Bookmark Collection

A collection of interesting links featuring open-access books, tutorials, and articles on data analysis, data visualization, and reproducible workflow.

R+

Big Book of R by Oscar Baruffa.
R for Data Science by Hadley Wickham and Garrett Grolemund.
R Packages by Hadley Wickham and Jenny Bryan.

Git and GitHub

Happy Git with R by Jenny Bryan.
Notes on Git and GitHub by Daniel Czarnievicz.

Write thesis in R Markdown

A great tutorial by Anna Chirumbolo.
Another great tutorial by Rosanna van Hespen.

Bayesian data analysis

Doing Bayesian Data Analysis by John Kruschke.
- (Re)Doing Bayesain Data Analysis by R Pruim.
- Doing Bayesian Data Analysis in brms and the tidyverse by A Solomon Kurz.
Statistical Rethinking by Richard McElreath.
- Statistical rethinking with brms, ggplot2, and the tidyverse by A Solomon Kurz.

Data visualization

Fundamentals of Data Visualization by Claus O. Wilke.
Data Visualization by Kieran Healy.
R Graphics Cookbook by Winston Chang.

Reproducible reports

Reproducible Research Tutorial Series and YouTube channel by Riffomonas.
initial steps toward reproducible research by Karl Broman.

General