McElreath, R. (2018). Statistical rethinking: A Bayesian course with examples in R and Stan. Chapman and Hall/CRC.

Learn R and project workflow practices:

R Packages and tutorials:

1) brms: Bayesian generalized multivariate non-linear multilevel models using Stan

2) mgcv: Mixed GAM Computation Vehicle with Automatic Smoothness Estimation

3) mgcViz: An R package for interactive visualization of GAM models

4) gratia: ggplot-based graphics and useful functions for GAMs fitted using the mgcv package

5) tidybayes: Bayesian analysis + tidy data + geoms

Cloud computing resources: