Rohini Banerjee
Computer Science + Machine Learning @ CMU | Machine Learning Researcher @ Auton Lab
- Role
- Machine Learning Researcher at Cmu Auton Lab
- Location
- San Jose, CA, US
- LinkedIn followers
- 500 followers
About Rohini Banerjee
Hi, I’m Rohini and I’m excited about all things software! I received my B.S. and M.S. in Computer Science, Minor in Statistics at Carnegie Mellon University (CMU). As a goal-oriented, results-driven engineer, I’m passionate about using Computer Science as an interdisciplinary tool to inspire quantifiable change in our technology. Check out my projects below to see my impact or chat with me at rohinibanerjee [dot] rb [at] gmail [dot] com
Experience
Machine Learning Researcher
May 2023 — Present · Pittsburgh, PA, US
RoboTRAC Project• First-author paper titled \"Enhanced Uncertainty Estimation in Ultrasound Image Segmentation with MSU-Net\" has been accepted to the International Medical Image Computing and Computer Assisted Intervention (MICCAI) Conference• Designed and published novel multi-stage deep learning system using PyTorch to improve blood vessel segmentation in trauma patients by over 27.7% during AI-assisted phlebotomy tasks with minimal additional resourcesDARPA STRAPS Project• See our CBS News feature https://shorturl.at/eHHW4• Won 4th place at DTC 2024 competition and awarded Systems Competition IRL Triage Award• Optimized deep learning system of 4+ computer vision algorithms using statistical methods to autonomously process sensor data, reducing prediction error of human heart rate by up to 15%• Led skills team containerizing Python algorithms in Docker environment to deploy in 5 industrial robots and dronesUPMC DART Project• Led CMU Research + UPMC Rheumatology teams in designing SOTA computer vision systems to autonomously predict severity of the debilitating dermatomyositis skin rash condition for 25+ current patients• Contributed unsupervised pretraining approach improving fine-tuning accuracy by over 40%• Successfully defended M.S. thesis on uncertainty-aware AI for clinical decision support https://shorturl.at/gOKPT
Education
Carnegie Mellon University
Master of Science - MS, Computer Science Research Thesis
Carnegie Mellon University
Computer Science, Computer Science
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