Instructors: David Wagner and Ani Adhikari
Lecture: MWF 10am-11am
| Week | Lecture Number | Date | Topic | Lecture | Reading | Lab Worksheets | Assignment |
| Week 1 | 1 | Wed 08/25 | Introduction | Slides, Demos, Video | 1.1, 1.2, 1.3 | ||
| 2 | Fri 08/27 | Cause and Effect | Slides, Video | 2 |
Homework 01 (Due Thu 09/02)
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| Week 2 | 3 | Mon 08/30 | Tables | Slides, Demos, Video | 3 | ||
| 4 | Wed 09/01 | Data Types | Slides, Demos, Video | 4, 5 | |||
| 5 | Fri 09/03 | Building Tables | Slides, Demos, Video | 6.1, 6.2 |
Homework 02 (Due Thu 09/09)
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| Week 3 | 0 | Mon 09/06 | Holiday: No class | ||||
| 6 | Wed 09/08 | Census | Slides, Demos, Video | 6.3, 6.4 | |||
| 7 | Fri 09/10 | Charts | Slides, Demos, Video | 7, 7.1 |
Homework 03 (Due Thu 09/16)
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| Week 4 | 8 | Mon 09/13 | Histograms | Slides, Demos, Video | 7.1, 7.2, 7.3 | ||
| 9 | Wed 09/15 | Functions | Slides, Demos, Video | 8, 8.1 | |||
| 10 | Fri 09/17 | Groups | Slides, Demos, Video | 8.2, 8.3 |
Homework 04 (Due Thu 09/23)
(Due Fri 10/01; Checkpoint Fri 09/24)
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| Week 5 | 11 | Mon 09/20 | Joins | Slides, Demos, Video | 8.4 |
Lab: Project 1
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| 12 | Wed 09/22 | Table Examples | Slides, Demos, Video | 8.5 | |||
| 13 | Fri 09/24 | Intro to Iteration | Slides, Demos, Video | 9, 9.1, 9.2 |
Homework 05 (Due Thu 09/30)
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| Week 6 | 14 | Mon 09/27 | Simulation | Slides, Demos, Video | 9.2, 9.3, 9.4 | ||
| 15 | Wed 09/29 | Chance and Sampling | Slides, Demos, Video | 9.5, 10 | |||
| 16 | Fri 10/01 | Empirical Distributions | Slides, Demos, Video | 10.2, 10.3, 10.4 |
Homework 06 (Due Thu 10/07)
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| Week 7 | 17 | Mon 10/04 | Assessing Models | Slides, Demos, Video | 11.1, 11.2 | ||
| 18 | Wed 10/06 | Decisions and Uncertainty | Slides, Demos, Video | 11.2, 11.3, 11.4 | |||
| 19 | Fri 10/08 | A/B Testing | Slides, Demos, Video | 11.4, 12.1 |
Homework 07 (Due Thu 10/14)
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| Week 8 | 20 | Mon 10/11 | Causality | Slides, Demos, Video | 12.2 |
Lab: Midterm Review
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| 21 | Wed 10/13 | Examples | Slides, Demos, Video | 12.3 | |||
| 22 | Fri 10/15 | Midterm Review | Slides, Video |
Midterm (7 PM - 8:30 PM)
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| Week 9 | 23 | Mon 10/18 | Bootstrap | Slides, Demos, Video | 13, 13.1, 13.2 | ||
| 24 | Wed 10/20 | Interpreting Confidence | Slides, Demos, Video | 13.3, 13.4 | |||
| 25 | Fri 10/22 | Center and Spread | Slides, Demos, Video | 14, 14.1, 14.2 |
Homework 08 (Due Thu 10/28)
(Due Fri 11/05; Checkpoint Fri 10/29)
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| Week 10 | 26 | Mon 10/25 | The Normal Distribution | Slides, Demos, Video | 14.3, 14.4 |
Lab: Project 2
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| 27 | Wed 10/27 | Sample Means | Slides, Demos, Video | 14.5 | |||
| 28 | Fri 10/29 | Designing Experiments | Slides, Demos, Video | 14.6 |
Homework 09 (Due Thu 11/04)
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| Week 11 | 29 | Mon 11/01 | Correlation | Slides, Demos, Video | 15, 15.1 | ||
| 30 | Wed 11/03 | Linear Regression | Slides, Demos, Video | 15.2 | |||
| 31 | Fri 11/05 | Least Squares | Slides, Demos, Video | 15.3, 15.4 |
Homework 10 (Due Fri 11/12)
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| Week 12 | 32 | Mon 11/08 | Residuals | Slides, Demos, Video | 15.5, 15.6 | ||
| 33 | Wed 11/10 | Regression Inference | Slides, Demos, Video | 16 | |||
| 34 | Fri 11/12 | Privacy | Slides, Video |
Homework 11 (Due Thu 11/18)
(Due Fri 12/03; Checkpoint Fri 11/19)
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| Week 13 | 35 | Mon 11/15 | Classification | Slides, Demos, Video | 17, 17.1, 17.2, 17.3 |
Lab: Project 3
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| 36 | Wed 11/17 | Classifiers I | Slides, Demos, Video | 17.4 | |||
| 37 | Fri 11/19 | Classifiers II | Slides, Demos, Video | 17.4 |
Homework 12 (Due Thu 12/02)
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| Week 14 | 38 | Mon 11/22 | Decisions | Slides, Demos, Video | 18 | ||
| 0 | Wed 11/24 | Holiday: No class | |||||
| 0 | Fri 11/26 | Holiday: No class | |||||
| Week 15 | 39 | Mon 11/29 | Case Studies | Slides, Video | |||
| 40 | Wed 12/01 | Guest Lecture: Algorithmic Bias | Slides, Video | ||||
| 41 | Fri 12/03 | Conclusion | Slides 1, Slides 2, Video | ||||
| Week 16 | 0 | Mon 12/13 | Final Exam |
Final (8 AM - 11 AM)
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