Education
PhD in Computer Science (Machine Learning), Georgia Institute of Technology, 2015
Thesis: Novel Document Representations based on Labels and Sequential Information
Masters in Computer Science, Georgia Institute of Technology, 2011
Bachelor's in Computer Science and Engineering, Seoul National University, South Korea, 2009
Exchange Program, Stanford University, 2008
Experience
Research Engineer L7, Google DeepMind, New York, United States. 2024-current
Memorization and decoding in large language models
Staff Software Engineer, Google Research, New York, United States. 2015-2024
Large-scale Machine Learning (large-output spaces, large-language-models, distillation)
Research Assistant, Georgia Institute of Technology, (under Prof. Guy Lebanon and Prof. Haesun Park). 2010-2015
Representation learning in NLP particularly to leverage domain knowledge and sequential information
Topic modeling using matrix factorization
Recommendation systems (local low-rank matrix approximation)
Machine Learning Science Intern, Amazon, Seattle, 2013
Amazon product-review modeling
Core NLP toolkit developments
Undergraduate Research Assistant, Biointelligence Laboratory, Seoul, South Korea, 2009
Cognitive modeling for language learning
Software Engineer (part time) / Intern, Daum Communications, Seoul, South Korea, 2009