This book walks you through learning probability and statistics from a Bayesian point of view. The book also:
From an introduction to probability theory through to frameworks for doing rigorous calculations of probability, it discusses Bayes' Theorem before illustrating how to use it in a variety of different situations with data addressing social and psychological issues.