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