Jay-Yoon Lee
Jay-Yoon Lee

Ph.D. Student
Computer Science Department,   School of Computer Scinece
Carnegie Mellon University
5000 Forbes Ave., Pittsburgh, PA 15213

Email : jaylee@cs.cmu.edu
Office: 9227, Gates Hilman Center

Here is my C.V.


Research Interests

My research interests lie in Machine Learning and Data Mining, with an emphasis on solving large-scale, transfer leraning, multi task problems with Professor Jaime Carbonell.
I am particularly interested in injecting knowledge (rules/structures/constraints) in a task to improve Machine Learning model. While Machine Learning is a great framework to learn a black box that best represents given training set, sometimes the model fails to learn simple rules that is necessary for safety or logical reasoning. However, if we step back and think, not all the aspects of the model need to be learnt from the data itself as some rules or constraints are given to us or they are simply what we want to impose on to the model. In this line of thought, I am interested in ‘how' current machine learning framework can incorporate knowledge that is in the form of simple rules and constraints.

Education

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Awards and Honors

Teaching

Course Highlights at CMU

Work Experiences

Miscellaneous