This lecture covers the concepts of Monte Carlo methods, importance sampling, and the Metropolis algorithm. Importance sampling is explained through interactions between nearest neighbors and mean value calculations. The Metropolis algorithm is detailed, including the detailed balance condition and practical implementation in a cement simulation.