This lecture covers the concept of hypothesis testing, including formulating hypotheses, calculating probabilities, and choosing significance levels. It focuses on the Z-test, explaining assumptions, situations, and steps involved in hypothesis testing. The instructor discusses the power of a test, critical regions, and one-sided versus two-sided tests.