| Reading | Homework/Rlab | Exam | Final Project |
| Week | Tuesday | Topics | Thursday | Topics |
|---|---|---|---|---|
| 1 | 01/17 | 01/19 | Syllabus What will this class be like? |
|
| 2 | 01/24 | I2R Ch. 0, Ch. 2.6, Ch.
3.3 Rmarkdown (I2R Ch. 8) Importing/Exporting data Work on Rlab 1 (due: 2/3) |
01/26 | I2R Ch. 2–2.2, 2.4–2.5, 3–3.2
(asynchronous) Variables Types Data manipulation |
| 3 | 01/31 |
Central Park Squirrel Census Work on Rlab 1 (due: 2/3) |
02/02 | I2R Ch. 4–4.2
Foundational Visualizations Functions in R |
| 4 | 02/07 | I2R Ch. 4.3–4.5 Work on Rlab 2 (due: 2/17) |
02/09 | I2R Ch. 7.3–7.5 for loops + *apply() functions in R (Dissertation research classroom observation) |
| 5 | 02/14 |
viridis color package
vignette Work on Rlab 2 (due: 2/17) |
02/16 | Find an R style
guide one option Exam review: What would Henry ask on an exam? |
| 6 | 02/21 | Review previous
materials/readings for exam Exam 1 (Units 1 and 2) |
02/23 |
ISL Intro (p. 6–9) &
Ch. 2–2.1.2 (p. 15–24) two population tests simple linear regression |
| 7 | 02/28 | ISL Ch. 2.1.3 – 2.1 (p. 24–29)
& Ch. 3–3.1 (p. 59–71) diagnostics, interpretation Work on Rlab 3: Simple Linear Models (due: 3/08) |
03/02 | Find your own ggplot
guide good intro, not so good intro (but great reference) Work on Rlab 3: Simple Linear Models (due: 03/08) |
| 8 | 03/07 | ISL Ch. 3.2 (p. 71–82)
multiple linear regression diagnostics/checking assumptions |
03/09 | ISL CH. 3.3–3.3.2
(p. 83–92) Work on Rlab 4: Multiple Regression (due: 3/22) |
| 9 | 03/14 | ISL Ch. 3.3.3–3.3 (p. 92–103)
interactions and higher-order terms (Dissertation research classroom observation) |
03/16 | ISL Ch. 3.4–3.5 (p. 103–110)
final project overview Work on Rlab 4: Multiple Regression (due: 3/22) |
| 10 | 03/21 | Scientific method: Statistical errors by Regina
Nuzzo mid-semester survey Exam review: What would Henry ask on an exam? |
03/23 | Review previous
materials/readings for exam Exam 2 (Units 3-4) |
| 11 | 03/28 | spring break | 03/30 | spring break |
| 12 | 04/04 | ISL Ch. 4-4.3
(p. 129-139) logistic regression Exploration (due: 4/5) |
04/06 | ISL Ch 4.6: Generalized Linear
Models + Lab (p. 164-170, 185-189) Work on Rlab 5: GLMs (due: 4/19) |
| 13 | 04/11 | Ch. 4-4.4.3 of Beyond Multiple Linear Regression by
Roback and Legler generalized linear models (Dissertation research classroom observation) 15 min for Final Projects Proposal (due: 4/12) |
04/13 | Ch. 4.6-4.9 of Beyond Multiple Linear Regression by
Roback and Legler Work on Rlab 5: GLMs (due: 4/19) checkin meetings (due: 4/13–4/17) |
| 14 | 04/18 | Chapter 7-7.4 p. 289-301 from Intro. to Stat. Learning generalized additive models 15 min for Final Projects |
04/20 | Chapter 7.5, 7.7 p. 301-304, 306-311 from Intro. to Stat. Learning Work on Rlab 6: GAMs (due: 4/28) |
| 15 | 04/25 | Daniel Larremore
Workshop #4: Giving a Talk Work on Rlab 6: GAMs (due: 4/28) |
04/27 | Golden Donuts Work on Rlab 6 and Final Project |
| 16 | 05/02 | End of year survey for Henry presentations: Group 1, Group 2 |
05/04 | End of year survey for Henry presentations: Group 3, Group 4 |
| 17 | 05/09 | scheduled final exam date (no meeting)
Final Project Report (due: 5/9 12:30pm) |
05/11 |