Alexandra Sidorova

MTS Software Development Engineer at AMD

Dubai, Dubai, United Arab Emirates
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Summary

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Alexandra Sidorova is a software engineer specializing in deep learning inference and JIT compilation, with 7 years of experience accelerating models on x86-64, ARM and RISC-V platforms. She spent over five years on Intel’s OpenVINO CPU Plugin and Snippets teams, where she implemented and optimized operators, added dynamic-shape support, and helped JIT-compile subgraphs to speed up transformers, Stable Diffusion and Whisper pipelines. As a GSOC 2024 mentor she led efforts to port and optimize OpenVINO for RISC-V vector extensions, and she has hands-on experience writing JIT kernels with Xbyak and RVV-targeted elementwise kernels. Now at AMD, she contributes to open-source compiler work to maximize inference performance on data-center GPUs, blending low-level assembly-minded optimization with graph-compiler design. A master’s-trained applied mathematician based in Dubai, she pairs deep systems-level expertise with a taste for clever, register-level hacks (as her playful GitHub bio hints).
code8 years of coding experience
job3 years of employment as a software developer
bookBachelor's degree, Information Technology, 5, Bachelor's degree, Information Technology, 5 at State University of Nizhni Novgorod named after N.I. Lobachevsky (UNN)
bookMaster's degree, Applied Mathematics and Informatics, Master's degree, Applied Mathematics and Informatics at Нижегородский Государственный Университет им. Н.И. Лобачевского (ННГУ)
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Github Skills (69)

transformers10
opencv10
recommendation-system10
diffusion-models10
mxnet10
tensorflow-lite10
deep-learning10
tflite10
dgl10
caffe10
llm-inference10
ai10
generative-ai10
paddlepaddle10
computer-vision10

Programming languages (11)

JavaC++CLLVMTeXJavaScriptHTMLJupyter Notebook

Github contributions (5)

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Репозиторий для сдачи практических заданий по курсу Методы программирования
Contributions:91 PRs, 188 pushes, 53 branches in 8 months
a-sidorova/openvino

Jul 2020 - Aug 2025

OpenVINO™ Toolkit repository
Contributions:55 reviews, 55 PRs, 2264 pushes in 5 years 2 months
openvino
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