and model complexity versus the number of noisy copies. Bottom: Loss reached by the CNN for all combinations of instrument and model complexity versus the number of forward models in the training set. The curves have been shifted vertically so they reach a value of zero.