Instructors: David Wagner and Swupnil Sahai
Lecture: MWF 11am-12pm
| Date | Topic | Vitamin | Lecture | Reading | Discussion | Assignment |
| Wed 08/26 | Introduction | Vitamin 01 | Slides, Demos, Video | 1.1, 1.2, 1.3 | ||
| Fri 08/28 | Cause and Effect | Vitamin 02 | Slides, Video | 2 |
Homework 01 (Due Thu 09/03)
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| Mon 08/31 | Tables | Vitamin 03 | Slides, Demos, Video | 3 | ||
| Wed 09/02 | Data Types | Vitamin 04 | Slides, Demos, Video | 4, 5 | ||
| Fri 09/04 | Building Tables | Vitamin 05 | Slides, Demos, Video | 6.1, 6.2 |
Homework 02 (Due Sat 09/12)
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| Mon 09/07 | Holiday: No class | |||||
| Wed 09/09 | Census | Vitamin 06 | Slides, Demos, Video | 6.3, 6.4 | ||
| Fri 09/11 | Charts | Vitamin 07 | Slides, Demos, Video | 7, 7.1 |
Homework 03 (Due Thu 09/17)
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| Mon 09/14 | Histograms | Vitamin 08 | Slides, Demos, Video | 7.2, 7.3 | ||
| Wed 09/16 | Functions | Vitamin 09 | Slides, Demos, Video | 8, 8.1 | ||
| Fri 09/18 | Groups | Vitamin 10 | Slides, Demos, Video | 8.2, 8.3 |
Homework 04 (Due Sat 09/26)
(Checkpoint Fri 09/25; Due Sun 10/04)
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| Mon 09/21 | Joins | Vitamin 11 | Slides, Demos, Video | 8.4 | ||
| Wed 09/23 | Table Examples | Vitamin 12 | Slides, Demos, Video | 8.5 |
Lab: Project 1
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| Fri 09/25 | Iteration | Vitamin 13 | Slides, Demos, Video | 9, 9.1, 9.2, 9.3 |
Homework 05 (Due Sat 10/03)
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| Mon 09/28 | Chance | Vitamin 14 | Slides, Demos, Video | 9.5, 18.1 | ||
| Wed 09/30 | Sampling | Vitamin 15 | Slides, Demos, Video | 10, 10.1, 10.2 | ||
| Fri 10/02 | Models | Vitamin 16 | Slides, Demos, Video | 10.3, 11.1 |
Homework 06 (Due Thu 10/08)
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| Mon 10/05 | Comparing Distributions | Vitamin 17 | Slides, Demos, Video | 11.1, 11.2 | ||
| Wed 10/07 | Decisions and Uncertainty | Vitamin 18 | Slides, Demos, Video | 11.3 |
Homework 07 (Due Thu 10/15)
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| Fri 10/09 | P-Values | Vitamin 19 | Slides, Demos, Video | 11.4, 12.1, 12.2 | ||
| Mon 10/12 | A/B Testing | Vitamin 20 | Slides, Demos, Video | 11.4, 12.1, 12.2 | ||
| Wed 10/14 | Examples | Vitamin 21 | Slides, Demos, Video | 12.2 |
Lab: Midterm Review, Worksheet (Solutions)
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| Fri 10/16 | Midterm Review | Slides, Demos, Video |
Midterm (7:00 PM - 9:00 PM)
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| Mon 10/19 | Causality | Vitamin 23 | Slides, Demos, Video | 12.3 | ||
| Wed 10/21 | Confidence Intervals | Vitamin 24 | Slides, Demos, Video | 13, 13.1, 13.2 | ||
| Fri 10/23 | Interpreting Confidence | Vitamin 25 | Slides, Demos, Video | 13.3, 13.4 |
Homework 08 (Due Fri 10/30)
(Checkpoint 1 Fri 10/30; Checkpoint 2 Fri 11/06; Due Fri 11/13)
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| Mon 10/26 | Center and Spread | Vitamin 26 | Slides, Demos, Video | 14, 14.1, 14.2 | ||
| Wed 10/28 | The Normal Distribution | Vitamin 27 | Slides, Demos, Video | 14.3, 14.4 |
Lab: Project 2
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| Fri 10/30 | Sample Means | Vitamin 28 | Slides, Demos, Video | 14.5 |
Homework 09 (Due Fri 11/06)
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| Mon 11/02 | Designing Experiments | Vitamin 29 | Slides, Demos, Video | 14.6 | ||
| Wed 11/04 | Correlation | Vitamin 30 | Slides, Demos, Video | 15, 15.1 | ||
| Fri 11/06 | Linear Regression | Vitamin 31 | Slides, Demos, Video | 15.2 |
Homework 10 (Due Fri 11/13)
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| Mon 11/09 | Least Squares | Vitamin 32 | Slides, Demos, Video | 15.3, 15.4 | ||
| Wed 11/11 | Holiday: No class | |||||
| Fri 11/13 | Residuals | Vitamin 33 | Slides, Demos, Video | 15.5, 15.6 |
Homework 11 (Due Sat 11/21)
(Checkpoint Sat 11/21; Due Fri 12/04)
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| Mon 11/16 | Regression Inference | Vitamin 34 | Slides, Demos, Video | 16 | ||
| Wed 11/18 | Classification | Vitamin 35 | Slides, Demos, Video | 17, 17.1, 17.2, 17.3 |
Lab: Project 3
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| Fri 11/20 | Classifiers | Vitamin 36 | Slides, Demos, Video | 17.4 |
Homework 12 (Due Fri 12/04)
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| Mon 11/23 | Updating Predictions | Slides, Demos, Video | 18 | |||
| Wed 11/25 | Holiday: No class | |||||
| Fri 11/27 | Holiday: No class | |||||
| Mon 11/30 | Case Study: Health | Slides, Demos, Video | ||||
| Wed 12/02 | Privacy | Slides, Demos, Video | ||||
| Fri 12/04 | Conclusion | Slides, Video | ||||
| Mon 12/07 | ||||||
| Wed 12/09 | ||||||
| Fri 12/11 | ||||||
| Mon 12/14 | Final Exam |
Final (11:30 AM - 2:30 PM)
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