Jae Woo
Sr. Applied Scientist at Amazon Web Services (AWS)
San Jose, California, United States
Summary
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Senior🎓
Top SchoolJae Woo is a Senior Applied Scientist with a decade of experience translating advanced ML research into production at scale, currently accelerating GenAI impact inside AWS’s GenAI Innovation Center. He has deep foundations from a Ph.D. in Applied Mathematics (Yale) and a track record at Samsung SDS building and optimizing foundation models, retrieval-augmented systems, and auto-labeling APIs—work that earned Samsung’s 2023 Gold Best Paper Award. Earlier roles at Moody’s and KAIST reflect strengths in scalable, high-performance numerical computing and large-portfolio risk systems, while a Simons postdoc showcases rigorous theoretical research in stochastic processes and information. He blends theory and engineering to deliver data-efficient reinforcement learning and active learning solutions, and is known for integrating ML research with pragmatic tooling for labeling, scheduling, and deployment in production environments.
10 years of coding experience
8 years of employment as a software developer
Ph.D. Applied Mathematics, Ph.D. Applied Mathematics at Yale UniversityBachelor of Science (BS) Mathematics, Bachelor of Science (BS) Mathematics at Korea Advanced Institute of Science and Technology
English, Korean
Stackoverflow
1reputation
0reached
0answers
0questions
Github Skills (7)
contrastive-learning5
unsupervised-learning5
representation-learning5
representations4
simple-framework3
pytorch3
deep-learning2
Programming languages (1)
Github contributions (5)
jaeohwoo/lab.lattice.coding.ldlc.reduced
Mar 2016 - Sep 2020
Contributions:16 commits, 13 pushes, 1 branch in 4 years 6 months
jaeohwoo/BABA
Nov 2021 - Feb 2022
Contributions:45 pushes, 1 branch in 2 months
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