This lecture covers t-tests, z-tests, and empirical tests for sample comparison and hypothesis testing. It explains the calculation of t-statistics, paired t-tests, and the use of t-distribution tables. The instructor demonstrates how to analyze yield improvement data and make inferences without external reference data.