Introduction.- Evolutionary Algorithms and Other Randomized Search Heuristics.- Theoretical Perspectives on Evolutionay Algorithms.- General Limits in Black-Box Optimization.- Methods for the Analysis of Evolutionary Algorithms.- Selected Topics in the Analysis of Evolutionary Algorithms.- App. A, Landau Notation.- App. B, Tail Estimations.- App. C, Martingales and Applications.