| Date | Topic | Notes | Reading | Slides |
| Aug 21 | Course overview | Intro | ||
| Aug 23 | Introduction | PDM Chapter 1 | Lecture 1 | |
| Aug 28 | Background and Basics | PDM Appendix (if needed) | Lecture 2 | |
| Aug 30 | Background and Basics (cont) | PDM Chapter 2 | Lecture 3 | |
| Sept 4 | Background and Basics (cont) | Lecture 4 | ||
| Sept 6 | Class cancelled | Due Sept 7 (midnight): Homework 1 | ||
| Sept 11 | Exploratory Data Analysis | PDM Chapter 3, R Tutorial | Lecture 5 | |
| Sept 13 | Hypothesis Testing | PDM Chapter 4 Experimental Design |
Lecture 6 | |
| Sept 18 | Hypothesis Testing (cont) | PDM Chapter 5.1-5.3.1, 6.1-6.3 | Lecture 7 | |
| Sept 20 | Predictive modeling: intro | Due Sept 23 (midnight): Homework 2 | PDM Chapter 7 | Lecture 8 |
| Sept 25 | Predictive modeling | PDM Chapter 8 | Lecture 9 | |
| Sept 27 | Class cancelled for MLSS seminar | MLSS seminar: Nitesh Chawla LWSN 3102A/B 12-1pm |
PDM Chapter 10 | |
| Oct 2 | Predictive modeling (cont) | Lecture 10 | ||
| Oct 4 | Search/Evaluation | Analysis of ML Expts | Lecture 11 | |
| Oct 9 | No class: October break | |||
| Oct 11 | Search/Evaluation (cont) | Due Oct 12 (midnight): Homework 3 | ||
| Oct 16 | Review Q&A with Philip | |||
| Oct 18 | Evaluation (cont) | Evening Midterm: MATH 175, 8-10pm | Lecture 12 | |
| Oct 23 | Evaluation (cont) | Lecture 13 | ||
| Oct 25 | Class cancelled for MLSS seminar | MLSS seminar: Ruslan Salakhutdinov LWSN 3102A/B 12-1pm |
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| Oct 30 | Predictive modeling wrapup | Due Oct 28 (midnight): Homework 4
Step1, Step2, Step3 |
PDM Chapter 6.4-6.6 | Lecture 13 (cont) |
| Nov 1 | Pathologies and descriptive modeling | PDM Chapter 9 | Lecture 14 | |
| Nov 6 | Class cancelled | |||
| Nov 8 | Descriptive modeling (cont) | Lecture 15 | ||
| Nov 13 | Descriptive modeling (cont) | Due today: Homework 5 | ||
| Nov 15 | Descriptive modeling evaluation | Lecture 16 | ||
| Nov 20 | Pattern mining | PDM Chapter 5.3.2, 6.7 | Lecture 17 | |
| Nov 22 | No class: Thanksgiving break | |||
| Nov 27 | Pattern mining (cont) | PDM Chapter 13 | Lecture 18 | |
| Nov 29 | Pattern mining (cont) | Due Nov 30 (midnight): Homework 6 | Lecture 19 | |
| Dec 4 | Anomaly Detection | Lecture 20 | ||
| Dec 6 | Final review | Due Dec 7: Homework 7 | Final Review |