Po-wei Chi

Sr. Research Engineer at AMD

Austin, Texas, United States
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Summary

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Rockstar
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Top School
Po-wei Chi is a senior research engineer based in Austin with six years of experience applying machine learning and statistical analysis to semiconductor and hardware-focused problems. At AMD he progressed from Design Engineer to Senior Research Engineer, building domain-specific deep learning solutions and deploying them on cloud infrastructure and LSF for cross-functional teams. His background includes hands-on image-processing and Mask R-CNN work for wafer defect detection at TSMC, plus practical deployment experience using Docker and internal CI workflows. He combines an MS in Electrical and Computer Engineering from UC Davis with a pragmatic engineering approach that bridges research prototypes and production-ready systems. Known for translating industrial data into targeted ML models, he often pairs classical statistical methods with modern deep learning to solve noisy, domain-specific problems. He favors solutions that are reproducible and deployable, reflecting both research rigor and production constraints.
code6 years of coding experience
job4 years of employment as a software developer
bookMaster of Science - MS, Electrical and Computer Engineering, Master of Science - MS, Electrical and Computer Engineering at University of California, Davis
bookBachelor of Science - BS, Electical Engineering, Bachelor of Science - BS, Electical Engineering at National Chiayi University
languagesChinese, English, Mandarin, Japanese
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Github Skills (69)

sentence10
python10
coreference10
deep-learning10
few-shot-learning10
transformer10
nlp10
sentence-transformers10
nlg10
tensorflow10
natural-language-processing10
pytorch10
electra10
machine-learning10
huggingface-transformers10

Programming languages (3)

JavaScriptJupyter NotebookPython

Github contributions (5)

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blakechi/ComVEX

Feb 2021 - Sep 2022

Implementations of Recent Papers in Computer Vision
Contributions:12 releases, 1 review, 222 commits in 1 year 7 months
deep-learningimplementationscomputer-visionvision
blakechi/setfit

Oct 2022 - Dec 2024

Efficient few-shot learning with Sentence Transformers
Contributions:48 pushes, 9 branches in 2 years 2 months
pytorchnlpsentencetransformersbert
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Po-wei Chi - Sr. Research Engineer at AMD