Precision & Recall
Classification metrics: precision = "when I say positive, how often am I right?". Recall = "did I find all the positives?".
Trade-off: raise precision (say "positive" rarely) → recall drops. And vice versa. Cancer screening prioritises recall (don't miss any sick patients). Spam filtering prioritises precision (no important mail in spam). F1 balances both.