Reading list

Topic Reading
100 Introduction Chapters 1, 2, 5 of Programming Skills for Data Science
Chapters 1, 2, 14 of R for Data Science
110 R programming Chapters 6, 7, 8 of Programming Skills for Data Science
Chapters 15, 16, 17 of R for Data Science
200 Data wrangling: Selection and manipulation Chapters 9, 10, 11 (excl. 11.5) of Programming Skills for Data Science
Chapters 8, 10 (excl. “join”) of R for Data Science
210 Data wrangling: Table operations Chapters 11.5, 12 of Programming Skills for Data Science
Chapters 9, 10 (“join” section) of R for Data Science
220 Data wrangling: Reproducibility Chapters 3, 4, 18 of Programming Skills for Data Science
Chapter 21 of R for Data Science
See also, Reproducible Research with R and R Studio
300 Data analysis: Exploratory data analysis Chapters 15, 16 of Programming Skills for Data Science
Chapters 4, 5 of Discovering Statistics using R
310 Data analysis: Comparing data Chapters 9, 10, 18 of Discovering Statistics using R
320 Data analysis: Regression models Chapter 7 of Discovering Statistics using R
Chapter 6 of Machine Learning with R
400 Machine learning: Unsupervised Chapters 9, 10, 11 of Machine Learning with R
410 Machine learning: Supervised Chapters 3, 7 of Learning with R