Wonho Bae

Boston, Massachusetts, United States
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Summary

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Senior
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Wonho Bae is an AI/ML researcher and PhD candidate with nine years of experience specializing in data-efficient learning, computer vision, and low-supervision methods such as active, semi- and weakly-supervised learning and meta-learning. Currently an AI/ML Resident at Apple working on federated automated speech recognition, he has a strong research track record from UBC and industry internships at Borealis AI tackling temporal point processes, diffusion models, and budget-robust active learning. His work bridges statistical learning theory and deep learning practice, recently focusing on in-context and preference learning for large language models—an unusual pivot that highlights his versatility across discriminative and generative models. A former signals intelligence analyst in the South Korean Army, he brings disciplined analytical skills and experience deploying research tools in applied settings, including an open-source web tool for ecological image classification.
code9 years of coding experience
job8 years of employment as a software developer
bookBachelor's degree, Statistics, 3.76, Bachelor's degree, Statistics, 3.76 at University of California, Berkeley
bookDoctor of Philosophy - PhD, Computer Science, 4.0, Doctor of Philosophy - PhD, Computer Science, 4.0 at The University of British Columbia
bookMaster of Science - MS, 3.78, Master of Science - MS, 3.78 at University of Massachusetts Amherst
bookAssociate's degree, Economics, Associate's degree, Economics at Santa Monica College
languagesKorean, English
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Stackoverflow

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Github Skills (33)

gradient-descent9
weakly-supervised-learning8
gaussian-processes7
kernel7
localization7
bayesian-inference7
semi-supervised-learning6
semantic-segmentation4
autoencoder4
python4
density-estimation3
information-theory3
inpainting3
computer-vision3
jax3

Programming languages (5)

C++LuaHTMLJupyter NotebookPython

Github contributions (5)

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won-bae/PytorchTemplate

Oct 2020 - Oct 2022

Contributions:6 pushes, 1 branch in 2 years
jhun0324/DQN

Jul 2017 - Sep 2017

Contributions:59 pushes, 1 branch in 1 month
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