Priyanka Mammen
Computer Scientist
Amherst, Massachusetts, United States
Summary
👤
Senior🎓
Top SchoolPriyanka Mammen is a Ph.D. candidate in computer science at UMass Amherst with a decade of experience building scalable, uncertainty-aware ML systems that span multimodal retrieval, data-center resource management, and mobile health sensing. Her research and engineering work has reduced search latency and improved energy efficiency in ML infrastructure while creating generalizable, personalizable health-monitoring models across large populations. She brings strong domain expertise in deep learning, NLP, signal processing, and federated learning, and is fluent in Python, C/C++, MATLAB, TensorFlow, PyTorch and cloud platforms. Comfortable bridging research and production, she focuses on resource-efficient, uncertainty-driven solutions—an approach reflected in projects from sleep and activity detection to bias detection in LLMs and uncertainty-driven load forecasting. Based in Amherst, MA, she combines rigorous academic training with practical deployment experience and an eye for system-level optimization that benefits both users and infrastructure.
10 years of coding experience
Bachelor's Degree, Electrical and Electronics Engineering, Bachelor's Degree, Electrical and Electronics Engineering at Cochin University of Science and TechnologyDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at University of Massachusetts AmherstMaster's Degree, Computational Mathematics, Master's Degree, Computational Mathematics at National Institute of Technology Karnataka
English, Hindi, Malayalam
Github Skills (5)
javascript9
open-source9
placement8
crossword8
kubernetes1
Programming languages (2)
Github contributions (5)
priyankamary/priyanka.github.io
Nov 2018 - Jan 2019
Contributions:15 pushes, 1 branch in 2 months
priyankamary/COMPSCI-630
Oct 2019 - Dec 2019
Public notes, etc. for CMPSCI 630, the UMass CS graduate systems course.
Contributions:6 pushes, 1 branch, 2 comments in 1 month
crosswordnotesgraduateplacementcomputer-architecture
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