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
🎓
Top School
Sangwu Lee is a machine learning engineer with a decade of experience building and deploying ML systems across research labs and startups, currently creating generative visual models at krea.ai. He has driven multimodal LLM/VLM research at Carnegie Mellon, delivering SOTA results, authoring conference papers, and developing a parameter- and cost-efficient VLM architecture. At the University of Rochester he moved projects from research to production—training hundreds of thousands of models on HPC, launching dataset collection platforms, and shipping ML endpoints for medical AI. As a founding engineer at Oleve he combined ML research, full-stack development, and product delivery, and he brings practical DevOps and infra experience (FastAPI, Docker, Replicate) alongside model fine-tuning at scale. Notably, Sangwu’s work emphasizes keeping inference costs low while preserving performance, reflecting a pragmatic focus on production-ready, resource-efficient ML.
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 (57)

generative-adversarial-network9
siggraph9
sketch9
lora8
react8
meteor-package8
callable8
equinox8
react-native7
ddp7
react-navigation7
computer-vision7
deep-learning6
fine-tuning6
inpainting6

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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Sangwu Lee - Machine Learning Engineer at krea.ai