Resources

Hopefully one day this page becomes a vast ocean of resources for learning data science and all things programming.

Books about data science with R

• R for Data Science

• R for Data Science Exercise Solutions

• Advanced R

• R Packages

• What They Forgot to Teach You About R

• Functional Programming

• Mastering Shiny

• Mastering Software Development in R

• Hands-On Machine Learning with R

• R Markdown: The Definitive Guide

• Text Mining with R

• Forecasting: Principles and Practice

• Feature Engineering and Selection

• Interactive web-based data visualization with R, plotly, and shiny

• Happy Git and GitHub for the UseR

• Mastering Spark with R

R programming concepts

Tidy eval

• Programming with dplyr

• Using ggplot2 in packages

Packages

• tidyverse - all the things

• tidymodels - a modeling framework that follows the same design principles and philosophies as the tidyverse

• [plumber] - build web APIs with R code

Web stuff

• HTTP (docs)

JavaScript

• fetch API (YouTube video)

• promises (YouTube video)

• async & await (YouTube video)

Cheat Sheets

• R Programming