프로필 이미지

전영환

AI Scientist & 추천기술팀 Team Leader

Data Scientist이자 Machine Learning Engineer로 과학과 공학으로 세상을 바라보고 있습니다. 현실의 다양한 문제들을 Data로 바라보고, AI 기술로 해결하는데 재미를 느낍니다.

스킬

Project Management

데이터 분석

python

머신 러닝

리더십

딥러닝

경력 ・ 12년 2개월

- Team Leader

2023.06 ~ 현재

AI/Data Science 그룹 추천기술팀 팀장 - 컨텐츠 추천 : IPTV, 모바일 TV, 아이들나라 추천 - 상품 추천 : 멤버스 추천, 유독 추천 - 추천 플랫폼 운영 및 고도화

- Team Leader

2022.03 ~ 2023.06

Team Leader of HyperLocal Personalization - "Recommendation AI Modeling on HyperLocal level" - Team : Commerce AI / Local / AirSPACE / HyperLocal Personalization Project - POI/User/UGC Personalized Recommendation (Graph Deep Learning Model) - UGC Trend Recommendation (Multimodal Deep Learning Model) - User Modeling (Statistical Model, Graph Deep Learning Model) - POI/Theme/UGC Relevance Ranking (Statistical Model) - Real Time Recommender System (Contextual MAB Model) - Keyword Trend Recommendation (NLP Model) - Thumbnail Recommendation (Vision-language model) Service : Search, Location Based Recommendation Service - Search Smartblock, Local Search, 요즘여기 판

- Machine Learning Engineer

2017.09 ~ 2022.05

Machine Learning Engineer of AirSPACE - "Research and develop recommendation algorithms and systems" - Team : Search / Local AI / AirSPACE Project - POI(Point Of Interest) personalized recommendation (Contents based recommendation, Deep Learning based recommendation) - User Modeling (Statistical Model, Machine Learning Model) - Location based UGC/Keyword recommendation (Statistical Model, Machine Learning Model) - POI label recommendation (Statistical Model) - Topic(Keyword) Extraction/Summary (Statistical Model) Service : Search, Location Based Recommendation Service - SmartAround, Local Search

Tmaxdata - Junior Engineer

2014.10 ~ 2017.08

Database Engineer / System software Engineer Part : Parser(Server side) / Text Index(Server side) * Maintain Parser module and add new feature * Design and develop Query converter * Add new feature to Catalog index * Design and develop Context index * Guid the usage of Query

NAEK YEHS - President

2012.12 ~ 2014.01

NAEK YEHS was founded by engineers from diverse universities to promote the exchange between the engineering students in various majors and to construct the long-term national scale network of engineers. It is sponsored by NAEK(National Academy fo Engineering KOREA). YEHS selects the members through the recommendation of the President of each university and the Dean of engineering college. Currently, students and graduates of a variety of Universities are involved. There are more than 1000 members from 30 universities.

BonAngels Venture Partners - Intern

2010.12 ~ 2011.05

* Researching application market of Android OS * Supporting MAD camp * Researching about web game and other markets related with Bon Angels * Researching the trend of start-up market

ENP (Entrepreneurs’ Network of POSTECH) - President

2010.01 ~ 2010.12

* Organizing the regular sessions and registering ENP to school officially * Suggesting new paradigm of ENP and making it to grow up - Learned essentials for business, marketing and financial strategy from case studies & discussions - Invited lecturer such as venture CEO to POSTECH and preparing seminars about many various markets * Perform the project about social venture named ‘café Hisbeens’

교육

서울대학교 - 산업공학과 석사

2012.09 ~ 2014.08

Industrial Engineering / Data Mining Lab (Prof. Sungzoon Cho) Research Industry : Data mining, Text mining, Topic Extraction Thesis : Federal open market committee member’s monetary policy analysis by text mining with dual mandate concept

포항공과대학교 - 산업경영공학과 학사

2008.03 ~ 2012.08

개발 트렌드부터 Q&A, 네트워킹까지

요즘 개발자들의 필수 커뮤니티, 커리어리