Intro Stats

• ​Statistical inference for everyone - a free online textbook (and python module) for learning basic stats
• ​An Introduction to Statistical Learning with Applications in R - lets call this 'Intermediate'
• ​A little book of R for bioinformatics - From scratch, get-up-and-go guide. Good for beginners.
• PCA
  • ​How to think about PCA
  • ​Creative application of PCA to t-shirts, and ​dresses. Really cool.
  • ​A Beginner’s Guide to Eigenvectors, PCA, Covariance and Entropy

Bayesian

• ​Bayesian vs frequentist thinking.
• ​Thorough but gentle introduction to bayesian inference and MCMC
• ​Creative application of ABC. How many socks does Karl Broman have?
• ​Introduction to statistical data analysis in Python – frequentist and Bayesian methods

GWAS

• ​Great intro to history, methods, and application of GWAS