Website: https://oliviergimenez.github.io/bayesian-stats-with-R/
Material: https://github.com/oliviergimenez/bayesian-stats-with-R
Language: English (with strong French accent)
Program:
00:00 An introduction to Bayesian inference
55:19 The likelihood
1:44:40 Bayesian analyses by hand
2:17:21 A detour to explore priors
4:08:27 Markov chains Monte Carlo methods (MCMC)
5:40:05 Bayesian analyses in R with the Jags software
8:02:27 Contrast scientific hypotheses with model selection
8:19:43 Heterogeneity and multilevel models (aka mixed models)
Learning objectives:
+ Try and demystify Bayesian statistics, and MCMC methods
+ Make the difference between Bayesian and Frequentist analyses
+ Understand the Methods section of a paper that does Bayesian stuff
+ Run Bayesian analyses with R (in Jags)