Instructors: Ramesh Sridharan and David Wagner
Lecture: MWF 9am-10am in 150 Wheeler
| Date | Topic | Lecture | Reading | Assignment |
| Wed 8/22 | Introduction | Slides, Demos | 1.1, 1.2, 1.3 | |
| Fri 8/24 | Cause and Effect | Slides | 2 |
Homework 01 (Due Thu 8/30)
|
| Mon 8/27 | Tables | Slides, Demos, Video | 3 | |
| Wed 8/29 | Data Types | Slides, Demos, Video | 4, 5 | |
| Fri 8/31 | Building Tables | Slides, Demos, Video | 6.1, 6.2 |
Homework 02 (Due Thu 9/6)
|
| Mon 9/3 | Holiday: No Lecture | |||
| Wed 9/5 | Charts; Census | Slides, Demos, Video | 7, 7.1, 6.3, 6.4 | |
| Fri 9/7 | Census | Slides, Demos, Video | 6.3, 6.4 |
Homework 03 (Due Thu 9/13)
|
| Mon 9/10 | Histograms | Slides, Demos, Video | 7.2, 7.3 | |
| Wed 9/12 | Functions | Slides, Demos, Video | 8, 8.1 | |
| Fri 9/14 | Groups | Slides, Demos, Video | 8.2, 8.3 |
Homework 04 (Due Thu 9/20)
(Checkpoint Fri 9/21; Due Fri 9/28)
|
| Mon 9/17 | Joins | Slides, Demos, Video | 8.4 | |
| Wed 9/19 | Table Examples | Slides, Demos, Video | 8.5 |
Lab: Project 1
|
| Fri 9/21 | Iteration | Slides, Demos, Video | 9, 9.1, 9.2, 9.3 |
Homework 05 (Due Thu 9/27)
|
| Mon 9/24 | Chance | Slides, Demos, Video | 9.4, 9.5 | |
| Wed 9/26 | Sampling | Slides, Demos, Video | 10, 10.1, 10.2 | |
| Fri 9/28 | Models | Slides, Demos, Video | 10.3 |
Homework 06 (Due Thu 10/4)
|
| Mon 10/1 | Comparing Distributions | Slides, Demos, Video | 11.1, 11.2 | |
| Wed 10/3 | Decisions and Uncertainty | Slides, Demos, Video | 11.3 | |
| Fri 10/5 | A/B Testing | Slides, Demos, Video | 12.1, 12.2 |
Homework 07 (Due Wed 10/10)
|
| Mon 10/8 | Causality | Slides, Demos, Video | 12.3 | |
| Wed 10/10 | Examples | Slides, Demos, Video | 12.2 |
Lab: Midterm Review
|
| Fri 10/12 | Midterm Review | Slides, Video | ||
| Mon 10/15 | Confidence intervals | Slides, Demos, Video | 13, 13.1, 13.2 | |
| Wed 10/17 | Interpreting Confidence | Slides, Demos, Video | 13.3, 13.4 | |
| Fri 10/19 | Center and Spread | Slides, Demos, Video | 14, 14.1, 14.2 |
Homework 08 (Due Thu 10/25)
(Checkpoint Fri 10/26; Due Fri 11/2)
|
| Mon 10/22 | The Normal Distribution | Slides, Demos, Video | 14.3, 14.4 | |
| Wed 10/24 | Sample Means | Slides, Demos, Video | 14.5 |
Lab: Project 2
|
| Fri 10/26 | Designing Experiments | Slides, Demos, Video | 14.6 |
Homework 09 (Due Thu 11/1)
|
| Mon 10/29 | Correlation | Slides, Demos, Video | 15, 15.1 | |
| Wed 10/31 | Linear Regression | Slides, Demos, Video | 15.2 | |
| Fri 11/2 | Least Squares | Slides, Demos, Video | 15.3, 15.4 |
Homework 10 (Due Thu 11/8)
|
| Mon 11/5 | Residuals | Slides, Demos, Video | 15.5, 15.6 | |
| Wed 11/7 | Regression Inference | Slides, Demos, Video | 16 | |
| Fri 11/9 | Classification | Slides, Demos, Video | 17, 17.1, 17.2, 17.3 |
Homework 11 (Due Thu 11/15)
(Checkpoint Mon 11/19; Due Fri 11/30)
|
| Mon 11/12 | Holiday: No Lecture | |||
| Wed 11/14 | Classifiers | Slides, Demos, Video | 17.4 |
Lab: Project 3
Homework 12 (Due Thu 11/29)
|
| Fri 11/16 | cancelled: No Lecture | |||
| Mon 11/19 | cancelled: No Lecture | |||
| Wed 11/21 | Holiday: No Lecture | |||
| Fri 11/23 | Holiday: No Lecture | |||
| Mon 11/26 | Decisions | Slides, Demos, Video | 18 | |
| Wed 11/28 | Privacy | Demos, Video | ||
| Fri 11/30 | Case Studies | Slides, Demos | ||
| Mon 12/3 | Review | Slides, Video | ||
| Wed 12/5 | Lead Review 1 | Video |