Practice Problems for DS603

Elective, IIT Bombay, C-MInDS, 2025

Week 1

  1. Give an example of a function that is
    1. Lipschitz but not smooth
    2. Smooth but not Lipschitz
    3. Convex but neither smooth nor Lipschitz
  2. From Understanding Machine Learning: From Theory to Algorithms,
    1. 3.5: 2, 3
    2. 4.5: 2
    3. 12.6: 2, 3
  3. From Convex Optimization
    1. 2.1
    2. 3.1