1 Introduction 2 Probability and Statistics Review 3 Methods For Generating Random Variables 4 Visualization of Multivariate Data 5 Monte Carlo Integration and Variable Reduction 6 Monte Carlo Methods in Inference 7 Booststrap and Jackknife 8 Permutation Tests 9 Markov Chain Monte Carlo Methods 10 Probability density Estimation 11 Numerical methods in R