Awesome Resources

My personal collection of useful resources

I have curated my personal awesome collection of useful resources, which I find useful in my work and/or my daily life.

1 R

Data Viz

• R Graph Gallery
• CÉDRIC SCHERER
• Graphic Design with ggplot2

Data science

• R for Data Science

• Hands-on Programming with R

• Tidy modelling with R

• Tidy models

• A modern dive into R and the tidyverse

• Feature engineering and selection

• Exploring Modeling with Data and Differential Equations Using R

• Deep Learning MIT

• Applied Predictive Modelling By Max Kuhn and Kjell Johnson

Shiny

• Awesome shiny extensions

• Mastering Shiny

• Engineering Production-Grade Shiny Apps

• Outstanding User Interfaces with Shiny

• JavaScript for R

• Refactoring UI

• The Shiny AWS Book

• JavaScript 4 Shiny - Field Notes

• Shiny Dev Series

• RStudio’s Shiny Tutorials

Git

• Happy Git with R

Programming

• Efficient R programming

2 Statistics

• Data Science in A Box

• Intro to Modern Statistics

• OpenIntro Project

• Stat 545

• Improving Your Statistical Inferences

• Statistical Rethinking [YouTube]

• Statistical tools for high-throughput data analysis

• Datanovia

• Awesome statistics

• Awesome data science

• PyData Global Bayesian Decision Analysis

• Think Bayes 2 by Allen B. Downey

• Algorithms, 4th Edition

3 Epidemiology

• Epidemiologist R handbook

• R for Epidemiology

• Population Health Data Science with R

• Epidemiology with R

• STA427_SM4IDE Statistical Methods in Infectious Disease Epidemiology

• Research Design in the Social Sciences

4 Others

• Modern Statistics for Modern Biology
• An R Companion for the Handbook of Biological Statistics

5 Platforms

• BOOKDOWN

• Quarto Gallery

• Leanpub

• Data Carpentry

6 Credits:

• Featured photo from Pexels: Portrait Photo of Excited Man in Blue T-shirt Standing In Front of White Background by Andrea Piacquadio