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thejungwon/README.md

Jungwon Seo

Developer, lecturer, and researcher based in Stavanger, Norway.

I build, teach, and research AI systems β€” across the full stack. I've shipped production software to 100K+ users, lectured on machine learning and secure AI at the university and graduate level, and pursued a PhD on privacy-preserving AI and federated learning.

These three roles overlap more than they sound: building keeps my research grounded, research sharpens what I teach, and teaching forces me to truly understand what I build.

πŸ“« jungwon.seo90@gmail.com Β· thejungwon.github.io Β· LinkedIn


πŸ”¬ Research / Engineering

  • GC-Fed β€” Gradient-centralized federated learning with partial client participation. Information Fusion (IF 15.5), 2026.
  • FedSEI β€” Federated Inference: Toward Privacy-Preserving Collaborative and Incentivized Model Serving
  • GPTWell β€” Federated AI Assistant platform for integrating multiple independent AI Assistants
  • FedRAG β€” Federated Retrieval Augmented Generation
  • Custom Cognito React.js Cognito Auth Custom UI
  • Speech Seperation β€” Minimum Word Error Rate Training for Speech Separation (Master's Thesis 2019)

πŸ“š Teaching / Tutorial

  • AI Application - Yonsei University Graduate School of Information 2022.
  • RecSys β€” Movie Recommender System Demo, Boostcamp (as a mentor) 2022.
  • PDF2Quiz β€” Automatic quiz generation system from pdf, Boostcamp (as a mentor) 2022.
  • ElasticSearch β€” Search Engine Tutorial from TF-IDF to elasticsearch, Boostcamp (as a mentor) 2021.
  • LatexOCR β€” Latex OCR model serving via Chrome Extension, Boostcamp (as a mentor) 2021.
  • MaskDetector β€” Mask Detection Model Serving, Boostcamp (as a mentor) 2021.
  • Machine Learning - Yonsei University Graduate School of Information 2021.
  • Python Basic - Yonsei University Graduate School of Information 2021.
  • Bigdata Analytics - Yonsei University Graduate School of Information 2020.
  • MyChromeExtension - Chrome Extension Development Tutorial, Medium Post 2018.
  • AWS - AWS Tutorial, UiS ISI Seminar 2018.

Developer Β· Lecturer Β· Researcher

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  1. GC-Fed GC-Fed Public

    Gradient Centralized Federated Learning (GC-Fed)

    Python 5

  2. MyChromeExtension MyChromeExtension Public

    Build your own Chrome Extension

    JavaScript 44 7

  3. docker-reactjs docker-reactjs Public

    Sample React.js app

    JavaScript 18 131

  4. docker-webapp-django docker-webapp-django Public

    One-minute deployment, simple web-application.

    Python 7 13

  5. zzsza/Boostcamp-AI-Tech-Product-Serving zzsza/Boostcamp-AI-Tech-Product-Serving Public

    λΆ€μŠ€νŠΈμΊ ν”„ AI Tech - Product Serving 자료

    Python 473 363