The eleventh talk in the second season of the One World Optimization Seminar given on November 16th, 2020, by Asu Ozdaglar (MIT) on "Robustness in Machine Learning and Optimization: A Minmax Approach". The slides of the talk can be seen on the seminar's website at https://owos.univie.ac.at/.