Prologue -- Fundamental ideas I -- Integration versus simulation -- Fundamental ideas II -- Comparing populations -- Simulations -- Basic concepts of regression -- Binominal regression -- Linear regression -- Correlated data -- Count data -- Time to event data -- Time to event regression -- Binary diagnostic tests -- Nonparametric models -- Appendix A: Matrices and vectors -- Appendix B: Probability -- Appendix C: Getting started in R.