1. Introduction -- 2. Probability -- 3. Probability distributions and probability densities -- 4. Mathematical expectation -- 5. Special probability distributions -- 6. Special probability densities -- 7. Functions of random variables -- 8. Sampling distributions -- 9. Decision theory -- 10. Estimation: theory -- 11. Estimation: applications -- 12. Hypothesis testing: theory -- 13. Hypothesis testing: applications -- 14. Regression and correlation -- 15. Analysis of variance -- 16. Nonparametric tests -- Appendices