Donghwan Shin
차세대 개발팀 매니저 at 포니링크
South Korea
Summary
👤
Senior🎓
Top SchoolDonghwan Shin is a machine learning engineer and current 차세대 개발팀 매니저 with eight years of experience focused on computer vision and deep learning for real-time surveillance and security applications. He has led projects that span intrusion, loitering, fall and violence detection, mask and face verification, and X-ray object detection—improving a security model’s accuracy from 81% to 93% and earning KISA civilian certifications. Skilled in data refinement, model optimization, and deploying SoTA detection and tracking methods, he combines hands-on engineering with practical productization for CCTV and airport safety systems. A Google ML Bootcamp alumnus with a computer engineering background, he is quietly driven by R&D and routinely applies novel techniques to reduce noise and boost recognition in challenging video streams.
8 years of coding experience
5 years of employment as a software developer
학사, Computer Engineering, 학사, Computer Engineering at 한국항공대학교
Github Skills (60)
pytorch10
python10
data-science10
machine-learning10
deep-learning10
tensorflow10
siggraph9
yolov59
segmentation9
clip9
neural-network9
unsupervised-learning9
mosaic9
lidar9
jax9
Programming languages (3)
Github contributions (5)
SinDongHwan/pytorch-vsumm-reinforce
Jun 2019 - Oct 2019
AAAI 2018 - Unsupervised video summarization with deep reinforcement learning (PyTorch)
Contributions:6 commits, 11 pushes in 4 months
pytorchvideo-summarizationdeep-learningunsupervisedreinforcement-learning
SinDongHwan/SinDongHwan
Dec 2021 - Nov 2023
Contributions:22 pushes, 1 branch in 1 year 11 months
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