• ML/DL Algorithms , Lightweight AI, Computer Vision, Predictive Analytics in Manufacturing
• Research Interests I: ML/DL Algorithms
  • Development and Improvement of Algorithms for Anomaly Detection, Time Series Prediction, and Data Generation
  • Data Prediction and Interpretation through Graph Neural Network Models
  • Efficiency Improvement in Deep Neural Network Model Training through Curriculum Learning
• Research Interests II: Lightweight AI
  • Exploration and Compression Techniques for Lightweight Models to Improve Model Inference Speed
  • Utilization and Improvement of Knowledge Distillation Algorithms for Compression Efficiency and Accuracy
  • Retraining Techniques for Model Calibration Performance Improvement
• Research Interests III: Computer Vision
  • Pose Estimation and Recognition for Camera Application Services
  • Representation Learning for Image Recognition and Object Detection Model
  • Stain Normalization in Pathological Images and Detection of Tumor Objects
• Research Interests IV: Predictive Analytics in Manufacturing
  • Machine Learning-based Optimization: Shortest Path Search, Dynamic Vehicle Routing, Facility Location Problem
  • Reinforcement Learning for Efficient Vehicle Path Setting in AMHS(Automated Material Handling Systems)

• Excellent Paper Award, Fall Conference Paper Competition, Korea Data Mining Society, 2023(Nov 7)
• Excellent Paper Award, SAS Student Paper Competition, Korea Data Mining Society, 2023(Jun 23-24)
• Excellent Award, Saltlux Hackathon Competition, 2022(Jan 18)
• Excellent Award, 5G/AI-based ICT Convergence Service Idea Competition, Korean Institute of Communications and Information Sciences (KICS)

• (16.03 - 현재) 광운대학교 컴퓨터소프트웨어학과 재학
• (17.11 - 19.07) ­ Operation and Management of Large-Scale Tactical Command System DB Server & Application Program, Republic of Korea Army, South Korea
• (19.09 - 19.12) C# based - 대학교 소개팅 프로그램 개발
• (20.06 - 20.09) AIschool 8기 수료
• (20.06 - 20.08) 공개 SW 개발자 대회 참가 'Hand Pose Recognition'프로그램 개발
• (20.08 )토이프로젝트 '인공지능 애완동물 품종 분류기'프로그램 개발
• (20.10 - 21.01) Google Developers 'Machine Learning Bootcamp' 1기 활동
• (20.09 - 21.06 ) 산학연계 SW 프로젝트 KNOWHOW팀 '인공지능 원가(손익/예산) 분석 및 예측 플랫폼' 개발
• (21.01) 한국통신학회 동계종합학술발표회 5G/AI기반 ICT융합서비스 아이디어 경진대회 "Salice" /res-우수상
• (21.02) MZ 인공지능 경진대회 '의료 용어 질의응답(MediQuad) 시스템' 개발
• (21.02) 토이프로젝트 'JW chatbot'프로그램 개발
• (21.02 ) SW중심대학 공동해커톤 참가 'Photo With AI' 프로그램 개발

-(21.03 - 22.02) '인공지능 서비스 연구실' 학부 연구생

-(22.03 - 24.02) '인공지능 서비스 연구실' 인공지능 대학원 석사과정

-(24.02 - now) '인공지능 서비스 연구실' AIaaS Lab Researcher

­ - Languages: Python (main), R, C++, C# ­ - Tools: Pytorch, Tensorflow, GitHub, Django, MySQL

• Structuring Machine Learning Projects