  This report describes my research activities in the Hasso Plattner Institute
and summarizes my Ph.D. plan and several novels, end-to-end trainable
approaches for analyzing medical images using deep learning algorithm. In this
report, as an example, we explore different novel methods based on deep
learning for brain abnormality detection, recognition, and segmentation. This
report prepared for the doctoral consortium in the AIME-2017 conference.
