Kyunghwan Kim

Machine Learning Engineer ML Serving Engineer at Smilegate

Seoul, South Korea
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Summary

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Rockstar
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Top School
Kyunghwan Kim is a Machine Learning Engineer and ML Serving Engineer with 9 years' experience building production-ready ML systems across computer vision, reinforcement learning, and NLP. He blends research-driven algorithm work—such as RL for robotic guidewire control and signal-processing models for industrial motor diagnostics—with hands-on MLOps expertise in Triton, TensorRT, Kubernetes, Argo, and FastAPI. Kyunghwan has a proven track record of end-to-end delivery: implementing foundation-model features, optimizing inference pipelines for low-latency serving, and constructing workflow systems that manage data-to-deployment lifecycles. He also brings strong software engineering practices—CI/CD, automated testing, and container orchestration—making collaborations more efficient. Based in Seoul with a BE in Electrical/Electronics Engineering, he quietly pairs academic rigor (high GPA) with pragmatic product-focused engineering.
code9 years of coding experience
job8 years of employment as a software developer
bookBachelor of Engineering - BE, Electrical, Electronics and Communications Engineering, GPA 4.19/4.5, Bachelor of Engineering - BE, Electrical, Electronics and Communications Engineering, GPA 4.19/4.5 at Hansung University
languages한국어 (korean), English
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Github Skills (55)

algorithms10
pytorch10
nbviewer10
diffusion-models10
stable-diffusion10
diffusers10
rainbow10
reinforcement-learning10
gradient10
audio10
text2image10
dqn10
deep-learning10
image-generation10
flux10

Programming languages (9)

MDXC#ShellCJavaScriptHTMLVim scriptJupyter Notebook

Github contributions (5)

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MrSyee/dl_apps

Mar 2023 - Jan 2025

책 "쓸모있는 AI 서비스 만들기"에서 소개하는 예제들을 정리한 레포
Contributions:8 PRs, 179 pushes, 4 branches in 1 year 10 months
aimachine-learningpython
양재 AI 실무자 교육 6조 프로젝트
Contributions:22 commits, 33 PRs, 51 pushes in 1 month
ai
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