| Lecture | Topic(s) | Reference | Dates | Homework / Remarks |
| 1 | Course overview, Introduction | FPP | Jan 10 | |
| 2 | Design of experiments, Descriptive statistics | FPP | Jan 17 | |
| 3 | Descriptive statistics | FPP | Jan 21 | Problem Set 1 |
| 4 | Probability, counting | Wasserman, FPP | Jan 24 | |
| 5 | Conditional probability, Independence | Wasserman, FPP | Jan 28 | Problem Set 2 |
| 6 | Bayes theorem, applications | Wasserman, FPP | Jan 31 | |
| 7 | Random variables, Common discrete and continuous random variables | Wasserman, FPP | Feb 4 | Problem Set 3 |
| 8 | Expectation, Moment generating functions | Wasserman | Feb 7 | |
| 9 | Multivariate distributions, marginals, memorylessness, problem session | Wasserman | Feb 11 | Problem Set 4 |
| 10 | Probability inequalities, convergence of random variables | Wasserman | Feb 14 | |
| 11 | WLLN, CLT | Wasserman | Feb 18 | Problem Set 5 |
| 12 | Correlation | FPP | Feb 21 | |
| 13 | Regression | FPP | Feb 25 | Quiz 1 |
| 14 | Regression, Problems | FPP | Feb 28 | Problem Set 6 |
| 15 | Mid Term examination | TBA | ||
| 16 | Sampling, Errors in sampling | FPP | Mar 7 | |
| 17 | Confidence intervals | FPP, Wasserman | Mar 11 | Problem Set 7 |
| 18 | Chance models | FPP | Mar 14 | |
| 19 | Hypothesis testing, t-test | Wasserman, FPP | Mar 21 | |
| 20 | Tests for averages | Wasserman, FPP | Mar 25 | |
| 21 | Chi-square test | FPP | Mar 28 | Problem Set 8 |
| 22 | Markov chains | Wasserman | Apr 1 | |
| 23 | Monte Carlo Simulation | Wasserman | Apr 4 | |
| 24 | Statistical learning | JWHT | Apr 8 | |
| 25 | Linear regression, Multiple linear regression | JWHT | Apr 11 | |
| 26 | Perceptron, Logistic regression | JWHT | Apr 15 | Project due, Quiz 2 |
| 27 | LDA, KNN | JWHT | Apr 18 | |
| Final examination week start | Apr 22 |