Donghyun Seo
SSenior Engineering Manager at REA Group | ex-Mastercard
- REA Group
- Seoul, South Korea · KST (UTC+9)
- 10+ years experience
- INSEAD Singapore
- English, Korean
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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.
Good reasons to reach out
- Thoughtful intros to people in my field
Please don't message about
- Recruiters for roles outside my stack
- Crypto token projects
- Courses and coaching offers
Skills
RayPyTorchPythonCUDAmodel servingfeature stores
Experience
- Senior Engineering ManagerAug 2024 - PresentREA 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.
- Senior ML EngineerDec 2020 - Aug 2024Mastercard · 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.
- ML EngineerMay 2019 - Dec 2020Naver · 1 yr 7 mo · Full-time · Seoul, South Korea
- Taught SQL to 167 non-analysts.
- Shipped a ranking change that increased conversion 4.5%.
- ML EngineerOct 2016 - May 2019UOB · 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
2024What went wrong and what worked while scaling ML infrastructure.
Side project: a habit tracker
2023Built with Ray and model serving. 649 people used it last year.
References
No references yet.
Education
- INSEAD SingaporeMBA, Business Administration2018 - 2020
- National University of SingaporeBComp, Electrical Engineering2011 - 2015
Details
Compensation expectations
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