Jaewook Kang's personal homepage
Jaewook Kang (강재욱), Ph.D.
- Machine Learning Engineer and researcher, Ph.D.
- Ph.D in 2015 @ Gwangju Institute of Science and Technology (GIST)
- Working @ Soundlly Inc 2015 Dec.-2018 May
- ModuLabs MoT Lab Director since 2018 Jan.
- Google Developer Expert Machine Learning since 2018 Oct.
- Naver Clova NLP/Company.ai Research Scientist since 2018 Dec.
Contact point:
- E-mail : jwkang10(at)gmail.com
- Linkedin page: https://www.linkedin.com/in/jaewook-kang-3a4217b9/
- Personal GITHUB : https://github.com/jwkanggist
Research Topics:
- Belief Propagation and Approximate Message-passing algorithms
-Sparse Signal Separation based low-dimensionality
- Ultrasound Communications
- Model Compression for Convolutional Neural Networks
- On device Machine Learning
- Natural Language Processing by Deep Learning
MoTLabs :
- MoTLab Blogs: https://motlabs.github.io/
- MoTLabs GITHUB: https://github.com/motlabs
Jaewook Kang et al, "Don't be turtle project," Google Jeju Deep Learning Camp 2018, Jeju (Github repo, slideshare)
Jaewook Kang, "From NIN to Inception V3," Modulabs Machine Learning of Things (MoT) Lab 2018 Mar
Jaewwok Kang, "Machine Learning on Your Hands: Introduction to Tensorflow Lite Preview," Tensorflow dev Exteneded X Modulabs, 2018 Apr
Jaewook Kang, "Mobile Vision Learning," Hanlim Univ, 2018 May
Jaewook Kang, "Mobile Vision Learning: Model Compression and Efficient Convolution perspective," ETRI, 2018 June 12th
EverybodyTensorFlow Lectures (2018 Oct update):
- Facebook post1 (KIT 2017 Sep)
- Facebook post2 (GIST 2018 Jan)
- LG Electronics CTO (2018 Oct)
Ph.D. Works:
- Dissertation:
Jaewook Kang, Bayesian Message-Passing for Compressed Sensing: Algorithm Construction and Performance, Gwangju Institute of Science and Technology 2015. (PDF file, MATLAB codes, ppt file)
Publications :
- Journal papers:
Hyoyoung Jung, Jaewook Kang, Tae Seok Lee, Suil Kim, and Kiseon Kim, "
An iALM-ICA-based Anti-Jamming DS-CDMA Receiver for LMS Systems," appear to IEEE Transactions on Aerospace and Electronic Systems, 2018 (IEEE Xplore, ArXiv link)
Jaewook Kang, Hyoyoung Jung, Kiseon Kim, "Fast Signal Separation of 2D Sparse Mixture via Approximate Message-Passing," IEEE Signal Processing Letters, vol. 22, issue 11, pp. 2024-2028, Nov. 2015. (Preprint, IEEE Xplore, MATLAB)
Baek Hyeongho, Jaewook Kang Kiseon Kim and Heung-No Lee, "압축센싱 복구를 위한 AMP알고리즘 소개 및 성능 분석," The journal of Korea Inform. and Communi. Society (KICS), vol. 38C, no. 11, pp. 1029-1043, Nov. 2013. (Link)
Jaewook Kang, Hyoyoung Jung, Heung-No Lee, Kiseon Kim, "Bernoulli-Gaussian Approximate Message-Passing Algorithm for Compressed Sensing with 1D-Finite-Difference Sparsity," submitted 2015 (Preprint, source codes)
Jaewook Kang, Heung-No Lee, Kiseon Kim, "Bayesian Hypothesis Test using Nonparametric Belief Propagation for Noisy Sparse Recovery," IEEE Trans. on Signal process., vol. 63, no. 4, pp. 935-948, Feb. 2015. (JCR Rank 1/258, IF 3.198) (Preprint, IEEE Xplore, source codes)
- Conference papers:
Jaewook Kang, Hyoyoung Jung, Heung-No Lee, and Kiseon Kim, "One-dimensional Piecewise-Constant Signal Recovery via Spike-and-Slab Approximate Message-Passing," proc. of the 48th Asilomar Conference (Pacific Grove, CA), Nov. 2014. (IEEE Xplore)
Asad Mahmood, Jaewook Kang and Heung-No Lee, “Sparse or Dense-Message Passing (MP) or Approximate Message Passing (AMP) for Compressde Sensing Signal Recovery”, 2013 IEEE Pacific Rim Conf. on Communi., Comp. and Signal Proc., Canada, Aug, 2013 (IEEE Xplore)
Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Noisy behavior of MAP-based sparse support detection," proc. of Signal Processing with Adaptive Sparse Structured Representation 2013 (SPARS’13), Lausanne, EPFL, July 8-11, 2013. (Link)
Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Asymptotic Analysis of Marginal Posterior PDF via Belief Propagation in Noisy Sparse Estimation," proc. of the 28th ITC-CSCC Compressive sensing special session, Yeosu, Korea, June 30- July 3, 2013 (Link)
Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Bayesian Hypothesis Test for Sparse Support Recovery using Belief Propagation," proc. of IEEE Statistical Signal Processing Workshop (SSP), Ann Arbor, pp. 45-48, Aug. 2012. (IEEE Xplore or Preprint)
Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Message Passing Aided Least square Recovery for Compressive Sensing," in proc. Signal Processing with Adaptive Sparse Structured Representation 2011 (SPARS’11), Edinburgh, Scotland, June 27-30, pp. 124, 2011. (PDF)
Activities:
Jaewook Kang, " Don't be turtle project beyond Google Camp," GDG DevFest 2018 Pangyo, 2018 Nov
Jaewook Kang, "Machine Learning of Things Lab (MoT Lab)", Director, 모두의연구소, since 2018 Jan. (Technical report repo)
Jaewook Kang, "Everybody Tensorflow", Lecturer, GIST Jan, 2018 (Host:Prof. Kiseon Kim) (lecture note, GitHub repo)
Jaewook Kang, "Everybody Tensorflow", Lecturer, KIT(금오공대) Sep, 2017 (Host:Prof. Wansu Lim) (lecture note, GitHub repo)
Jaewook, "Aerial Acoustic Communication via Soundlly Technology", Invited Speaker, KIT(금오공대), ICT융합특성화연구센터, Mar 2017 (Host: Prof Wansu Lim) (SlideShare)
Jaewook Kang, "Bayesian Message-Passing for Compressed Sensing: Algorithm Construction and Performance," Technical Seminar, SPO Lab. Hanyang University, Feb. 20th 2016. (Host: Prof. Jun Won Choi) (PDF)
Practical signal processing using Matlab/Simulink, at Gwangju Senior Technology Complex, Mar 2011 (Link for Material download)
- Domestic patents (at Republic of Korea):
이흥노, 강재욱, 김기선, “희소 신호 전송 방법 및 장치, 그리고 희소 신호 복구 방법 및 장치”, No. 10-1209908, registered date: Dec. 3rd, 2012. (PDF)
- US patents:
Heung-No Lee, Kiseon Kim, and Jaewook Kang, "METHOD AND APPARATUS FOR SPARSE SIGNAL TRANSMISSION, METHOD AND APPARATUS FOR SPARSE SIGNAL RECOVERY VIA BELIEF PROPAGATION AND BAYESIAN HYPOTHESIS TEST " Grant at 13th Oct. 2015, Patent no.9160398 . (PDF)
Project works:
ICT유망기술개발지원사업 - 극소 음량 비가청 음파통신을 이용한 TV-모바일 연동 차세대 맞춤 형 광고 플랫폼 개발
Period : June 2015 ~ May 2017
Sponsor: 미래창조과학부
Position: Lead Researcher
스마트미디어기술개발사업화 지원사업 - 셋탑박스로 VOD 재생명령을 송신하는 확장형 세컨스크린 음파 기술 개발
Period : June 2017 ~ Dec 2018
Sponsor: 미래창조과학부
Position: Lead Resarcher
위탁연구 - "다중 안테나 기반의 지능형 RF 통신 기술연구 (A study on the intelligent RF communication based on MIMO antenna)".
Period : May 2010 ~ Apr. 2012
Sponsor: 국방과학연구소 (Agency for Defense Development, , Republic of Korea)
Position: Research assistant
중견 연구자 지원사업 - "네트워크 코딩 기반의 무선자원 최적화 연구 (A study on wireless resource optimization based on network coding techniques)".
Period : Sep. 2010 ~Aug. 2013
Sponsor: 한국연구재단 (National Research Foundation, Republic of Korea)
Position: Research assistant
전자전 특화연구센터 1단계 -EW31 (Electronic Warfare Research Center -EW31)
Period : Oct. 2013 ~ Dec. 2015
Sponsor: 방위사업청 (DAPA, Republic of Korea)
Position: Research assistant