We will apply computational neurosciences and AI techniques to the diagnosis and treatment of neuropsychiatric disorders such as developmental disorders, mood disorders, schizophrenia, and pain. Specifically, we will contribute to the development and application of (1) biomarkers using machine learning algorithms that can learn from a small number of samples, and (2) advanced neurofeedback based on data-driven selection of intervention targets.