Kuan-chun L - Machine Learning Engineer

Kuan-chun L

Machine Learning Engineer

Hsinchu, Taiwan Province

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Summary

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Senior

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Top School

Kuan-chun L is a Machine Learning Engineer with over a decade of ML experience and 8+ years focused on deep learning research and applied R&D across academia and industry, including legal tech, pharmaceuticals, and semiconductors. He currently advances AI-assisted chip design automation, developing state-of-the-art algorithms for analog and digital IC tasks such as gradient-based placement optimization and graph-attention classification that materially cut runtime and improved accuracy. His background blends strong theoretical training (Computational Neuroscience, Applied Mathematics) with hands-on engineering—building parallelized data workflows, ETL for text/chemoinformatics, and production-ready PyTorch/Torch-Geometric pipelines. He’s contributed research in reinforcement and unsupervised learning at Max Planck, taught ML to domain scientists, and applies explainable methods (LIME/SHAP) in drug discovery—demonstrating an unusual fluency in translating advanced models into domain-impacting solutions. Outside work he pursues reading across science and humanities, music, gaming, and language learning, reflecting a curious, cross-disciplinary mindset that informs his work.

10 years of coding experience

4 years of employment as a software developer

Bachelor of Science (B.S.), Psychology, Bachelor of Science (B.S.), Psychology at National Chengchi University

Master’s Degree, Computational Neuroscience, Machine Learning, Master’s Degree, Computational Neuroscience, Machine Learning at Eberhard Karls Universität Tübingen

Master of Science (M.Sc.), Applied Mathematics, Master of Science (M.Sc.), Applied Mathematics at National Tsing Hua University

English, Chinese, Mandarin, German, Japanese

Stackoverflow

Stats

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Github Skills (13)

q-learning9

gymnasium9

reinforcement-learning8

machine-learning7

deep-learning7

oop6

convolutional-neural-networks6

mlp5

architecture4

tesnorflow4

python3

neural-network3

tensorflow3

Programming languages (1)

Python

Github contributions (5)

ulamaca/DRLND_P3_MultiAgent_RL

Mar 2019 - Mar 2019

Contributions:48 commits, 29 pushes, 1 branch in 24 days

ulamaca/DRLND_P2_Continuous_Control

Feb 2019 - Feb 2019

Contributions:20 commits, 18 pushes, 1 branch in 1 day

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