Definition
Precision is the proportion of predicted-positive cases that are truly positive.
Distinguish it from nearby terms
Recall asks how many actual positives were found; precision asks how trustworthy a positive prediction is.
Check your understanding
Choose precision when false positives are costly and explain the tradeoff with recall.