2021.03 ~ 2025.08Sungshin Women's University- [Main Major] Computer Engineering / [Double Major] School of AI Convergence, AI
I'm passionate about Computer Vision (CV) and Natural Language Processing (NLP).
Currently, I'm delving into Generative AI (GA), Time-series Prediction.
| Period | Affiliation | Project / Research Topic | Output |
|---|---|---|---|
2025.08 ~ |
Statistical Artificial Intelligence Lab, KAIST | - Generative Models(Diffusion, LLM) | - TBD |
2025.01 ~ 2025.06 |
Marine Hydrodynamics AI Lab, Sungshin Women's Univ. | - Project: Machine Learning for Seakeeping Control in Waves - Commissioner: Lloyd’s Register Foundation - Topic: Time-Series Forecasting using Statistical Methods and Neural Networks |
- Presented at EKC2025, Vienna - Paper: Generalization and comparative evaluation of RNN-based deep learning models for real-time 6-DOF ship motion prediction(https://doi.org/10.3390/jmse13091792) |
2022.11 ~ 2024.01 |
Convergence Security Engineering Lab, Sungshin Women's Univ. | - Topic: Artificial Intelligence and Information Protection Convergence | - Main Paper Presentation: Lightweight Federated Learning (Mobisec, Int’l Conf.) - Poster Presentation: EDR Automation using Generative AI (VAE) (Mobisec, Int’l Conf.) - Submitted to KCI-indexed journal - Patent: Smart control apparatus and method, Korea, No. 10-2024-00599425 |
2024.07 ~ 2025.01Team Member of the Data Analytics in BOAZ Base Session, Big Data Alliance Club2024Team Member of BDA Conference
| Status & Year | Project | Category | Description | Link |
|---|---|---|---|---|
 2025 |
Ship Motion Time-Series Prediction Research | Time-series Prediction | Research on Machine Learning for Seakeeping Control in Waves | Project Link |
 2024~2025 |
AI-Generated Image Detection Website | AI Generated Image Detection | Detecting AI-generated images with Two-Stream Hybrid Model(Noise+RGB) | Project Link , Project Link-Private |
2024 |
Intrusion Detection Algorithm for In-Vehicle Networks | Intrusion Detection | Big Data Hackathon on IDS for automotive cybersecurity | Project Link |
2024 |
Digital Healthcare Application | App Development | Development of Digital Healthcare Platform & Research on LLM Prompting/Finetuning(MSA based project) | - |
2023~2024 |
Dementia Patient Care Application | Web Development | 치매 가디언즈 '치즈': Development of Digital Healthcare Platfrom for dementia Patients and carer, Used CI/CD pipline(Docker, Jenkins, Git, GCP server) | Project Link |
2023-2024 |
Enhancing Network Intrusion Detection with GAN | Intrusion Detection | Research on models (SMOTE, GAN) for Data Augmentation | Project Link |
2023 |
AI Models for Industrial IoT Environments | Intrusion Detection | Research on Lightweight, High-Efficiency AI Models for Industrial IoT Environments | Project Link |
2023 |
Food Ordering Kiosk | LLM Fine-Tuning | Development of interactive Food Ordering by transfer learning LLM (gemma-2b-it) | Project Link |
2023 |
Movie Review Sentiment Analysis Model | LLM Fine-Tuning | Sentiment analysis on movie reviews by Fine-Tuning LLM(KT-Midm-7B) | Project Link |
2022 |
History Gamification App | App Development | Development of a gamified history learning platform using Unity | Project Link |
2022 |
School Tour Service using VR | App Development | VR-based interactive school tour application | Project Link |
- Links for
would be changed to public, after the project finishes.
2024BOAZ, Big Data Club : Big Data Hackathon , 대상(1st place)2023The 7th International Conference on Mobile Internet Security (Mobisec'23), Best Paper Award2023Industrial Security Paper Competition, 동상(한국산업보안학회 회장상), Korean Association for Industrial Security (KAIS)2023K-Hackathon 11, 최우수상 (정보통신산업진흥원 원장상)2023ICT/SW Women's Entrepreneurship Competition, 동상 (IT여성기업인회장상)2022Hanium ICT Mentoring Competition, 입상 (한국정보산업연합회 회장상)2022Sungshin Women's University Software Contest, 동상2021Sejong Cyber University IT Department Idea Contest, 동상2021Sungshin Women's University Software Contest, 장려상
| Category | Technologies |
|---|---|
| Programming Languages | Python, Java, C++, C, C# |
| Data Science | Pandas, NumPy, Seaborn, Matplotlib |
| Machine Learning & Modeling | Scikit-learn, Pytorch, TensorFlow, Keras, Hugging Face, Weights and Biases |
| Databases | MySQL, MongoDB |
| Infra | Google Cloud Platform (GCP), Amazon Web Services (AWS), Kubernetes, Docker, Jenkins |
| Server, Client (Web/App Deployment) | Java, Spring, JPA, Python, Flask, Django, Flutter, HTML, CSS, JavaScript, Node.js, Express.js |
| Data Collection & Security | Dataiku, Genian(EDR Platform) |
| Collaboration Tools | Jira, Slack, Notion, Microsoft Teams, Figma |