Instructors: Babak Ayazifar and Swupnil Sahai
Lecture: MWF 10am-11am
| Week | Lecture Number | Date | Topic | Vitamin | Lecture | Reading | Discussion | Assignment |
| Week 1 | 1 | Wed 01/20 | Introduction | Slides, Demos, Video | 1.1, 1.2, 1.3 | |||
| 2 | Fri 01/22 | Cause and Effect |
Vitamin 01 (Due Wed 01/27)
| Slides, Video | 2 |
Homework 01 (Due Thu 01/28)
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| Week 2 | 3 | Mon 01/25 | Tables | Slides, Demos, Video | 3 | |||
| 4 | Wed 01/27 | Data Types | Slides, Demos, Video | 4, 5 | ||||
| 5 | Fri 01/29 | Building Tables |
Vitamin 02 (Due Wed 02/03)
| Slides, Demos, Video | 6.1, 6.2 |
Homework 02 (Due Thu 02/04)
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| Week 3 | 6 | Mon 02/01 | Census | Slides, Demos, Video | 6.3, 6.4 | |||
| 7 | Wed 02/03 | Charts | Slides, Demos, Video | 7, 7.1 | ||||
| 8 | Fri 02/05 | Distributions |
Vitamin 03 (Due Wed 02/10)
| Slides, Demos, Video | 7.2, 7.3 |
Homework 03 (Due Thu 02/11)
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| Week 4 | 9 | Mon 02/08 | Histograms | Slides, Demos, Video | 7.2, 7.3 | |||
| 10 | Wed 02/10 | Functions | Slides, Demos, Video | 8, 8.1 | ||||
| 11 | Fri 02/12 | Groups |
Vitamin 04 (Due Wed 02/17)
| Slides, Demos, Video | 8.2, 8.3 |
Homework 04 (Due Sun 02/21)
(Due Fri 02/26; Checkpoint Fri 02/19)
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| Week 5 | 0 | Mon 02/15 | Holiday: No class | |||||
| 12 | Wed 02/17 | Pivots and Joins | Slides, Demos, Lec 12A Video, Lec 12B Video | 8.4, 8.5 |
Lab: Project 1
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| 13 | Fri 02/19 | Iteration |
Vitamin 05 (Due Wed 02/24)
| Slides, Demos, Video | 9, 9.1, 9.2, 9.3 |
Homework 05 (Due Thu 02/25)
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| Week 6 | 14 | Mon 02/22 | Chance | Slides, Demos, Video | 9.5, 18.1 | |||
| 15 | Wed 02/24 | Sampling | Slides, Demos, Video | 10, 10.1, 10.2 | ||||
| 16 | Fri 02/26 | Models |
Vitamin 06 (Due Wed 03/03)
| Slides, Demos, Video | 10.3, 11.1 |
Homework 06 (Due Thu 03/04)
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| Week 7 | 17 | Mon 03/01 | Comparing Distributions | Slides, Demos, Video | 11.1, 11.2 | |||
| 18 | Wed 03/03 | Decisions and Uncertainty | Slides, Demos, Video | 11.3 |
Homework 07 (Due Thu 03/11)
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| 19 | Fri 03/05 | A/B Testing |
Vitamin 07 (Due Wed 03/10)
| Slides, Demos, Video | 12.1, 12.2 | |||
| Week 8 | 20 | Mon 03/08 | Causality | Slides, Demos, Video | 12.3 |
Lab: Midterm Review, Worksheet (Solutions)
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| 21 | Wed 03/10 | Examples | Slides, Demos, Video | 11.4 | ||||
| 22 | Fri 03/12 | Midterm Review | Slides, Video |
Midterm (7 PM - 9 PM)
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| Week 9 | 23 | Mon 03/15 | Confidence Intervals | Slides, Demos, Video | 13, 13.1, 13.2 |
Lab 07: Bootstrap (CANCELLED)
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| 24 | Wed 03/17 | Interpreting Confidence | Slides, Demos, Video | 13.3, 13.4 | ||||
| 25 | Fri 03/19 | Center and Spread |
Vitamin 08 (Due Wed 03/31)
| Slides, Demos, Video | 14, 14.1, 14.2 |
Homework 08 (Due Thu 04/01)
(Due Fri 04/16; Checkpoint 1 Fri 04/02; Checkpoint 2 Fri 04/09)
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| Week 10 | 0 | Mon 03/22 | Holiday: No class | |||||
| 0 | Wed 03/24 | Holiday: No class | ||||||
| 0 | Fri 03/26 | Holiday: No class | ||||||
| Week 11 | 26 | Mon 03/29 | The Normal Distribution | Slides, Demos, Video | 14.3, 14.4 |
Lab: Project 2
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| 27 | Wed 03/31 | Sample Means | Slides, Demos, Video | 14.5 | ||||
| 28 | Fri 04/02 | Designing Experiments |
Vitamin 09 (Due Wed 04/07)
| Slides, Demos, Video | 14.6 |
Homework 09 (Due Thu 04/08)
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| Week 12 | 29 | Mon 04/05 | Correlation | Slides, Demos, Video | 15, 15.1 | |||
| 30 | Wed 04/07 | Linear Regression | Slides, Demos, Video | 15.2 | ||||
| 31 | Fri 04/09 | Least Squares |
Vitamin 10 (Due Wed 04/14)
| Slides, Demos, Video | 15.3, 15.4 |
Homework 10 (Due Thu 04/15)
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| Week 13 | 32 | Mon 04/12 | Residuals | Slides, Demos, Video | 15.5, 15.6 | |||
| 33 | Wed 04/14 | Regression Inference | Slides, Demos, Video | 16 | ||||
| 34 | Fri 04/16 | Privacy |
Vitamin 11 (Due Wed 04/21)
| Slides, Video |
Homework 11 (Due Thu 04/22)
(Due Fri 04/30; Checkpoint Fri 04/23)
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| Week 14 | 35 | Mon 04/19 | Classification | Slides, Demos, Video | 17, 17.1, 17.2, 17.3 | |||
| 36 | Wed 04/21 | Classifiers | Slides, Demos, Video | 17.4 |
Lab: Project 3
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| 37 | Fri 04/23 | Updating Predictions |
Vitamin 12 (Due Wed 04/28)
| Slides, Demos, Video | 18 |
Homework 12 (Due Thu 04/29)
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| Week 15 | 38 | Mon 04/26 | No lecture | |||||
| 39 | Wed 04/28 | Case Study: Health | Slides, Demos, Video | |||||
| 40 | Fri 04/30 | Conclusion | Slides, Video | |||||
| Week 16 | 0 | Mon 05/03 | ||||||
| 0 | Wed 05/05 | |||||||
| 0 | Fri 05/07 | |||||||
| 0 | Tue 05/11 | Final Exam |
Final (3 PM - 6 PM)
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