Introduces the basic concepts of nonlinear dynamics and chaos and how they can be applied for the study of complex systems, spatiotemporal data, and nonlinear interrelationships in geosciences. Methods based on information theory, recurrences properties, and complex networks are taught and their potentials are demonstrated. The fundamentals of statistical tests are introduced and how to construct appropriate statistical tests for specific applications are discussed.