Gives a systematic exposition of the modern theory of Gaussian measures. This work presents fundamental facts about finite and infinite dimensional Gaussian distributions. It covers topics including linear properties, convexity, linear and nonlinear transformations, and applications to Gaussian and diffusion processes.