Elements of Information Theory, relation with Statistical Mechanics. Network theory, Growth processes and Master Equations. Generating functions. Constrained Optimization and Exponential Random Graphs. Percolation Models, Epidemic and Contact processes. Coarse graining and Hierarchical partition algorithms. Random walks and Markov chains. Stochastic differential equations. Monte Carlo simulations. Simulating annealing. Genetic algorithms.