Advances in imaging technologies have enabled superbly fine-resolution in-vivo examination of the human brain. We are developing deep learning, statistical, and optimization frameworks to aid in the interpretability of the brain and cognition through methods for discovering the relationship between input images and brain responses and how the functional and structural networks interrelate.