Marina Kolpakova

PHD Researcher at Centre for Quantum Technologies

Singapore, Singapore
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Summary

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Marina Kolpakova is a compiler and performance engineering specialist with 14 years of production experience spanning deep learning, computer vision and embedded VPUs, now pursuing a PhD in Quantum Computing at NUS. She has driven compiler architecture and code-generation work at Intel—authoring novel fusion techniques and xbyak-based codegens for OpenVINO—and led optimization efforts that matched or exceeded native library performance on constrained hardware. Equally comfortable in low-level C/C++/assembly and high-level system design, she has a track record of teaching LLVM-based compilation courses and delivering hands-on workshops for global audiences. Based in Singapore, she blends academic rigor with pragmatic engineering, and describes herself playfully as "a quantum girl in her quantum world," hinting at an instinct for finding elegant structure where complexity converges.
code14 years of coding experience
job9 years of employment as a software developer
bookMaster’s Degree, Computer Science, Master’s Degree, Computer Science at State University of Nizhni Novgorod named after N.I. Lobachevsky (UNN)
bookDoctor of Philosophy - PhD, Quantum Computing, Doctor of Philosophy - PhD, Quantum Computing at National University of Singapore
languagesEnglish, Russian
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Github Skills (62)

transformers10
opencv10
recommendation-system10
image-processing10
diffusion-models10
stable-diffusion10
inference10
openvino10
llm-inference10
deep-learning10
ai10
natural-language-processing10
generative-ai10
preprocessor10
toolchain10

Programming languages (6)

C++ShellCLLVMMLIRPython

Github contributions (5)

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geexie/llvm-project

Feb 2021 - Dec 2021

The LLVM Project is a collection of modular and reusable compiler and toolchain technologies. Note: the repository does not accept github pull requests at this moment. Please submit your patches at http://reviews.llvm.org.
Contributions:79 reviews, 123 PRs, 111 pushes in 10 months
compilerllvmtoolchain
geexie/tpopt

Feb 2016 - Mar 2017

Contributions:14 commits, 18 pushes, 1 branch in 1 year 1 month
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