Donghyun Seo

S

Senior Engineering Manager at REA Group | ex-Mastercard

REA Group
Seoul, South Korea · KST (UTC+9)
10+ years experience
INSEAD Singapore
English, Korean
Messaging unavailable

Overview

I lead ML infrastructure at REA Group in Seoul. Cut p99 latency on the ML platform services from 352ms to 158ms. Led the migration of 47 services to CUDA. Before that: Mastercard and Naver. I write a small newsletter about ML infrastructure.

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Skills
RayPyTorchPythonCUDAmodel servingfeature stores

Experience

  1. Senior Engineering Manager
    Aug 2024 - Present
    REA Group · 2 yr 2 mo · Full-time · Seoul, South Korea
    • Moved 88% of ML platform traffic off a legacy monolith without a customer-facing incident.
    • Shipped a rewrite that took build times from 23 minutes to under 6.
    • Wrote the Ray service that now handles 37 million requests a day.
  2. Senior ML Engineer
    Dec 2020 - Aug 2024
    Mastercard · 3 yr 8 mo · Full-time · Seoul, South Korea
    • Moved the homepage from rules to a learned ranker.
    • Replaced 37 hand-built dashboards with one metrics layer people trust.
  3. ML Engineer
    May 2019 - Dec 2020
    Naver · 1 yr 7 mo · Full-time · Seoul, South Korea
    • Taught SQL to 167 non-analysts.
    • Shipped a ranking change that increased conversion 4.5%.
  4. ML Engineer
    Oct 2016 - May 2019
    UOB · 2 yr 7 mo · Full-time · Seoul, South Korea
    • Shipped a ranking change that increased conversion 7.9%.

Projects

Conference talk: lessons from ML platform
2024

What went wrong and what worked while scaling ML infrastructure.

Side project: a habit tracker
2023

Built with Ray and model serving. 649 people used it last year.

References

No references yet.

Education

  1. INSEAD Singapore
    MBA, Business Administration
    2018 - 2020
  2. National University of Singapore
    BComp, Electrical Engineering
    2011 - 2015

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