Renke Liu
Data Scientist
Singapore
Summary
👤
Senior🎓
Top SchoolRenke Liu is a Data Scientist based in Singapore with 11 years of experience building AI-driven solutions for Industry 4.0, blending deep learning, mathematical optimization, and systems simulation. At Hyundai Motor Group Innovation Center in Singapore he architected scalable RAG backends on AWS, developed near real-time optimization for automated storage and picking, and delivered OEE tracking with automated root-cause analysis in live IoT environments. His PhD work on deep reinforcement learning informs practical deployments that improve operational efficiency and robustness across manufacturing and supply-chain decisions. Renke pairs academic rigor with hands-on engineering—designing ETL pipelines, anomaly detection, and predictive maintenance models that operate at factory scale. He also has experience in procurement and teaching, mentoring students and liaising with suppliers, which gives him a strong cross-functional perspective between research, operations and industry stakeholders. Quietly curious and an open-source enthusiast, he maintains a GitHub presence and a steady focus on translating research into production impact.
11 years of coding experience
1 year of employment as a software developer
Doctor of Philosophy - PhD, Leveraging deep reinforcement learning to improve operational efficiency in Industry 4.0 context., Doctor of Philosophy - PhD, Leveraging deep reinforcement learning to improve operational efficiency in Industry 4.0 context. at Nanyang Technological UniversityBachelor of Engineering - BE, Vehicle Engineering, Bachelor of Engineering - BE, Vehicle Engineering at Hunan University
English, Chinese
Github Skills (6)
zepto5
javascript3
react2
react-native2
vue2
css2
Github contributions (5)
rkweb/imgEditor
Feb 2017 - Oct 2018
Contributions:12 commits, 10 pushes, 1 branch in 1 year 8 months
rkweb/gulp-tool
Feb 2017 - May 2018
Contributions:43 commits, 36 pushes, 1 branch in 1 year 3 months
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