Generic topics

Introduction to R and RStudio

Spatial Data and Analyses in R

Working with camera-trap data in R

Course websites

WEC-33806 - Data Science for Ecology

FEM-31806 - Models for Ecological Systems

WEC-31806 - Ecological Methods

Online R resources

*

Using RStudio Projects

RStudio Support

Hands-On Programming with R

Garrett Grolemund

YaRrr! The Pirate’s Guide to R

Nathaniel D. Phillips

Efficient R programming

Colin Gillespie, Robin Lovelace

R Programming for Data Science

Roger D. Peng

Advanced R

Hadley Wickham

R packages

Hadley Wickham

R for Data Science

Hadley Wickham, Garrett Grolemund

Tidy Modeling with R

Max Kuhn, Julia Silge

Intro to GIS and Spatial Analysis

Manuel Gimond

Spatial Data Science with R

Robert J. Hijmans and Jane Elith?

R for Spatial Statistics

Jim Graham

Spatial and Species Distribution Toolboxes

NA

A Very Short Course on Time Series Analysis

Roger D. Peng

Tidy tools for supporting fluent workflow in temporal data analysis

Earo Wang

Advanced Statistical Computing

Roger D. Peng

R for Statistical Learning

David Dalpiaz

Mixed Models with R - Getting started with random effects

Michael Clark

Feature Engineering and Selection - A Practical Approach for Predictive Models

Max Kuhn and Kjell Johnson

The Art of Data Science

Roger D. Peng and Elizabeth Matsui

Practical Data Science - Doing more with your data

Michael Clark

Data Visualization with R

Rob Kabacoff

Exploratory Data Analysis with R

Roger D. Peng

Behavior Analysis with Machine Learning Using R

Enrique Garcia Ceja

Reproducible Science for Busy Researchers - How to Save Time using Literate Programming

Andrew P. Lapointe

A Guide to Reproducible Research

Callum Arnold

Bayesian Basics

Michael Clark

Species-Habitat Associations - Spatial data, predictive models, and ecological insights

Jason Matthiopoulos, John Fieberg, Geert Aarts

Data Science in Education Using R

Ryan A. Estrellado, Emily A. Bovee, Jesse Mostipak, Joshua M. Rosenberg, and Isabella C. Velásquez

Species distribution modeling (raster)

Robert J. Hijmans and Jane Elith

Species distribution modeling (terra)

Robert J. Hijmans and Jane Elith

Navigating through the r packages for movement

Joo et al.