Interested in data-driven decision making, LLM, and explainable AI.
Always passionate, thoughtful, and goal-oriented.
| Award | Project | Description | Date |
|---|---|---|---|
| Grand Prize 7th Education Public Data Analysis Competition (Ministry of Education, Korea) |
XAI-based Framework for Identifying Drivers of Private Education and Optimizing Public Learning Resource Allocation | Analyzed private education demand across 44 administrative regions in Gyeonggi-do. Applied PCA + KMeans, transformed clustering into supervised learning, interpreted drivers using XGBoost + SHAP, and optimized public learning resource allocation via P-median and MCLP models. Deployed a Streamlit-based decision support service. | JUL 2025 |
| Bronze Prize Smart Maritime Logistics Γ AI Mission Challenge (Ministry of Oceans and Fisheries, Korea) |
Ship Trajectory Restoration for AIS Data Loss using Bi-LSTM | Processed approximately 280,000 AIS trajectory records and developed a Bi-LSTM-based time series model to restore missing vessel trajectories under real-world AIS signal loss conditions. | DEC 2025 |
| Excellence Award 2024 Big Data Campus Competition (Seoul Metropolitan Government) |
Urban & Social Data Analysis Project | Conducted exploratory data analysis and feature engineering for public-sector policy insights. | OCT 2024 |
| Encouragement Award 3rd Gangseo Big Data Analysis Idea Competition (Gangseo-gu Office, Seoul) |
Local Policy Data Analysis Proposal | Proposed a data-driven analysis idea addressing local administrative challenges with a focus on practical applicability. | JUN 2024 |
| Project | Description | Period |
|---|---|---|
| Mirae Asset Securities AI Festival β Investment Information LLM Agent | Designed an LLM-based agent to support investment decision-making. Collected and structured U.S. stock market reports and financial news, extracted representative issue keywords via text processing and topic modeling, and implemented RAG for context-aware responses. | JUL 2025 β AUG 2025 |
| AI Agent for On-Campus Information Support for International Students | Developed an AI agent based on Llama 3.2 to assist international students with campus-related information, focusing on intent detection and concise response generation. | DEC 2024 |
| βRoutineeβ β Learning Routine Management App & Academy-Integrated Service | Backend development for an iPad-based learning routine management application. Designed RESTful APIs using Django & DRF and implemented a MySQL-based data model reflecting real-world academy operations. | JAN 2025 β PRESENT |
| XAI-based Analysis of Interest Rate Changes during the Pandemic | Analyzed household-level asset and liability changes during COVID-19 using machine learning models with XAI-based interpretation. (Journal submission under review) | AUG 2025 β OCT 2025 |
| Root Cause Analysis for Surface Image Anomaly Detection | University project applying Grad-CAM to CNN-based models for interpreting anomaly detection results and identifying failure patterns. | DEC 2025 |
| Content-Based Filtering Recommendation System using Personal Wardrobe Items | Built a recommendation system using content-based filtering, modeling item attributes and user preferences to generate personalized outfit suggestions. | JUN 2025 β JUL 2025 |
| Organization | Role | Description | Period |
|---|---|---|---|
| Kyung Hee University β Technology & Data Intelligence Lab | Undergraduate Research Assistant | Participated in data-driven research projects involving AI and applied analytics, supporting experimental design, data preprocessing, and analysis. | JUL 2025 β DEC 2025 |
| Organization | Position | Period |
|---|---|---|
| Kyung Hee University β CAPTIMA (Computer Science Academic Club) | President | MAR 2024 β FEB 2025 |
| Kyung Hee University β KHUDA (Data Analytics / AI Central Club) | Data Business Track Lead | JAN 2025 β DEC 2025 |
| Kyung Hee University β KHUDA | NLP Track Program Completion | JUL 2024 β NOV 2024 |
| Category | Skills |
|---|---|
| Programming & ML | Python, scikit-learn, PyTorch |
| Backend & Data | Django, Django REST Framework, SQL, MySQL |
| AI / NLP | Text Processing, Topic Modeling, LLM Fine-tuning (SFT), Retrieval-Augmented Generation (RAG) |
| Deployment | AWS EC2, Docker |
| Collaboration | Git, GitHub, Slack, Notion |
| Certification | Issued By | Date |
|---|---|---|
| SQL Developer (SQLD) | Korea Data Agency | DEC 2022 |
| Advanced Data Analytics Semi-Professional (ADsP) | Korea Data Agency | SEP 2023 |
| Computer Specialist in Spreadsheet & Database Level-1 | HRDK Korea | MAY 2023 |
| Language | Proficiency | Notes |
|---|---|---|
| Korean | Native | β |
| English | Professional Proficiency | KATUSA (JUL 2022 β JAN 2024), OPIc Advanced Low, TOEIC 935 |
- Email: kohj1357@gmail.com