Kevin Ren
Deputy Technical Manager at Industrial Technology Research Institute (ITRI)(工業技術研究院, 工研院)
Taiwan
Summary
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Senior🎓
Top SchoolKevin Ren is a deputy technical manager and PhD-trained computer scientist with over eight years applying ML/DL to semiconductor smart manufacturing at ITRI. He leads development of time-series regression and prognostics systems—delivering virtual metrology, failure prediction, and RUL solutions—while integrating models into production PHM pipelines. His hands-on work spans deep learning architectures (ResNet, SENet, FCN, GANs) and classical ML (SVM, RF, GBDT), and he has translated research prototypes into system-integrator-ready solutions. As a lecturer in predictive maintenance, he combines technical leadership with mentorship and cross-team collaboration. Notably, he won a smart-manufacturing big-data competition using stacked GBDT and combined spatial-spectral feature engineering to tackle scarce failure data. Based in Taiwan, Kevin balances research rigor with pragmatic deployment experience across image, time-series, and sensor-driven problems.
8 years of coding experience
13 years of employment as a software developer
Doctor of Philosophy - PhD Computer Science, Doctor of Philosophy - PhD Computer Science at National Tsing Hua University
English, Chinese
Github Skills (124)
tabular10
object-detection10
computer-vision10
transfer-learning10
multiclass-classification10
mlp10
ensemble-learning10
language-modeling10
automated-machine-learning10
meta-learning10
gluon10
forecasting10
structured-data10
image-text10
stacked9
Programming languages (3)
Github contributions (5)
jmren168/PdM
Jun 2019 - Apr 2022
Contributions:14 commits, 14 pushes, 1 branch in 2 years 11 months
jmren168/hello-world
Sep 2017 - Sep 2017
Contributions:2 PRs, 2 pushes, 3 branches in 1 day
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