A rapid growth in computational power and an increasing availability of large, publicly accessible, multimodal data sets present new opportunities for psychology and neuroscience researchers to ask novel questions, and to approach old questions in novel ways. Studies of the personal characteristics, situation-specific factors, and sociocultural contexts that result in the onset, development, maintenance, and remission of psychopathology, are particularly well suited to benefit from machine learn