Books
Bayesian Cognitive Modeling: A Practical Course (2014) by Michael Lee and Eric-Jan Wagenmakers. Stan code available
Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan (2014) by John Kruschke
Statistical rethinking: A Bayesian course with examples in R and Stan (2020) by Richard McElreath
Courses Handouts
Mark Lai’s course handouts for PSYC 621 class
Lei Zhang’s BayesCog_v0.2 workshop on Bayesian statistics and cognitive modeling