Prajwal Singhania

Research Intern at NVIDIA

College Park, Maryland, United States
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Summary

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Senior
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Top School
Prajwal Singhania is a CS PhD student at the University of Maryland specializing in scalable AI training and memory-efficient LLM inference, with nine years of engineering experience spanning research internships at NVIDIA and Microsoft. He graduated top of his class from IIT Kharagpur with a dual B.Tech.+M.Tech. and transitioned from building low-latency trading systems at AlphaGrep to cutting-edge deep learning infrastructure. His work focuses on scaling parallel AI training across large GPU clusters and optimizing inference pipelines for speed and memory, blending systems-level engineering with ML research. Notably, he has hands-on experience deploying production-grade low-latency systems and has applied adaptive quantization ideas during research stints, indicating a knack for practical, performance-driven innovation.
code9 years of coding experience
job1 year of employment as a software developer
bookISC, ISC at Swaraj India Public School, Kanpur
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at University of Maryland
bookBachelor's degree + Master's degree, Computer Science and Engineering, Bachelor's degree + Master's degree, Computer Science and Engineering at Indian Institute of Technology, Kharagpur
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Github Skills (36)

pytorch10
inference10
amd10
cuda10
gpt10
llm9
tpu9
llama9
mlops9
llmops9
transformer9
xpu8
evaluation8
parallel-computing7
evaluation-framework7

Programming languages (5)

C++TeXJavaScriptPythonCuda

Github contributions (5)

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Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
Contributions:2 PRs, 14 pushes, 1 branch in 4 years 2 months
templategithub-pages-templatemmistakesmistakesjekyll
hpcgroup/loki

Oct 2024 - Feb 2025

Algorithms for approximate attention in LLMs
Contributions:1 review, 2 PRs, 2 pushes in 4 months
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Prajwal Singhania - Research Intern at NVIDIA