Table of Contents:
  • ForewordPrefaceSymbolsChapter 1 Bayesian InferenceChapter 2 Exploratory Analysis of Bayesian ModelsChapter 3 Linear Models and Probabilistic Programming LanguagesChapter 4 Extending Linear ModelsChapter 5 SplinesChapter 6 Time SeriesChapter 7 Bayesian Additive Regression TreesChapter 8 Approximate Bayesian ComputationChapter 9End to End Bayesian WorkflowsChapter 10 Probabilistic Programming LanguagesChapter 11 Appendiceal TopicsGlossaryBibliographyIndex