Binary Choice ModelCovers the binary choice model, error term assumptions, specific constants, invariances, and distribution properties.
Regulation of Therapeutic ProductsExplores the regulation of therapeutic products, covering legal requirements, product classification, market access, and advertising rules.
Generalization ErrorExplores generalization error in machine learning, focusing on data distribution and hypothesis impact.
Deep Learning Modus OperandiExplores the benefits of deeper networks in deep learning and the importance of over-parameterization and generalization.
Linear Programming BasicsIntroduces linear programming basics, including optimization problems, cost functions, simplex algorithm, geometry of linear programs, extreme points, and degeneracy.