1 Purpose 2 Posterior Predictive Distributions 2.1 Conditional Probability 2.2 Law of Total Probability 2.3 Conditional Independence 2.4 Bayes Theorem 2.5 Bayes with Extra Conditioning 2.6 Deriving the PPD 3 Sampling and Integration 4 Logits, Probabilities and Odds 4.