Instructor: Benjamin LeRoy
TA: Tudor Manole
Many of these documents are similar to those found at Professor Ryan Tibsirani's course website on the same topic.
Compared to last summer's implimentation of this class (and previous classes during the regular semester at CMU) this class had a decent amount of additions. On the more basic side:
ggplot's version of graphics (Lecture 2.2, and after).tidyverse's approach to data frame manipulation (Lectures 3.2, 3.3, 6.2).Roxygen style code documentation early on (Lecture 3.1, and after).
S3 object style (Lecture 4.3). R packages (Lecture 5.2, homework 5 throughly).| Week | Weekday | Date | Topic | Due |
|---|---|---|---|---|
| 1 | Monday | July 1 | Syllabus, Lecture: R Basics | |
| Lecture Notes: (Rmd, html) | ||||
| Tuesday | July 2 | Lecture: Index & Iteration | ||
| Lecture Notes: (Rmd, html) | ||||
| Wednesday | July 3 | Lab: R Basics + | ||
| Lecture: Extra practice | ||||
| Lecture Notes: (Rmd, html) | ||||
| Lecture Notes filled out: (Rmd, html) | ||||
| Thursday | July 4 | Independence Day Holiday | ||
| Friday | July 5 | Lecture: Text Manipulation | Lab 1 (Rmd, html) | |
| Lecture Notes: (Rmd, html) | ||||
| 2 | Monday | July 8 | Lecture: Data Frames and apply | Homework 1 (Rmd, html) |
| Lecture Notes: (Rmd, html) | ||||
| Tuesday | July 9 | Lab: Data Frames and apply | Lab 2.1 (Rmd, html) | |
| Wednesday | July 10 | Hw Review and Lecture: Visualization (ggplot) | ||
| Lecture Notes: (Rmd, html) | ||||
| Thursday | July 11 | Lab: Visualization | Lab 2.2 (Rmd, html) | |
| Friday | July 10 | Lecture: Visualization Theory & Coding Style | ||
| Lecture Notes: (Rmd, html) | ||||
| 3 | Monday | July 15 | Lecture: Functions | Homework 2 (Rmd, html) |
| Lecture Notes: (Rmd, html) | ||||
| Tuesday | July 16 | Lab: Functions | Lab 3.1 (Rmd, html) | |
| Wednesday | July 17 | Hw Review and Lecture: Tidyverse- dplyr | ||
| Lecture Notes: (Rmd, html) | ||||
| Thursday | July 18 | Lab: Tidyverse- dplyr | Lab 3.2 (Rmd, html) | |
| Friday | July 19 | Lecture: Tidyverse- tidyr | ||
| Lecture Notes: (Rmd, html) | ||||
| 4 | Monday | July 22 | Lecture: Simulations | Homework 3 (Rmd, html) |
| Lecture Notes: (Rmd, html) | ||||
| Tuesday | July 23 | Lab: Simulations | Lab 4.1 (Rmd, html) | |
| Wednesday | July 24 | Hw Review and Lecture: Fitting Models | ||
| Lecture Notes: (Rmd, html) | ||||
| Thursday | July 25 | Lab: Fitting Models | Lab 4.2 (Rmd, html) | |
| Friday | July 26 | Lecture: OOP in R | ||
| Lecture Notes: (Rmd, html) | ||||
| 5 | Monday | July 29 | Lecture: Debugging | Homework 4 (Rmd, html) |
| Lecture Notes: (Rmd, html) | ||||
| Tuesday | July 30 | Lab: Debugging | Lab 5.1 (Rmd, html) | |
| Wednesday | July 31 | Hw Review and Lecture: Github | ||
| Lecture Notes: (Rmd, html) | ||||
| Thursday | August 1 | Lab: Github | Lab 5.2 (Rmd, html) | |
| Friday | August 2 | Lecture: R packages | ||
| Lecture Notes: (Rmd, html) | ||||
| 6 | Monday | August 5 | Lecture: Prediction | Homework 5 (Rmd, html) |
| Lecture Notes: (Rmd, html) | ||||
| Tuesday | August 6 | Lab: Prediction | Lab 6.1 (Rmd, html) | |
| Wednesday | August 7 | Hw Review and Lecture: Advanced Computing: Split-Apply-Combine, Parallelization, Deep Learning | ||
| Lecture Notes: (Rmd , (html) | ||||
| Thursday | August 8 | Final Project work time | Friday | August 9 | Graduate Student Panel on Statistical Computing | Final Exam |