The course book is Gelman, Carlin, Stern, Dunson, Vehtari, and Rubin. Bayesian Data Analysis, 3rd ed, Chapman & Hall/CRC, 2013. Publisher's webpage for the book (25% discount and free shipping using promo code GZP50 or HZP24. Please email the lecturer if the promo code has expired). Errata for 3rd edition.
The course covers Chapters 1-7,9-12.
3rd edition has updated and new material, and thus 2nd (or 1st) edition of the book is not recommended to be used in this course.