Sabina Stefan Oller
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CV

Concise CV for Sabina Stefan Oller, machine learning scientist and computational biologist.

Curriculum vitae

Sabina Stefan Oller, PhD

Machine learning scientist and computational biologist based in Boston, Massachusetts.

Email ↗ LinkedIn ↗ GitHub ↗ Google Scholar ↗

I develop machine learning methods for complex biomedical data, with interests in multimodal and self-supervised learning, transferable representations, interpretable modeling, therapeutic discovery, and precision medicine.

Core areas

Machine learning · deep learning · computational biology · multimodal representation learning · functional genomics · survival modeling · PyTorch · scientific Python

Experience

2022–present

Research Fellow

Dana-Farber Cancer Institute · Boston, MA

Develop AI and machine-learning methods for precision oncology and therapeutic discovery, including multimodal learning for cancer dependency prediction and interpretable modeling for individualized outcome and treatment-effect estimation. Affiliations include Harvard Medical School and the Broad Institute of MIT and Harvard.

2016–2022

Graduate Researcher

Brown University · Providence, RI

Developed deep-learning, simulation, and quantitative-imaging methods for measuring and longitudinally tracking cerebral microvascular structure and function.

2016

Research Intern

International Prevention Research Institute

Education

2022

PhD, Biomedical Engineering

Brown University

2015

BSc (Med) Honours, Bioinformatics

University of Cape Town

2015

BSc, Physics and Applied Mathematics

University of Cape Town

Selected work

2026

AI-based Precision Prognostics and Therapy Personalization for Childhood Brain Tumors

MANTIS: Methylation profiling and Artificial Neural networks for Time-resolved Individualized Survival predictions · public PyTorch implementation and pretrained workflow

2023

Near-lifespan longitudinal tracking of brain microvascular morphology, topology, and flow

Nature Communications

2022

Deep Learning and Simulation for the Estimation of Red Blood Cell Flux

Frontiers in Neuroscience

View selected publications →

This web CV is intentionally concise. A downloadable PDF can be added when the current CV file is available.

© 2026 Sabina Stefan Oller

 

Email · GitHub