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This lecture covers hypothesis testing for population parameters, including hypothesis tests for means and proportions, decision rules, power of a test, and standard error calculations. It also discusses confidence intervals for means and proportions, the relationship between hypothesis testing and confidence intervals, and considerations for small sample sizes.