Sangwu Lee

Machine Learning Engineer at krea.ai

City of Rochester, New York, United States
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Summary

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Senior
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Sangwu Lee is a machine learning engineer with nine years of experience delivering production-grade AI systems and research-driven ML solutions. He is currently shaping AI at krea.ai, after prior roles spanning Carnegie Mellon University and the University of Rochester where he bridged research, deployment, and product in medical AI and multimodal work. At CMU, he finetuned HuggingFace transformers across thousands of hours of training and achieved state-of-the-art accuracy on multimodal datasets, while developing a novel vision-language model that reduced parameters by 10x and inference costs by 15x. At the University of Rochester, he trained 250k+ models on an HPC cluster, built a Next.js-based dataset platform (Prisma, Tailwind, PlanetScale, Clerk), and deployed multiple ML services with FastAPI and Docker, driving 500% dataset growth. He is Open ML Research founder and founding engineer at QuizardAI, actively contributing to open ML research and tooling. Based in Rochester, NY, he combines a strong math plus CS foundation with hands-on leadership in AI development from research to production.
code9 years of coding experience
job8 years of employment as a software developer
bookBachelor of Science - BS, Mathematics and Computer Science, Freshmen, Bachelor of Science - BS, Mathematics and Computer Science, Freshmen at University of Rochester
bookComputer Science, Computer Science at UWC-USA
languagesEnglish, Japanese, Korean, Spanish
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Github Skills (62)

generative-adversarial-network9
siggraph9
sketch9
lora8
react8
meteor-package8
callable8
equinox8
react-native7
ddp7
finetuning7
react-navigation7
computer-vision7
deep-learning6
fine-tuning6

Programming languages (4)

TypeScriptSCSSJavaScriptPython

Github contributions (5)

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RE-N-Y/RE-N-Y.github.io

Jun 2016 - Jan 2018

Contributions:118 pushes, 1 branch in 1 year 7 months
RE-N-Y/ANIQUIZ

Dec 2016 - Sep 2018

Contributions:42 pushes, 1 branch in 1 year 8 months
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