Hyeonseop Lee
Iβm a software engineer with 8+ years of experience in areas including ML engineering, data engineering, and backend software engineering. I am interested in delivering real-world business value through a data-driven software system.
βοΈ Contact information
π§ hyeonseop@ls-al.me
πΒ https://www.linkedin.com/in/hyeonseop/
π¨π»βπ» Work experience
Machine Learning Engineer
Moloco, Seoul, Korea - (Sep 2022 - Apr 2024), Redwood City, CA - (Apr 2024 - Present)
Technical Lead
Grinder, Daejeon, Korea β (Sep 2020 - Aug 2022)
Designed and developed B2C commerce platform capable of 3rd party sales.
Set up data pipelines to collect and analyze user behavior logs.
Led machine learning projects to strengthen content-based commerce.
Machine Learning Engineer
PUBG, Seoul, Korea β (Jul 2018 - Aug 2020)
Designed and developed real-time A/B testing platform for global services with 1M+ CCU.
Improved service sales by establishing real-time recommendation system using Bayesian Inference and MAB.
Data Engineer
Hyperconnect, Seoul, Korea β (Sep 2016 - Jun 2018)
Developed data pipelines that handles user behavior logs for large-scale global services.
Built a real-time push transfer pipeline and conducted experiments on push message personalization.
Software Engineering Intern
Google, Mountain View, CA β (Jan 2016 - Jul 2016)
Implemented network congestion control mechanisms for data center SDN.
π Skills
π» Tech Stacks
Big data and data pipelines frameworks
Spark, Flink, BigQuery, Athena, ElasticSearch, HBase, Airflow
Containers and cloud-based infrastructures
Docker, Kubernetes, Prometheus, Helm, AWS, GCP, Terraform
Backend software engineering
Python, Golang, Java, Kotlin, Django, Spring, gRPC, OpenAPI
Collaboration
Jira, Confluence, Notion, Git flow, GitHub PR review process
π£ Languages
Korean
Native speaker
English
Upper-intermediate speaker
π Honors and Talks
Talk βλ¨Έμ λ¬λλ A/B ν μ€νΈλΆν°β (A/B Testing for Machine Learning)
Krafton Developer Conference 2019
Talk βκ·ΈμΉλ§ μ΄λ κ² νμ§ μμΌλ©΄ A/B ν μ€νΈ μμΌμ£Όμ§ μλκ±Έβ (Things had to be done for A/B Test)
Nexon Developer Conference 2019
Talk βWhen seasonality meets Bayesian: Decomposing seasonalities in Stanβ
StanCon 2019
ACM-ICPC World Finalist
ACM-ICPC World Finals 2015, 15th place (KAIST)
DEF CON CTF Final Participant
DEF CON 24 CTF (2016), 5th place (KaisHack GoN)
DEF CON 22 CTF (2014), 10th place (KAIST GoN)
π Education
Bachelor's Degree in Computer Science
KAIST School of Computing, Mar 2013 - Aug 2021