The course aims to provide an understanding of computational tools andalgorithms used for making statistical and numerical analyses. The coursecontents is a mix of theoretical concepts, computer exercises inprogramming language R and discussion seminars. Such concepts asrandom number generation, Markov Chain Monte Carlo, solving systems of equations, numerical likelihood maximization, stochastic search algorithms and many other concepts are studied in the course.