With the availability of large amounts of data from observations and simulations of complex phenomena, there is a need for developing rigorous and robust methods for analyzing, modeling, and predicting the state of the system of interest. This Perspective provides an overview of these approaches, presents some meaningful applications in a variety of fields, and discusses future directions.