I wrote a little note and diagrams on confusion matrix metrics: Precision, Recall, F, Sensitivity, Specificity, ROC, AUC, PR Curves, etc.
also, graffle source.
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This is a blog on artificial intelligence and "Social Science++", with an emphasis on computation and statistics. My website is brenocon.com.