Continuing the first lecture, we will introduce advanced features that improve the performance of algorithms for solving the Benders-based decomposition. Aggregating scenarios and regularization approaches will be a primary focus. We will also introduce a different "dual" decomposition technique that can be effective for solving two-stage stochastic programs, and discuss algorithmic approaches for solving the dual decomposition.