Lin611 - Spring 2023
  • Syllabus
  • Schedule
  • Class Notes
  1. Schedule
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  • Schedule

Schedule

The topics and readings listed here are the tentative schedule for the course. We may find, in the room, that some topics will take longer than initially scheduled.

Week Dates Topics Readings Supplementary Resources Notes
1 Jan 10,12 Onboarding Github Onboarding with RStudio

R4DS: RMarkdown

Quarto Tutorial: Hello Quarto

Quarto Tutorial: Computations

Quarto Tutorial: Authoring

2 Jan 17, 19 Introduction to R Winter, Ch 1

Hands-On Programming with R, Chapter 2

2017 LSA Course: Introduction to R

Chapter 1 blog due Friday
3 Jan 24, 26 Tidyverse and Workflows Winter, Ch 2

R4DS, Tidy Data

R4DS, Data-visualization

2017 LSA Course: Data Frames

2017 LSA Course: Split-Apply-Combine

2017 LSA Course: ggplot2

tidyr cheat sheet (pdf)

dplyr cheat sheet (pdf)

ggplot2 cheat sheet (pdf)

4 Jan 31, Feb 02 Tidyverse and Workflows (part 2) Winter, Ch 2 Chapter 2 blog due Friday
5 Feb 07, 09 Descriptive Statistics, Models, and Distributions Winter, Ch3 R4DS, Exploratory Data Analysis Chapter 3 blog due Friday
6 Feb 14, 16 Intro to Linear Models Winter Ch4

R4DS: Model Basics

2017 LSA Course: Fitting Linear Models

Chapter 4 blog due Friday
7 Feb 21, 23 Correlations and Transformations Winter Ch5

R4DS: Model Basics

2017 LSA Course: Fitting Linear Models

Chapter 5 blog due Friday
8 Feb 28, Mar 02 Multiple Regression Winter Ch6

R4DS: Model Basics

2017 LSA Course: Fitting Linear Models

Chapter 6 blog due Friday
9 Mar 07, 09 Categorical Predictors Winter Ch7 forcats cheat sheet (pdf)

Chapter 7 blog due Friday

Midterm Project Due

Spring Break Mar 14, 16 No class No Class
10 Mar 21, 23 Interactions and Non-Linear Effects Winter Ch 8 Sóskuthy (2017) Chapter 8 blog due Friday
11 Mar 28, 30 Inferential Statistics Winter Ch 9,10

Winter Ch 11

Visualizing Cohen’s d

Kirby & Sonderegger (2018)

Chapter 9, 10 blog due Friday
12 Apr 04, 06 Mixed Models Winter Ch 14 2017 LSA Course: Mixed Effects Models Chapter 14 blog due Friday
13 Apr 11, 13 Mixed Models Winter Ch 15 2017 LSA Course: Model Comparison and Bootstrapping Chapter 15 blog due Friday
14 Apr 18, 20 Generalized Linear Models Winter Ch 12 Winter Ch 13 Chapter 12 blog due Friday
15 Apr 25 Review & Outlook Winter Ch 16
Finals May 04 Final Project Due

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