"A Machine Learning Engineer who tries a hundred times for one perfect result"
Currently working as a Senior Research Engineer (ML Engineer) at EcoHabit, passionate about creating practical business value through machine learning and data analysis.
- 🔭 Currently working on "Makneya" project - an inventory management and sales forecasting app for small business owners
- 🌱 Continuously learning machine learning algorithms and data engineering technologies
- 🤖 Exploring AI-powered development tools like Claude Code, Gemini, and Cursor for enhanced productivity
- 💡 Conducted research on Crumple Algorithm for image data augmentation
- 📍 Based in Si-heung, Gyeonggi-do, South Korea
- Advanced ML research and development
- Leading machine learning initiatives for sustainable solutions
- ML Engineering and data analysis responsibilities
- Building and managing SQL and ETL pipelines
- Python-based software development
- PACS (Picture Archiving and Communication System) development
- Medical software development and maintenance
-
LG U+ Kids Land Recommendation Competition - 40th/658 teams (Nov 2022)
- Used Neural Matrix Factorization model (Team Leader)
-
AI-based Small Bowel Capsule Endoscopy Lesion Detection Competition - 19th/250 teams (Dec 2021)
- Developed solution using object detection models (Team Leader)
- KAIST Introduction to Artificial Intelligence and Machine Learning (Feb 2022)
- Score: 87/100
- Department of Industrial and Systems Engineering
Inventory management and sales forecasting app for small business owners
- Developed machine learning-based sales prediction models
- Implemented inventory optimization algorithms
- Tech Stack: Python, SQL, Project Management, and more
Research on novel algorithm for image data augmentation
- Innovative approach to solving data scarcity problems
- Published research paper and ongoing development
Smart mirror-based health monitoring system for vulnerable populations
- Integration of IoT and healthcare technologies
- User-friendly interface design
Sahmyook Health University - Department of Medical Information
- Graduation Project: Smart Mirror Health Check Platform for Vulnerable Populations (Smartooth)
- Activities: Student Council, Soccer Club (ExC), Volunteer Club (G.G), Cultural Activities Club (Classic)
"A Machine Learning Engineer who tries a hundred times for one perfect result"
I believe in continuous challenges and learning to create better solutions. I'm not afraid of failure, and I find lessons in each attempt to achieve near-perfect results. This is my development philosophy.
- 🌱 Sustainable technology solutions through ML at EcoHabit
- 🤖 Advanced Machine Learning research and development
- 📊 Data Engineering and ETL optimization
- 🏥 Healthcare technology applications
- 📱 Mobile app development for business solutions
- LinkedIn: Incheol Shin
- Email: [snc4656@naver.com]
- Location: Si-heung, Gyeonggi-do, South Korea
- 🇰🇷 Korean (Native)
- 🇺🇸 English (Reading Proficiency)
⭐️ From Incheol Shin