original_query: What is the relationship between Bayes' theorem and the posterior probability distribution?
query: What is the relationship between Bayes' theorem and the posterior probability distribution?
answer: According to Bayes' theorem, the posterior probability distribution for quantities of interest is proportional to the product of a prior distribution for the quantities and a likelihood function.