The Unfinished Game: Pascal, Fermat, and the Seventeenth-Century Letter that Made the World Modern

The unfinished game tells the story of the development of probability theory. From its early beginnings, on to Gaussian distribution and Bayes theorem all the way up to its central role in modern risk and finance theory. It's an easy read, mostly historical with interesting anecdotes.