Note: This schedule may be updated as the semester progresses. Due dates for the exams and project will not be changed.
| Date |
Lesson |
Slides |
Reading |
Lab |
AE |
HW |
Exam |
Project |
| Week 01 |
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| Wed, May 12 |
Welcome to Data Science |
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| Thu, May 13 |
Meet the Toolkit |
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| Fri, May 14 |
Lab 01: Hello R! |
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Last day for Drop/Add |
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| UNIT 1 |
Collecting, wrangling, & visualizing data |
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| Week 02 |
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| Mon, May 17 |
Data and visualization |
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| Wed, May 19 |
Visualizing different types of data |
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| Thu, May 20 |
Tidy data and data wrangling |
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| Fri, May 21 |
Lab 02: Data wrangling & visualization |
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| Week 03 |
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| Mon, May 24 |
Joining data from multiple sources |
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| Wed, May 26 |
Introduction to probability |
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Homework 01 Assigned |
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| Thu, May 27 |
Conditional Probability |
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| Fri, May 28 |
Lab 03: Nobel laureates |
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| Week 04 |
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| Mon, May 31 |
Memorial Day: No classes |
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| Wed, June 2 |
Confounding and Simpson's Paradox |
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| Thu, June 3 |
Data Science Ethics |
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| Fri, June 4 |
Lab 04: Examining smoking and health outcomes |
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| UNIT 2 |
Making rigorous conclusions |
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| Week 05 |
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| Mon, June 7 |
Estimation via bootstrapping |
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| Wed, June 9 |
Simulation-based testing: Part 1 |
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| Thu, June 10 |
Simulation-based testing: Part 2 |
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| Fri, Jun 11 |
Exam 01 released |
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No lab: work on Exam 01 |
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| Sun, June 13 |
Exam 01 due at 11:59pm |
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| Week 06 |
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| Mon, June 14 |
Lab 05: Bootstrap estimation |
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Final project: introduction |
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| Wed, June 16 |
The Central Limit Theorem |
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| Thu, June 17 |
Inference with the CLT |
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| Fri, June 18 |
Lab 06: Hypothesis testing |
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| Week 07 |
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| Mon, June 21 |
Two-sample inference |
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More than two groups |
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| Wed, June 23 |
NO CLASS |
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Homework 02 Assigned |
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| Thu, June 24 |
NO CLASS |
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| Fri, June 25 |
Lab 07: Two-sample inference |
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| UNIT 3 |
Introductory modeling techniques |
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| Week 08 |
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| Mon, June 28 |
Introducing linear models |
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| Wed, June 30 |
Multiple linear regression (MLR) |
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| Thu, July 1 |
MLR: Inference + conditions |
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| Fri, July 2 |
Lab 08: Regression |
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| Week 09 |
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| Mon, July 5 |
NO CLASS: Independence Day |
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| Wed, July 7 |
Classification |
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| Thu, July 8 |
Text analysis |
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Strings |
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| Fri, July 9 |
No lab: work on Exam 02 |
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Project proposals due at 11:59pm |
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| Sunday, July 11 |
Exam 02 due at 11:59pm |
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| Week 10 |
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| Mon, July 12 |
ANOVA |
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Homework 03 assigned |
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| Wed, July 14 |
Spatial data and visualization |
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| Thu, July 15 |
Web scraping |
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| Fri, July 16 |
Project work day |
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| Week 11 |
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| Mon, July 19 |
Project work day |
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| Tuesday, July 20 |
Project write-ups due at 11:59pm |
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| Wed, July 21 |
Project presentations I |
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| Thu, July 22 |
Project presentations II |
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