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General Information
Full Name | Saurav Sengupta |
Summary | PhD Candidate in the School of Data Science, University of Virginia. Working on healthcare data science with focus on computer vision and explainability. |
Languages | English, Hindi, Bengali |
Education
- 2020-2023 (exp.)
PhD in Data Science
University of Virginia, Charlottesville, VA
- 2018-2019
M.S. in Data Science
University of Virginia, Charlottesville, VA
- 2012-2016
B.E. (Hons.), Electrical and Electronics Engineering
Birla Institute of Technology and Science, Goa, India
Experience
- 2020 - present
Graduate Research Assistant
University of Virginia, Charlottesville, VA
- PhD Mentors - Dr. Donald Brown, Dr. Sana Syed
- Working with National COVID Cohort Collaborative (N3C) on analyzing temporal hospital records using deep learning to predict risk factors contributing to a Long Covid diagnosis.
- Working on N3C queries regarding Long COVID as part of Researching COVID to Enhance Recovery (RECOVER).
- Developed deep learning model to classify Environmental Enteropathy (EE) in pediatric biopsies.
- 2019-2020
Research Data Scientist
Data Science Institute (DSI), University of Virginia
- Part of the Gastroenterology Data Science Lab working on developing deep learning methods for medical imaging applications.
- Classifying gastro-intestinal diseases (Crohn’s, Celiac) using CNN models on high resolution biopsy images using PyTorch.
- Lab received the Litwin IBD Pioneers Program, Crohn’s & Colitis Foundation grant based on work.
- 2018-2019
Graduate Student, Masters of Science in Data Science (MSDS)
Data Science Institute (DSI), University of Virginia
- 2016-2017
Associate Consultant
Capgemini, Hyderabad
Academic Interests
-
Interpretable machine learning for healthcare
- Attention based interpretation of LSTMs
- GradCAM based explanations of Neural Networks
- SHAP explanations
-
Combining Images and Text in histopathology
- Using Pre-trained Vision Transformers for encoding high resolution images.
- Determining an evaluation metric for healthcare report generation problems.
Other Interests
- Hobbies: Progression Fantasy, Science Fiction