Optimization 201 for Data Scientists is an intermediate, two-day hands-on training created with Gurobi Optimization. Building on Optimization 101, the program helps participants construct more complex mathematical optimization models and understand techniques commonly used in practice. The training strengthens participants' ability to connect optimization with machine learning and apply modeling techniques to more sophisticated decision-making problems.