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sumingsu40/readme.md

Sumin Han

Undergraduate Researcher @Intelligent Systems Networking Lab, Dongguk University

Lab Profile Email GitHub

About Me

  • Research Interests: Federated Learning (FL), Personalized FL (pFL), LLM Inference Optimization, Edge AI
  • 모델 추론 최적화 및 다수의 엣지 디바이스(NVIDIA Jetson, Raspberry Pi)를 활용한 분산 시스템 환경 구축 및 실험에 깊은 관심을 두고 연구를 진행하고 있습니다.

Awards

  • Awarded at the 2025 Open Source Developer Competition (Dec. 2025)

Experience

Research & Projects

  • Federated Learning Testbed 구축 및 성능 평가   On-going
    • GCP 및 다수의 엣지 디바이스(Jetson Orin/Nano, Raspberry Pi)를 연동한 분산 학습 환경 구축
    • FLAYER, Ditto 등의 프레임워크 적용 후 학습 시간, 대기 시간 및 GPU 자원 활용도 분석

Teaching Assistant

  • CSC2003 Object-Oriented Programming (2026 Spring)
    • Java 기반 객체지향프로그래밍 과목 조교
  • CSC2005 System Software (2025 Fall)
    • 시스템 소프트웨어 과목 조교

Extracurricular Activities

  • World Friends Korea (WFK) IT Volunteer (2024 06~08)
  • "데이터야, 놀자" 준비위원회 (2025~ )

Pinned Loading

  1. osdev-challenge/AccessibilityFixer osdev-challenge/AccessibilityFixer Public

    Web Accessibility Linter & Fixer for VSCode Extension

    TypeScript 2

  2. hanno0no/Backend hanno0no/Backend Public

    Java

  3. OpenSWProject0302/Backend OpenSWProject0302/Backend Public

    Python

  4. WISHJOB/FindMeAJob-Backend WISHJOB/FindMeAJob-Backend Public