Diverse DOE instruments can capture images as part of materials sciences and biosciences experiments. In order to obtain information about material compositions and functions, we construct analysis and machine learning algorithms to process multi-dimensional arrays representing realizations of deterministic and stochastic processes by exploring parameter spaces that underlie materials makeup, synthesis, and processing.