Instructors: Ramesh Sridharan and Swupnil Sahai
Lecture: MWF 10am-11am in 150 Wheeler
| Date | Topic | Lecture | Reading | Assignment |
| Wed 01/22 | Introduction | Slides, Demos | 1.1, 1.2, 1.3 | |
| Fri 01/24 | Cause and Effect | Slides | 2 |
Homework 01 (Due Thu 01/30)
|
| Mon 01/27 | Tables | Slides, Demos, Video | 3 | |
| Wed 01/29 | Data Types | Slides, Demos, Video | 4, 5 | |
| Fri 01/31 | Building Tables | Slides, Demos, Video | 6.1, 6.2 |
Homework 02 (Due Thu 02/06)
|
| Mon 02/03 | Census | Slides, Demos, Video | 6.3, 6.4 | |
| Wed 02/05 | Charts | Slides, Demos, Video | 7, 7.1 | |
| Fri 02/07 | Histograms | Slides, Demos, Video | 7.2, 7.3 |
Homework 03 (Due Thu 02/13)
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| Mon 02/10 | Functions | Slides, Demos, Video | 8, 8.1 | |
| Wed 02/12 | Groups | Slides, Demos, Video | 8.2, 8.3 | |
| Fri 02/14 | Joins | Slides, Demos, Video | 8.4 |
Homework 04 (Due Thu 02/20)
(Checkpoint Fri 02/21; Due Fri 02/28)
|
| Mon 02/17 | Holiday: No class | |||
| Wed 02/19 | Table Examples | Slides, Demos, Video | 8.5 |
Lab: Project 1
|
| Fri 02/21 | Iteration | Slides, Demos, Video | 9, 9.1, 9.2, 9.3 |
Homework 05 (Due Thu 02/27)
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| Mon 02/24 | Chance | Slides, Demos, Video | 9.5, 18.1 | |
| Wed 02/26 | Sampling | Slides, Demos, Video | 10, 10.1, 10.2 | |
| Fri 02/28 | Models | Slides, Demos, Video | 10.3, 11.1 |
Homework 06 (Due Thu 03/05)
|
| Mon 03/02 | Comparing Distributions | Slides, Demos, Video | 11.1, 11.2 | |
| Wed 03/04 | Decisions and Uncertainty | Slides, Demos, Video | 11.3 | |
| Fri 03/06 | A/B Testing | Slides, Demos, Video | 11.4, 12.1, 12.2 |
Homework 07 (Due Thu 03/12)
|
| Mon 03/09 | Causality | Slides, Demos, Video | 12.3 | |
| Wed 03/11 | Examples | Slides, Demos, Video | 12.2 |
Lab: Midterm Review
|
| Fri 03/13 | Midterm Review | Slides, Demos, Video |
Midterm (7:00 PM - 9:00 PM)
| |
| Mon 03/16 | Bootstrap (was: Confidence Intervals) | Slides, Demos, Video | 13, 13.1, 13.2 | |
| Wed 03/18 | Confidence Intervals (was: Interpreting Confidence) | Slides, Demos, Video | 13.3, 13.4 | |
| Fri 03/20 | Interpreting Confidence Intervals (was: Center and Spread) | Slides, Demos, Video | 14, 14.1, 14.2 |
Homework 08 (Due Thu 04/02)
(Checkpoint 1 Fri 04/03; Checkpoint 2 Fri 04/10; Due Fri 04/17)
|
| Mon 03/23 | Holiday: No class | |||
| Wed 03/25 | Holiday: No class | |||
| Fri 03/27 | Holiday: No class | |||
| Mon 03/30 | Center and Spread (was: The Normal Distribution) | Slides, Demos, Video | 14.3, 14.4 | |
| Wed 04/01 | The Normal Distribution and Sample Means (was: Sample Means) | Slides, Demos, Video, Last Semester's Video | 14.5 |
Lab: Project 2
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| Fri 04/03 | Designing Experiments | Slides, Demos, Video | 14.6 |
Homework 09 (Due Thu 04/09)
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| Mon 04/06 | Correlation | Slides, Demos, Video | 15, 15.1 | |
| Wed 04/08 | Linear Regression | Slides, Demos, Video | 15.2 | |
| Fri 04/10 | Least Squares | Slides, Demos, Video | 15.3, 15.4 |
Homework 10 (Due Thu 04/16)
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| Mon 04/13 | Residuals | Slides, Demos, Video | 15.5, 15.6 | |
| Wed 04/15 | Regression Inference | Slides, Demos, Video | 16 | |
| Fri 04/17 | Regression Wrapup | Slides, Demos, Video | 16 |
Homework 11 (Due Thu 04/23)
(Checkpoint Fri 04/24; Due Fri 05/01)
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| Mon 04/20 | Classification | Slides, Demos, Video | 17, 17.1, 17.2, 17.3 | |
| Wed 04/22 | Classifiers | Slides, Demos, Video | 17.4 |
Lab: Project 3
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| Fri 04/24 | Decisions | Slides, Demos, Video | 18 |
Homework 12 (Due Thu 04/30)
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| Mon 04/27 | Case Study 1 | |||
| Wed 04/29 | Case Study 2 | |||
| Fri 05/01 | Conclusion | Slides, Video | ||
| Mon 05/04 | Leads Review 1 | |||
| Wed 05/06 | Leads Review 2 | |||
| Tue 05/12 | Final Exam |
Final (3:00 PM - 6:00 PM)
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