Alumni
Joseph Paul Cohen
Educational Background
PhD from University of Massachusetts, Boston
Time Spent in the Group: 1 year postdoc
Research Focus
Clinical trajectory representation learning with deep learning, counterfactuals and neural network model interpretability and building a library for chest X-ray deep learning research – TorchXRayVision.
Non-Academic Interest
Hiking in search of magnificent views and board games!
Position after MIMI Group: Machine Learning Research Engineer at Butterfly Network (point-of-care ultrasound solutions).
Jeffrey Dominic
Educational Background
University of Michigan (BS/MS)
Time Spent in the Group: 1 and 1/2 years
Research Focus
During my time in the group, I focused on evaluating the effectiveness of inpainting-based pretext tasks for self-supervised tissue segmentation, and measuring the effect of different design choices on downstream segmentation performance.
Non-Academic Interest
I enjoy playing sports, especially badminton.
Position after MIMI Group: Applied Scientist at Amazon
Isabel Gallegos
Educational Background
B.S. Candidate, Computer Science, Stanford University
Research Focus
I am focused on building multimodal, multi-task machine learning models to predict disease diagnoses, in addition to developing uncertainty metrics for these models.
Non-Academic Interests
Outside of school, I love baking, photography, hiking, and spending time outdoors.
Position after MIMI Group: PhD Candidate, Computer Science, Stanford Unversity (with fellowships from the Knight-Hennessy Program, National Science Foundation, and Hertz Foundation.
Beliz Gunel
Educational Background
MS, Electrical Engineering, Stanford University
BS, Electrical Engineering & Computer Science, University of California, Berkeley
Research Focus
I am broadly in developing machine learning methods for medical imaging & natural language processing that leverage the structure of the underlying data and domain knowledge; and building data-efficient machine learning systems that are robust to distribution drifts.
Non-Academic Interests
Outside of work, I enjoy playing the guitar and singing, comedy shows, playing tennis, swimming, and running.
Position after MIMI Group: Research Scientist, Google AI
Michael Ko
Educational Background
BA, Psychology, Stanford University, 2020
MS, Statistics, Stanford University, 2020
Research Focus
I am broadly interested in human pose estimation for biomechanical analysis using semi-supervised and generative deep learning methods.
Non-Academic Interest
Running, Cooking, Board Games
Position after MIMI Group: MD/PhD Candidate, University of California - San Diego
Elka Rubin
Educational Background
Oberlin College (BS Biology/PreMed)
Time Spent in the Group: 3 years, 2 months
Role in the Group: Life Science Research Professional
Position after MIMI Group: Medical Student at University of Arizona, Tucson
Andrew Schmidt
Educational Background
ME, Biomedical Engineering, University of British Columbia (2019)
BS, Bioengineering, Santa Clara University (2017)
Research Focus
Combining MR imaging and biomechanics to better characterize mobility related diseases and disorders and develop metrics to inform clinical rehabilitation. Also, evaluating generalizability of deep learning segmentation algorithms to help develop clinically relevant AI tools and allow academic researchers to efficiently analyze large datasets.
Non-Academic Interest
Outdoor activities such as skiing, surfing, and hiking. I also enjoy training in Brazilian Jiu Jitsu and traveling.
Position after MIMI Group: MD/PhD Candidate, University of California - San Diego
Rogier van der Sluijs, MD, PhD
Educational Background
MD,
PhD,
MSc Epidemiology,
Research Focus
My research focuses on the efficient use of unlabeled data for representation learning through self-supervised learning. My main clinical interests are mammography and breast tomosynthesis.
Non-Academic Interest
Everything outdoors: snowboarding, running, biking, hiking, and more!
Position after MIMI Group: Radiology Resident, UMC Utrecht
Ben Viggiano
Educational Background
MS Student, Biomedical Informatics, Stanford University
BS, Biomedical Engineering and Computer Science, University of Wisconsin, Madison
Research Focus
Contributing to the development of deep learning detection methods in medical images.
Non-Academic Interest
I like to mess around with photography, UAVs, 3D printing, and open source coding projects!
Position after MIMI Group: PhD Candidate, Biomedical Informatics, Stnaford University.