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haeun161/README.md

🚀 About Me

Last Update 2025.03.12 (working on)

🎓 Education

  • 2021.03 ~ 2025.08 Sungshin Women's University
    • [Main Major] Computer Engineering / [Double Major] School of AI Convergence, AI

👀 Interest

I'm passionate about Computer Vision (CV) and Natural Language Processing (NLP). Currently, I'm delving into Generative AI (GA), Large Language Models (LLM) - Parameter-Efficient Fine-Tuning (PEFT), and Prompting.

🔧 Internships

  • 2025.01 ~ 2025.06 Undergraduate Researcher in 'Marine Hydrodynamics AI Lab', Sungshin Women's Univ.

    • Project: Machine Learning for Seakeeping Control in Waves
    • Commissioner: Lloyd’s Register Foundation
    • Research Topic: Time-Series Forecasting using Statistical Methods and Neural Networks
  • 2022.11 ~ 2024.01 Undergraduate Researcher in 'Convergence Security Engineering Lab', Sungshin Women's Univ.

    • Research Topic: Artificial Intelligence and Information Protection Convergence
    • Publications and Presentations:
      • Submitted a paper on Lightweight Federated Learning (Mobisec, International Conference)
      • Presented a paper on EDR Automation using Generative AI (VAE) (Mobisec, International Conference)
      • Submitted a paper to a KCI-indexed Journal
      • Published patent, "Smart control apparatus and method," Korea, Patent, No. 10-2024-00599425

⚡ ExtraCurricular Activity

  • 2024.07 ~ 2024.01Team Member of the Data Analytics in BOAZ Base Session, Big Data Alliance Club
  • 2024 Team Member of BDA Conference

📌 Projects

Status & Year Project Category Description Link
Status: In Progress 2025 Ship Motion Time-Series Prediction Research Time-series Prediction Research on Machine Learning for Seakeeping Control in Waves Project Link-Private
Status: In Progress 2024~2025 AI-Generated Image Detection Website AI Generated Image Detection Development of an AI model for detecting AI-generated images Project Link-Private
Status: Completed 2024 Intrusion Detection Algorithm for In-Vehicle Networks Intrusion Detection Big Data Hackathon on IDS for automotive cybersecurity Project Link
Status: Completed 2024 Digital Healthcare Application App Development Development of Digital Healthcare Platform & Research on LLM Prompting/Finetuning(MSA based project) -
Status: Completed 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
Status: Completed 2023-2024 Enhancing Network Intrusion Detection with GAN Intrusion Detection Research on models (SMOTE, GAN) for Data Augmentation Project Link
Status: Completed 2023 AI Models for Industrial IoT Environments Intrusion Detection Research on Lightweight, High-Efficiency AI Models for Industrial IoT Environments Project Link
Status: Completed 2023 Optimized Mobility Service Data Analysis & Development Development of an optimized mobility platform by analyzing real-time data from Seoul buses -
Status: Completed 2023 Food Ordering Kiosk LLM Fine-Tuning Development of interactive Food Ordering by transfer learning LLM (gemma-2b-it) Project Link
Status: Completed 2023 Movie Review Sentiment Analysis Model LLM Fine-Tuning Sentiment analysis on movie reviews by Fine-Tuning LLM(KT-Midm-7B) Project Link
Status: Completed 2022 History Gamification App App Development Development of a gamified history learning platform using Unity Project Link
Status: Completed 2022 School Tour Service using VR App Development VR-based interactive school tour application Project Link
  • Links for Status: In Progress would changed to public, after the project finishes.

🏅 Awards

  • 2024 BOAZ, Big Data Club : Big Data Hackathon , 대상(1st place)
  • 2023 The 7th International Conference on Mobile Internet Security (Mobisec'23), Best Paper Award
  • 2023 Industrial Security Paper Competition, 동상(한국산업보안학회 회장상), Korean Association for Industrial Security (KAIS)
  • 2023 K-Hackathon 11, 최우수상 (정보통신산업진흥원 원장상)
  • 2023 Sungshin Women's University Study Group, 우수상
  • 2023 ICT/SW Women's Entrepreneurship Competition, 동상 (IT여성기업인회장상)
  • 2022 Hanium ICT Mentoring Competition, 입상 (한국정보산업연합회 회장상)
  • 2022 Sungshin Women's University Software Contest, 동상
  • 2021 Sejong Cyber University IT Department Idea Contest, 동상
  • 2021 Sungshin Women's University Software Contest, 장려상

📚 Tech STACKS

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

🔗 Links

Pinned Loading

  1. GAN_DataAugmentation-UNSW_NB15_Dataset GAN_DataAugmentation-UNSW_NB15_Dataset Public

    GAN을 통한 UNSW-NB15 Data Augmentation -> 학습 결과 비교

    Python 2

  2. Lightweight-Federated-Learning-based-Intrusion-Detection-for-the-Industrial-Internet-of-Things Lightweight-Federated-Learning-based-Intrusion-Detection-for-the-Industrial-Internet-of-Things Public

    Lightweight Federated Learning-based Intrusion Detection for the Industrial Internet of Things

    Python 3

  3. alzheimers-dementia-ensemble-model alzheimers-dementia-ensemble-model Public

    Forked from wazeerzulfikar/alzheimers-dementia

    Alzheimer's dementia classification and MMSE score regression

    Python

  4. cheese cheese Public

    Forked from Cheese-Guardians-Opensource/cheese

    치매 가디언즈 '치즈' 프로젝트

    EJS 2

  5. Reinforcement-Learning Reinforcement-Learning Public

    강화학습을 공부하고, 코드를 구현해보는 학습공간입니다

    Python

  6. LLM_FineTuning_Modeling LLM_FineTuning_Modeling Public

    Fine-Tuning, Modeling 등 LLM 모델을 다루고 학습하는 공간입니다

    Jupyter Notebook