ROC x Precision-Recall

Important tip of Jason Brownlee:

Generally, the use of ROC curves and precision-recall curves are as follows:

- ROC curves should be used when there are roughly equal numbers of observations for each class.

- Precision-Recall curves should be used when there is a moderate to large class imbalance.