Guolin Ke

Senior Vice President Of Artificial Intelligence at DP Technology

Beijing, China
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Summary

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Guolin Ke is a senior AI leader and machine learning researcher with a decade of experience building high-performance models and production systems, now serving as Senior Vice President of Artificial Intelligence at DP Technology. He specializes in AI for Science—large-scale representation learning for molecules, 3D geometry, molecular generation and protein structure prediction—and has led open-source projects that bridge research and practice. Guolin created LightGBM during his MSRA internship, a widely used GBDT library with ~14K GitHub stars and 220M+ downloads, and later led Graphormer and Uni-Fold efforts that won top prizes in OGB KDD Cup and NeurIPS Open Catalyst and reimplemented AlphaFold with public training code. His background combines deep research at Microsoft Research Asia with hands-on systems work (distributed parameter servers, Allreduce optimizations) and real-world wins in algorithm competitions. Based in Beijing, he focuses on accelerating scientific discovery via scalable machine learning and actively recruits collaborators who want to push AI-driven science into production.
code10 years of coding experience
job9 years of employment as a software developer
bookMaster's degree Computer Science, Master's degree Computer Science at Xiamen University
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Stackoverflow

Stats
11reputation
1kreached
1answer
0questions
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Github Skills (25)

pytorch10
c-language10
python10
pre-trained-model10
pretrain10
mpi10
machine-learning10
distributed-systems10
data-structure10
deep-learning10
data-structures10
cprogramming-language10
modeling10
network-programming9
zeromq9

Programming languages (18)

C#PowerShellJavaC++RustCCMakeScala

Github contributions (5)

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deepmodeling/Uni-Mol

May 2022 - Oct 2022

Official Repository for the Uni-Mol Series Methods
Role in this project:
userML Engineer
Contributions:2 releases, 38 reviews, 26 commits in 5 months
Contributions summary:Guolin primarily contributed to the repository by releasing code, tutorials, and examples. Their commits include an initial code release, adding environment setup and pretraining tutorials, and adding molecular property prediction tutorials. They also made several updates to the README.md, requirements.txt, and Dockerfile, indicating involvement in the project's setup and documentation. Code changes show contributions to the core model file, specifically, related to the UniMol architecture.
pytorchrepresentationpre-trained-modelcheminformaticsproteins
microsoft/LightGBM

Aug 2016 - Mar 2021

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
Role in this project:
userBack-end Developer
Contributions:41 releases, 485 reviews, 867 commits in 4 years 8 months
Contributions summary:Guolin contributed to fixing warnings and issues, primarily in the C++ code base of the LightGBM library. They addressed code discrepancies and warnings related to signed and unsigned integers, and also fixed issues related to the handling of missing values in the dataset. They also updated and improved code for both model saving and data handling tasks.
kagglepythondata-mininglightgbmmicrosoft
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Guolin Ke - Senior Vice President Of Artificial Intelligence at DP Technology