Instructors: Fahad Kamran and Vinitra Swamy
Lecture: MTWTh 9am-10am, F 9am-11am in 155 Dwinelle
| Date | Topic | Lecture | Reading | Assignment |
| Mon 6/18 | Introduction | Slides, Live, Demos | 1.1, 1.2, 1.3 | |
| Tue 6/19 | Cause and Effect | Slides | Chapter 2 |
Homework 01 (Due Fri 6/22)
|
| Wed 6/20 | Tables | Slides, Live, Demos | Chapter 3 | |
| Thu 6/21 | Data Types | Slides, Live, Demos | Chapters 4, 5 | |
| Fri 6/22 | Building Tables, Census | Slides, Live, Demos | 6.1, 6.2, 6.3, 6.4 |
Homework 02 (Due Tue 6/26)
|
| Mon 6/25 | Charts | Slides, Live, Demos | 7, 7.1 | |
| Tue 6/26 | Histograms | Slides, Live, Demos | 7.2, 7.3 |
Homework 03 (Due Fri 6/29)
|
| Wed 6/27 | Functions | Slides, Live, Demos | 8, 8.1 | |
| Thu 6/28 | Groups | Slides, Live, Demos | 8.2, 8.3 | |
| Fri 6/29 | Joins, Table Examples | Slides, Live, Demos | 8.4, 8.5 |
Homework 04 (Due Tue 7/3)
(Due Sat 7/7)
|
| Mon 7/2 | Iteration | Slides, Live, Demos | 9, 9.1, 9.2, 9.3 |
Lab: Project 1
|
| Tue 7/3 | Chance | Slides, Live, Demos | 9.4, 9.5 |
Homework 05 (Due Sat 7/7)
|
| Wed 7/4 | Holiday (No Lecture) | |||
| Thu 7/5 | Sampling | Slides, Live, Demos | 10, 10.1, 10.2 | |
| Fri 7/6 | Models, Comparing Distributions | Slides, Live, Demos | 10.3, 11.1, 11.2 |
Homework 06 (Due Tue 7/10)
|
| Mon 7/9 | Decisions and Uncertainty | Slides, Live, Demos | 11.3 |
Homework 07 (Due Thu 7/12)
|
| Tue 7/10 | Decisions and Uncertainty Pt. 2 | Slides, Live, Demos | 11.3 | |
| Wed 7/11 | A/B Testing | Slides, Live, Demos | 12.1, 12.2, 12.3 |
Lab: Midterm Review
|
| Thu 7/12 | Review | Slides, Live | ||
| Fri 7/13 | Midterm (9am to 10am) | |||
| Mon 7/16 | The Bootstrap | Slides, Live, Demos | 13, 13.1, 13.2 | |
| Tue 7/17 | Interpreting Confidence | Slides, Live, Demos | 13.3, 13.4 |
Homework 08 (Due Fri 7/20)
(Due Tue 7/24)
|
| Wed 7/18 | Center and Spread | Slides, Live, Demos | 14, 14.1, 14.2 |
Lab: Project 2
|
| Thu 7/19 | The Normal Distribution | Slides, Live, Demos | 14.3, 14.4 | |
| Fri 7/20 | Sample Means, Designing Experiments | Slides, Live, Demos | 14.5, 14.6 |
Homework 09 (Due Tue 7/24)
|
| Mon 7/23 | Correlation | Slides, Live, Demos | 15, 15.1 | |
| Tue 7/24 | Linear Regression | Slides, Live, Demos | 15.2 |
Homework 10 (Due Fri 7/27)
|
| Wed 7/25 | Least Squares | Slides, Live, Demos | 15.3, 15.4 | |
| Thu 7/26 | Residuals | Slides, Live, Demos | 15.5, 15.6 | |
| Fri 7/27 | Regression Inference | Slides, Live, Demos | Chapter 16 |
Homework 11 (Due Tue 7/31)
(Due Sat 8/4)
|
| Mon 7/30 | Classification | Slides, Live, Demos | 17, 17.1, 17.2, 17.3 |
Lab: Project 3
|
| Tue 7/31 | Classifiers | Slides, Live, Demos | 17.4 |
Homework 12 (Due Sat 8/4)
|
| Wed 8/1 | Machine Learning | Slides, Live, Demos |
Lab: Project 3
| |
| Thu 8/2 | Case Studies | Slides, Live, Demos | ||
| Fri 8/3 | Conclusion | Slides | ||
| Mon 8/6 | Review 1 (Pre-Midterm Material) | Slides |
Lab: Final Lab Reviews
| |
| Tue 8/7 | Review 2 (Confidence Intervals, Normal Distribution, Sample Means) | Slides | ||
| Wed 8/8 | Review 3 (Regression, Regression Inference, Classification) | Slides | ||
| Thu 8/9 | Final (5pm to 8pm) |