Junho Kim (1993.01.12)
Kyungbok High School, Seoul (2011.02)
B.S. in Chung-Ang University, Seoul (2015.02)
- Major in Computer Science and Engineering
- Double Major in Mathematics
M.S. in Chung-Ang University Graduate School, Seoul (2017.02)
- Electronic Commerce & Internet Application Lab
- Natural Language Processing Research
https://www.facebook.com/taki0112
https://github.com/taki0112
https://www.linkedin.com/in/taki0112
In now, resume -> http://bit.ly/jhkim_ai
Technical Skills
Programming
Strong : Tensorflow, Python, Java
Knowledgeable : C, C++
Knowledge
Deep Learning, Machine Learning
Natural Language Processing
Generative Adversarial Network
Awards
E-sports Competition
Organized by Korea e-Sports Association & Shinhan Bank, 2011
Representative of Chung-Ang University
Runner-up
Human ICT Idea Competition
Organized by Chung-Ang University, 2014
Coupon exchange mobile application for private cafe regeneration, Excellence Prize
Paper
Differential equation solution using numerical method and error minimization method of approximate solution (B.S. Thesis, 2014.12)
In this paper, I focus on the methodology that minimizes the error of the approximation error of the solution of the differential equation which plays an important role not only in computer engineering but also in engineering, physics and economics.
The online community based decision making support system for mitigating biased decision making (AIP Conference Proceedings, 2016.11)
I propose a decision support system that can support users' decision making by classifying the tendency (progress and remuneration) of opinion using opinion data of online group and classifying positive and negative by performing emotional analysis on opinion
Identifying the intent of documents by utilizing core passages extracted from short texts (M.S. Thesis, 2017.02)
I propose a method to calculate the similarity between documents based on extracting key phrases representing "intention" from short-length documents (eg, articles from microblogging services). This shows 80% performance improvement over the existing method. I have applied for a patent of this paper, and I am currently in the process of journalizing this paper.
Patent
Document similarity analysis apparatus and method (2017.03.29)
Apparatus and method for constructing dynamic term identification system of user-generated contents (2017.03.29)
Activities
Twenty Network
2014.09 ~ 2015.03
It is a club that builds a human network and realizes self-management based on it.
Every other week, club invited lecturers on various topics such as dream, future, and self on Saturdays, and conducted self-development study with people including Java study and PT practice twice a week.
In this club, I have planned and conducted various programs such as famous restaurant reviews / affectionate villages / bucket list.
Curseware
2011.04 ~ 2016.08
Band club in Chung-Ang University
Performed as a singer and festival with other schools and acted as a vocalist.
Netory
2012.04 ~ 2016.08
As a society within Chung-Ang University, a club that mentors subjects to students
Mentoring on "linear algebra" courses and how to apply them to computer engineering
Work Experience
Data Engineer Assistant, Qualcomm, 2017.04 ~ 2017.06
Research for Data preprocessing
AI Research Intern, AI Research Institute, 2017.07 ~ 2017.11
Research for GAN, Image classification, Medical AI
AI Research Intern, Lunit, 2017.11 ~ 2018.01
Research for Data Imbalance, Medical AI
AI Research Intern, Naver Webtoon, 2018.01 ~ 2018.05
Research for Unsupervised Image to Image Translation GAN
AI Research Engineer, NCSOFT, 2018.05 ~
Research for Vision AI, Working as a substitute of mandatory military service
Research Experience
KISTI, 2015.04 ~ 2015.12
Research for natural language processing project about national R&D data
Korea Research Foundation, 2015.05 ~ 2017.04
Research for Social Media Curation Platform
Pulson Information Technology & Institute of Law Intelligence Information, 2016.04 ~ 2016.08
Research for legal advisory robo advisor project
Etc
Korea IT Business Promotion Association, 2013.12 ~ 2014.02
ICT Industry-University Cooperation Curriculum Hanwha S&C
Completion of DB / Network course
Naver, 2017.05.26 ~ 2017.05.27
Naver Campus Hack Day - Perform for Keyword-analysis Project
Selected as Excellent Participant
Implementation (2017)
Vector Similarity :: Java & Python :: [code]
Word2Vec :: Java :: [code]
TF-IDF:: Java :: [code]
Keyword Analysis :: Java :: [code]
Deep Convolutional Generative Adversarial Networks :: Tensorflow :: [code]
Unpaired Image-to-Image Translation using Cycle-Consistent GAN :: Tensorflow :: [code]
Triple Generative Adversarial Nets :: Tensorflow :: [code]
Densely Connected Convolutional Networks :: Tensorflow :: [code]
Aggregated Residual Transformations for Deep Neural Networks :: Tensorflow :: [code]
Squeeze-and-Excitation Networks :: Tensorflow :: [code]
Network In Network :: Tensorflow :: [code]
Implementation (2018)
Curriculum Adaptive Sampling for Extreme Data Imbalance :: Tensorflow :: [code] :: [presentation]
On the convergence of Adam and Beyond :: Tensorflow :: [code]
Unsupervised Image-to-Image Translation Networks :: Tensorflow :: [code]
Stabilizing Adversarial Nets with Prediction Methods :: Tensorflow :: [code]
Tensorflow DatasetAPI Tutorial :: Tensorflow :: [code]
Image-to-Image Translation with Conditional Adversarial Networks :: Tensorflow :: [code]
Group Normalization :: Tensorflow :: [code]
Spectral Normalization for Generative Adversarial Networks :: Tensorflow :: [code]
Multimodal Unsupervised Image-to-Image Translation :: Tensorflow :: [code]
Self-Attention Generative Adversarial Networks :: Tensorflow :: [code]
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation :: Tensorflow :: [code]
Differentiable Learning-to-Normalize via Switchable Normalization :: Tensorflow :: [code]
The relativistic discriminator: a key element missing from standard GAN :: Tensorflow :: [code]
CartoonGAN: Generative Adversarial Networks for Photo Cartoonization :: Tensorflow :: [code]
Generating a Fusion Image: One’s Identity and Another’s Shape :: Tensorflow :: [code]
Identity Mappings in Deep Residual Networks :: Tensorflow :: [code]
Diverse Image-to-Image Translation via Disentangled Representations :: Tensorflow :: [code]
Batch-Instance Normalization for Adaptively Style-Invariant Neural Networks :: Tensorflow :: [code]
Partial Convolution based Padding :: Tensorflow :: [code]
Current Interests
Machine Learning & Deep Learning
Unsupervised Image to Image Translation
Generative Adversarial Network