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chkimsu/README.md

Soobin Choi

Data Scientist ยท ML Engineer

Designing models, data products, and analytics that ship to millions of users.


๐Ÿš€ Snapshot

  • Data Scientist & ML Engineer at NAVER BIZ CIC (AI Dev Modeling Team) in South Korea.
  • Ship end-to-end ML pipelines โ€” data foundations, model experimentation, deployment, and product analytics.
  • Passionate about practical machine learning, deep learning research, and developer productivity.

๐Ÿง  Experience

  • NAVER BIZ CIC โ€” AI Dev Modeling Team
    Lead data scientist/ML engineer focused on high-impact recommendation, forecasting, and generative AI workloads.
  • NCSOFT โ€” Intelligence & Insight Group
    Delivered Transformer-based embedding services and generative models for large-scale gaming telemetry.
  • NTELS โ€” IoT Division, AI Team
    Built IoT intelligence services, real-time anomaly detection, and ML prototypes for connected devices.

๐ŸŽ“ Academic Background

  • M.Eng., Civil & Environmental Engineering โ€” Seoul National University
    SSRG Group ยท KSCE 2017 highlight
  • B.Eng., Civil & Environmental Engineering โ€” Seoul National University

๐Ÿ“š Publications & Talks

  • IoT Device Auto Tagging using Transformers โ€” ICAIT. IEEE Xplore
  • Application of Recurrent Neural Network for Enhancing Damage Detection of Structures โ€” KIBSE. Proceedings
  • ๊ตฌ์กฐ๋ฌผ ์†์ƒ ์˜ˆ์ธก ํ–ฅ์ƒ์„ ์œ„ํ•œ ์ˆœํ™˜์‹ ๊ฒฝ๋ง ๋ฐฉ๋ฒ•๋ก  ์ ์šฉ โ€” ๋Œ€ํ•œํ† ๋ชฉํ•™ํšŒ 2017 ์ •๊ธฐํ•™์ˆ ๋Œ€ํšŒ.

๐Ÿงพ Certifications

  • ๋ฐ์ดํ„ฐ๋ถ„์„์ค€์ „๋ฌธ๊ฐ€ (ADsP)
  • ๋ฐ์ดํ„ฐ์•„ํ‚คํ…์ฒ˜์ค€์ „๋ฌธ๊ฐ€ (DAsP)
  • SQL๊ฐœ๋ฐœ์ž (SQLD)
  • ๋„คํŠธ์›Œํฌ๊ด€๋ฆฌ์‚ฌ 2๊ธ‰ (ํ•„๊ธฐ)
  • ๋ฆฌ๋ˆ…์Šค๋งˆ์Šคํ„ฐ 2๊ธ‰
  • ๊ฒฝ์˜๋น…๋ฐ์ดํ„ฐ ๋ถ„์„์‚ฌ 2๊ธ‰ โ€” ์ˆ˜์„ ํ•ฉ๊ฒฉ ยท ํ•œ๊ฒฝ ๊ธฐ์‚ฌ
  • ๋น…๋ฐ์ดํ„ฐ๋ถ„์„๊ธฐ์‚ฌ

๐Ÿ›  Tech Stack

Domain Tools & Platforms
Core Languages Python, R
ML/DL Frameworks TensorFlow, PyTorch
Data Platforms SQL, HiveQL, Spark
Application Layer JavaScript (Vue.js ยท Node.js)
Infrastructure Linux, distributed systems, MLOps automation

Always learning, always shipping โ€” if youโ€™re building something data-driven, letโ€™s connect. ๐Ÿ’ฌ

Pinned Loading

  1. Auto-Tagging-Visualization-Tool Auto-Tagging-Visualization-Tool Public

    Python 1

  2. SOFCS SOFCS Public

    Python 2

  3. PROBE-CT PROBE-CT Public

    Jupyter Notebook 1