Review methods used to study functional interactions and networks with rs-fcMRI and how these methods have been used to define developmental changes in network functional connectivity. The implementation of multivariate pattern analysis methods using support vector machine classification and regression has allowed us to make predictions about the maturity of the brains functional network architecture in individuals. The implications of these approaches for understanding typical and atypical development of the brain's functional network architecture will be discussed. (#25986)