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Hello! I am a 2nd year PhD student at Seoul National University, Computer Science department, advised by Hyun Oh Song. My research interests lie in formulating practical machine learning problems into tractable optimization problem. Specifically, I have worked on constructing efficient machine learning systems. I completed my Bachelors in Statistics from Seoul National University in 2023. |
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Jinuk Kim*, Yeonwoo Jeong*, Deokjae Lee, Hyun Oh Song ICML, 2023 Paper | Code | Blog | Bibtex We propose a subset selection problem that replaces inefficient activation layers with identity functions and optimally merges consecutive convolution operations into shallow equivalent convolution operations for efficient inference latency. |
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Jang-Hyun Kim, Jinuk Kim, Seong Joon Oh, Sangdoo Yun, Hwanjun Song, Joonhyun Jeong, Jung-Woo Ha, Hyun Oh Song ICML, 2022 Paper | Code | Bibtex We propose a novel condensation framework that generates multiple synthetic data with a limited storage budget via efficient parameterization considering data regularity and develop an effective optimization technique. |
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Code Android/iOS service which collects notices from website of SNU departments and gather them (Android / Aug 2021 / 100+ MAU / 80+ WAU / 1000+ Downloads). |
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Template based on Jon Barron's website. |