Abstract: This chapter contains sections titled: Introduction to exponential families Standard examples of exponential families Graphical models and exponential families Noisy ‘or’ as an exponential family Properties of the log partition function Fenchel Legendre conjugate Kullback-Leibler divergence Mean field theory Conditional Gaussian distributions Notes Exercises: Graphical models and exponential families