Gayathri Mohankumar
- Role
- Senior Data Scientist, Computer Vision at AstraZeneca
- Location
- Washington, DC, US
- LinkedIn followers
- 500 followers
About Gayathri Mohankumar
As an AI scientist specializing in healthcare and life sciences, I am passionate about…
Experience
Senior Data Scientist, Computer Vision
Dec 2019 — Present
Identified novel targets in early therapy areas using registration, 3D reconstruction and interpretable machine learning techniques by combining diverse information from IHC, H&E and mass spectrometry data from disease models Built and interpreted deep learning models using transfer learning and SHAP approaches to integrate novel digital biomarkers such as retinal fundus images for cardiac and chronic kidney disease studies Spearheaded a companywide QC digital pathology taskforce initiative and developed self-supervised deep learning models for artifact detection using python and HALO AI reducing the cost by 500K Collaborated with diverse non-technical groups to scope 5+ projects to aid patient stratification, enhance disease understanding, and identify treatment responders from idea to technical plan and presented insights to key stakeholders and leadership team Organized data science symposiums (600+ participants) and hackathons (20+ teams) to enable cross learning and collaboration
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