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πββοΈ About me
π¨οΈ Personal Information
πββοΈ Work Experience
βοΈ Skills and Tools
π Educations
πββοΈ Work Experience
π
Certifications
π Activities
π Projects
π« Volunteer
π° Articles
π£οΈ Languages
κΈ°μ λ‘ μ¬νμ κ°μΉλ₯Ό μ°½μΆνκ³ μ νλ, AI κ°λ°μ μ΄μ¬ν¬ μ
λλ€.
π¨οΈ Personal Information
π Birth
2002.08.31
π± Github
github.com/jaehee831
βοΈ E-Mail
[email protected]
πΎ Tech Blog
https://jaehee831.tistory.com
π± Phone
010-9177-0913
π Resume
https://drive.google.com
βοΈ Skills and Tools
π» Tech Stack
- Languages:
Python R C C++ JavaScript Kotlin Dart
- AI:
TenserFlow PyTorch
- Graphics:
OpenGL
- Backend:
Node.js flask
- Frontend:
Flutter HTML5 CSS3
- Clouds & Databases & Infra:
AWS Firebase MySQL
- Deployment:
Docker Kubernetes
- Developer Tools:
VS Code Git/GitHub Figma
π Educations
- κ΄μ£Όκ³ΌνκΈ°μ μ(Gwangju Institute of Science and Technology)
- μ κΈ°μ μμ»΄ν¨ν°κ³΅νλΆ νμ¬(2021.03.~)
- AI μ΅ν© λΆμ 곡(2023.08.~)
- μμΈλνκ΅ (Seoul National University)
- Spring Exchange Student(2025.03~2025.06)
- [M3239.004100] Data Science & Reinforcement Learning
- νκ΅κ³ΌνκΈ°μ μ (Korea Advanced Institute of Science and Technology)
- Summer Exchange Student(2024.06~2024.07)
- [CS496] Immersion Camp: Intensive Programming and Startup
- University of California, Berkeley
- Summer Exchange Student(2023.06~2023.08)
- [CS70] ****Discrete Mathematics and Probability Theory
πββοΈ Work Experience
νλ‘μ νΈμ μμΈ λ΄μ©μ μμ νμΈνμ€ μ μμ΅λλ€.
SNU AIoT Lab
2025.01. ~ present
AIoT @SNU
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π‘ μ°ν©νμ΅ (Federated Learning)
Foundation Model Pre-training & Fine tuning Edge-Device Selection Algorithm Semi-Supervised Learning
Project Summary
- mission
- μ°ν©νμ΅ μμ€ν
λ΄ ν¨μ¨μ μ΄κ³ 곡μ μ± μλ ν΄λΌμ΄μΈνΈ μ ν κΈ°λ² μ°κ΅¬ μν
- Action
- κ°ννμ΅ μμ΄μ νΈ κΈ°λ°μ ν¨μ¨μ μΈ ν΄λΌμ΄μΈνΈ μ ν μκ³ λ¦¬μ¦ κ°λ°
- μ€μ§λνμ΅(Semi-Supervised Learning) νκ²½μμ νμ΅ μ±λ₯μ λμ΄λ μμ¬ λΌλ²¨λ§ μκ³ λ¦¬μ¦ μ μ
- Learning
- reinforcement learning
federated learning
client selection algorithm simulation
</aside>
π» κ°λ°λ΄μ©
- Google Coral Board, NVIDIA Jetson Nano λ± μ£μ§ λλ°μ΄μ€ ν
μ€νΈλ² λ μ€ν νκ²½ ꡬμΆ
- κ°ννμ΅ DQN μκ³ λ¦¬μ¦μ μ¬μ©νμ¬ μ€μ§λ μ°ν©νμ΅ νκ²½μμμ νμ΅ μ±λ₯ κ°μ
- λΉλΌλ²¨ λ°μ΄ν°λ₯Ό νμ©ν΄ μ±λ₯μ λμ΄λ κΈ°μ‘΄ μ€νμ
μ€μ§λ(Open-Set, SemiSupervised) νμ΅ κΈ°λ²μ μ°ν©νμ΅ νκ²½μ λ§μΆ° ꡬννκ³ , λ°μ΄ν° μ΄μ§μ± 쑰건μμ ν¨κ³Ό κ²μ¦
π μ±κ³Ό
- They Are Not The Giving Tree: A Participation-Aware Client Selection Framework for Federated Learning
- SemiFRL: Semi-Supervised Federated Reinforcement Learning for Client Selection and Adaptive Pseudo labeling
π₯ μ΄μ
- μ£μ§ λλ°μ΄μ€ AI λͺ¨λΈμ μ©λ μ νμ κ³ λ €ν ν΄λΌμ΄μΈνΈ μ ν μκ³ λ¦¬μ¦ μ€κ³
π
Certifications
- 2024 GIST AI&IoT λ©μ΄μ»€ν€ μ₯λ €μ μμ
- Intelligent Seat: Tactile Signal-Based 3D Sitting Pose Inference
- 2024 λν΅λ Ήκ³Όνμ₯νκΈ μ₯νμ