Instructors: Ellen Persson and Kevin Miao
Lecture: Mon-Thu 10am-11am, Fri 10am-12pm in 155 Dwinelle
| Week | Lecture Number | Date | Topic | Lecture | Reading | Lab Worksheets | Assignment |
| Week 1 | 1 | Tue 06/21 | Introduction | Slides, Demos, Video | 1.1, 1.2, 1.3 |
Homework 01 (Due Fri 06/24)
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| 2 | Wed 06/22 | Cause and Effect | Slides, Video | 2 | |||
| 3 | Thu 06/23 | Tables | Slides, Demos, Video | 3 | |||
| 4 | Fri 06/24 | Data Types, Building Tables, Census | Slides, Additional Materials, Demos, Video | 4, 5, 6 |
Homework 02 (Due Tue 06/28)
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| Week 2 | 5 | Mon 06/27 | Functions | Slides, Demos, Video | 8, 8.1 | ||
| 6 | Tue 06/28 | Charts | Slides, Demos, Video | 7, 7.1 |
Homework 03 (Due Fri 07/01)
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| 7 | Wed 06/29 | Histograms | Slides, Demos, Video | 7.2, 7.3 | |||
| 8 | Thu 06/30 | Conditionals and Iteration | Slides, Demos, Video | 9, 9.1, 9.2 | |||
| 9 | Fri 07/01 | Groups, Pivots and Joins | Slides, Demos, Video | 8 |
Homework 04 (Due Tue 07/05)
(Due Fri 07/08; Checkpoint Wed 07/06)
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| Week 3 | 0 | Mon 07/04 | Holiday: No class | ||||
| 10 | Tue 07/05 | Chance | Slides, Demos, Video | 9.2, 9.3, 9.4 |
Homework 05 (Due Fri 07/08)
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| 11 | Wed 07/06 | Sampling | Slides, Demos, Video | 9.5, 10 | |||
| 12 | Thu 07/07 | Models | Slides, Demos, Video | 10.2, 10.3, 10.4 | |||
| 13 | Fri 07/08 | Comparing Distributions, Decisions and Uncertainty | Slides, Demos, Video | 11 |
Homework 06 (Due Tue 07/19)
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| Week 4 | 14 | Mon 07/11 | A/B Testing | Slides, Demos, Video | 11.4, 12.1 | ||
| 15 | Tue 07/12 | Causality | Slides, Demos, Video | 12.2 | |||
| 16 | Wed 07/13 | Examples | Slides, Demos, Video | 12.3 |
Lab: Midterm Review
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| 17 | Thu 07/14 | Midterm Review | Slides, Video | ||||
| 0 | Fri 07/15 | Midterm Exam (10AM - 12PM) | |||||
| Week 5 | 18 | Mon 07/18 | Confidence Intervals | Slides, Demos, Video | 13, 13.1, 13.2 | ||
| 19 | Tue 07/19 | Interpreting Confidence | Slides, Demos, Video | 13.3, 13.4 |
Homework 07 (Due Fri 07/22)
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| 20 | Wed 07/20 | Center and Spread | Slides, Demos, Video | 14, 14.1, 14.2 | |||
| 21 | Thu 07/21 | The Normal Distribution | Slides, Demos, Video | 14.3, 14.4 | |||
| 22 | Fri 07/22 | Sample Means, Designing Experiments | Slides, Demos, Video | 14.5, 14.6 |
Homework 08 (Due Tue 07/26)
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| Week 6 | 23 | Mon 07/25 | Correlation | Slides, Demos, Video | 15, 15.1 | ||
| 24 | Tue 07/26 | Linear Regression | Slides, Demos, Video | 15.2 |
Homework 09 (Due Fri 07/29)
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| 25 | Wed 07/27 | Least Squares | Slides, Demos, Video | 15.3, 15.4 | |||
| 26 | Thu 07/28 | Residuals | Slides, Demos, Video | 15.5, 15.6 | |||
| 27 | Fri 07/29 | Regression Inference | Slides, Additional Materials, Demos, Video | 16 |
Homework 10 (Due Tue 08/02)
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| Week 7 | 28 | Mon 08/01 | Classification | Slides, Demos, Video | 17, 17.1, 17.2, 17.3 | ||
| 29 | Tue 08/02 | Classifiers | Slides, Demos, Video | 17.4 |
Homework 11 (Due Fri 08/05)
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| 30 | Wed 08/03 | Updating Probabilities | Slides, Demos, Video | 18 |
(Due Wed 08/10; Checkpoint Mon 08/08)
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| 31 | Thu 08/04 | Case Study: Health | Slides, Demos, Video | ||||
| 32 | Fri 08/05 | Advanced Prediction & Education Case Study | Slides, Demos, Video |
Homework 12 (Due Fri 08/12)
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| Week 8 | 33 | Mon 08/08 | Privacy | Slides, Video |
Lab: Final Review
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| 34 | Tue 08/09 | Review | Slides, Video | ||||
| 35 | Wed 08/10 | Review | Slides, Video | ||||
| 36 | Thu 08/11 | Conclusion | Slides, Video | ||||
| 0 | Fri 08/12 | Final Exam (10AM - 1PM) |