- 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 - ํ์ฌ) ๊ด์ด๋ํ๊ต ์ปดํจํฐ์ํํธ์จ์ดํ๊ณผ ์ฌํ
- (17.11 - 19.07) ยญ 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 - ๋ํ๊ต ์๊ฐํ ํ๋ก๊ทธ๋จ ๊ฐ๋ฐ
- (20.06 - 20.09) AIschool 8๊ธฐ ์๋ฃ
- (20.06 - 20.08) ๊ณต๊ฐ SW ๊ฐ๋ฐ์ ๋ํ ์ฐธ๊ฐ 'Hand Pose Recognition'ํ๋ก๊ทธ๋จ ๊ฐ๋ฐ
- (20.08 )ํ ์ดํ๋ก์ ํธ '์ธ๊ณต์ง๋ฅ ์ ์๋๋ฌผ ํ์ข ๋ถ๋ฅ๊ธฐ'ํ๋ก๊ทธ๋จ ๊ฐ๋ฐ
- (20.10 - 21.01) Google Developers 'Machine Learning Bootcamp' 1๊ธฐ ํ๋
- (20.09 - 21.06 ) ์ฐํ์ฐ๊ณ SW ํ๋ก์ ํธ KNOWHOWํ '์ธ๊ณต์ง๋ฅ ์๊ฐ(์์ต/์์ฐ) ๋ถ์ ๋ฐ ์์ธก ํ๋ซํผ' ๊ฐ๋ฐ
- (21.01) ํ๊ตญํต์ ํํ ๋๊ณ์ข ํฉํ์ ๋ฐํํ 5G/AI๊ธฐ๋ฐ ICT์ตํฉ์๋น์ค ์์ด๋์ด ๊ฒฝ์ง๋ํ "Salice" /res-์ฐ์์
- (21.02) MZ ์ธ๊ณต์ง๋ฅ ๊ฒฝ์ง๋ํ '์๋ฃ ์ฉ์ด ์ง์์๋ต(MediQuad) ์์คํ ' ๊ฐ๋ฐ
- (21.02) ํ ์ดํ๋ก์ ํธ 'JW chatbot'ํ๋ก๊ทธ๋จ ๊ฐ๋ฐ
- (21.02 ) SW์ค์ฌ๋ํ ๊ณต๋ํด์ปคํค ์ฐธ๊ฐ 'Photo With AI' ํ๋ก๊ทธ๋จ ๊ฐ๋ฐ
-(21.03 - 22.02) '์ธ๊ณต์ง๋ฅ ์๋น์ค ์ฐ๊ตฌ์ค' ํ๋ถ ์ฐ๊ตฌ์
-(22.03 - 24.02) '์ธ๊ณต์ง๋ฅ ์๋น์ค ์ฐ๊ตฌ์ค' ์ธ๊ณต์ง๋ฅ ๋ํ์ ์์ฌ๊ณผ์
-(24.02 - now) '์ธ๊ณต์ง๋ฅ ์๋น์ค ์ฐ๊ตฌ์ค' AIaaS Lab Researcher
ยญ - Languages: Python (main), R, C++, C# ยญ - Tools: Pytorch, Tensorflow, GitHub, Django, MySQL