Resources

Online Textbooks

• Think Stats, Allen B. Downey
• Think Stats 2e, Allen B. Downey
• Think Bayes Allen B. Downey.

Lecture Notes

• MIT open courseware Introduction to Probability & Statistics. Classical approach, but covers the Frequentist vs Bayesian very well!
• Graphical Models slides (pdf)

Historical Perspective

• The Theory That Would Not Die: How Bayes’ Rule Cracked the Enigma Code, Hunted Down Russian Submarines, and Emerged Triumphant from Two Centuries of Controversy. Sharon Bertsch McGrayne.
• Bayesian Methods in the Search for MH370

Videos

• Simpson’s Paradox. How statistics can be misleading - Mark Liddell
• Lies, damed lies and statistics (about TEDTalks)

Tutorials

• MCMC for Bayesian Posterior

Demo

• Notebook for the Lighthouse Problem