Readings, lectures, and videos

Each class session has a set of required readings that you should complete before lecture.

Here is a list of all the lecture slides the course:

  1. Introduction
  2. Probability
  3. Conditional Probability
  4. Random Variables
  5. Expectation
  6. Continuous Random Variables
  7. Multivariate Distributions
  8. Conditional Expectation
  9. Sampling and Estimation
  10. Asymptotics
  11. Hypothesis Tests
  12. Linear Regression
  13. Algebra of Least Squares
  14. Statistics of Least Squares