Note: This schedule may be updated as the semester progresses, with all changes documented here. Due dates for the exams and project will not be changed.
Aug. 14 important change: The live lecture sessions on Sep. 10, Sep. 24, Oct. 8, Oct. 22, and Nov. 12 will be rescheduled for 5:30PM instead of 3:30PM. The live session recordings will still be released immediately after class.
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Date |
Activity |
Slides |
Lab |
HW |
Project |
| Week 01 |
Mon, Aug 17 |
No lab |
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Tue, Aug 18 |
Lec 01: Introduction |
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Thu, Aug 20 |
Lec 02: The nature of data |
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| Week 02 |
Mon, Aug 24 |
Lab 01: Introducing the toolkit |
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Tue, Aug 25 |
Lec 03: Basics of probability |
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Thu, Aug 27 |
Lec 04: Bayes' rule |
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| Week 03 |
Mon, Aug 31 |
Lab 02: Visualizing data with ggplot2 |
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Tue, Sep 01 |
Lec 05: Diagnostic testing |
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Thu, Sep 03 |
Lec 06: Discrete random variables |
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| Week 04 |
Mon, Sep 07 |
Lab 03: Probability distributions |
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Tue, Sep 08 |
Lec 07: Continuous random variables |
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Thu, Sep 10 |
Bonus lecture: Data science ethics |
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| Week 05 |
Mon, Sep 14 |
No lab |
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Tue, Sep 15 |
Midterm Review 01: Lectures 01 - 07 |
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Thu, Sep 17 |
Exam 01: Lectures 01 - 07 |
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| Week 06 |
Mon, Sep 21 |
Lab 04: Wrangling data with dplyr |
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Tue, Sep 22 |
Lec 08: The Central Limit Theorem |
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Thu, Sep 24 |
Lec 09: Confidence intervals |
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| Week 07 |
Mon, Sep 28 |
Lab 05: Code style |
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Tue, Sep 29 |
Lec 10: The hypothesis testing framework |
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Thu, Oct 01 |
Lec 11: Comparing two means |
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| Week 08 |
Mon, Oct 05 |
Lab 06: Visualizing spatial data |
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Tue, Oct 06 |
Lec 12: ANOVA and multiple testing |
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Thu, Oct 08 |
Lec 13: Categorical data analysis |
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| Week 09 |
Mon, Oct 12 |
Lab period: Project introduction |
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Tue, Oct 13 |
Lec 14: Power and sample size calculations |
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Thu, Oct 15 |
Lec 15: Non-parametric tests |
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| Week 10 |
Mon, Oct 19 |
Lab 07: Functions and automation |
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Tue, Oct 20 |
Bonus lecture: Clinical trials |
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Thu, Oct 22 |
Midterm Review 02: Lectures 08 - 15 |
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| Week 11 |
Mon, Oct 26 |
No Lab |
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Tue, Oct 27 |
Exam 02: Lectures 08 - 15 |
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Thu, Oct 29 |
Lec 16: Comparing two continuous variables |
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| Week 12 |
Mon, Nov 02 |
Lab 08: Visualizing text data |
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Tue, Nov 03 |
Lec 17: Intro to linear regression |
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Thu, Nov 05 |
Lec 18: Linear regression (continued) |
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| Week 13 |
Mon, Nov 09 |
Lab 09: Cross-validation |
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Tue, Nov 10 |
Lec 19: Logistic regression |
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Thu, Nov 12 |
Lec 20: Intro to survival data |
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| Week 14 |
Mon, Nov 16 |
Lab period: Project work day |
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| Week 15 |
Tue, Nov 24 |
Exam 03: Lectures 16 - 20 |
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