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