datascienceresources

Data Science Resources

Mehrgol Tiv

Check out this data demo I developed for language scientists to practice introductory stats & data science in R.

I am constantly expanding this list! If you have suggestions for resources that can be added to this list (blogs/tutorials/workshops you have created or found), please hit me up.

General

• R for Data Science
• Quantitative Methods for Linguistic Data
• R Markdown: The Definitive Guide
• R Packages
• Introduction to Open Data Science
• R Open Sci
• Introduction to R
• Introductory Statistics
• R Companion for the Handbook of Biological Statistics
• Experiment Design & Analysis
• Danielle Navarro’s Entire Website
• Julia Silge’s Data Science Blog
• Shiny App
• Swirl Stats
• Stat 545 Data Wrangling in R
• Installing R and R Studio
• Effect Size Statistics
• Robust Regression

Visualization

• My ggplot2 tutorial
• ggplot2 in Rpubs
• R Graph Gallery
• Getting started with data visualization in R
• ggplot2 tutorial for beginners
• Beautiful plotting in ggplot2
• Above all else, show the data
• ggplot2 colors
• ggplot 2 linetypes
• ggpubr
• Introduction to ggraph
• Tufte in R
• Color Palette Generator

Networks

• Intro to ggraph
• Network Visualizations in R
• Network Analysis & Visualization in R w/ igraph
• Tidygraph & igraph
• Network Visualization with R
• Intro to ggraph
• egor
• Basic Network Analysis
• Borgatti’s Ego Network Analysis slides
• Applied SNA with R
• Preparing Network Data in R
• Statnet & ERGM tutorials in R

Version Control (Git)

• Happy Git
• Linking existing Git/R
• Linking Git and R
• R Studio Git tab disappears