Home

This Wiki will serve as a useful resource for tools associated with class lectures and labs. Keep checking as it is updated.

Required tools for the course

R (version 3.4.3)
Jupyter Notebooks
A Github Account

Useful support tools

RStudio: A better interactive environment than the R console
GitKraken: A GUI interface for Github.
Jupyter Themes: Spruce up your notebook style. Pure aesthetics.
Latex Math Symbols Cheatsheet

Useful tutorials

Math

Math for statistics, generally
Linear algebra review
Calculus cheatsheet
Calculus from a statistics perspective

Programming and version control

How to use a command line
Learn R in R using swirl: Learn how to use R using a package in R.
Video tutorial for how to integrate R with Jupyter
Interacting with the Open Science Framework in R
Video tutorial for Github | The git parable
Jupyter And R Markdown: Notebooks With R
Markdown text cheatsheet
How to Teach Programming (and Other Things)
More on reproducible and collaborative data science (in Python this time)
MCMC without all the bullshit

Data Visualization

Advice for visualizing 2-way interactions
How to plot neuroimaging data using ggplot with ggBrain

Useful online books

Fundamentals of Data Visualization
A whirlwind tour of Python

Advice

On how to learn hard things