Utility-Based Learning from Data" provides a pedagogical, self-contained discussion of probability estimation methods via a coherent approach from the viewpoint of a decision maker who acts in an uncertain environment. The text sheds light on popular statistical learning approaches, connecting ideas from information theory, statistics, and finance.