True positive rate is the sensitivity or recall, and it measures the % of actual positives which are correctly identified in ML. True Positive Rate = True Positives : Positives. False positive rate is the probability of falsely rejecting the null hypothesis in a test. False positive rate = False positive : Total number of actual events