Alexandra Sidorova
MTS Software Development Engineer at AMD
Dubai, Dubai, United Arab Emirates
Summary
🤩
Rockstar🎓
Top SchoolAlexandra 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).
7 years of coding experience
3 years of employment as a software developer
Bachelor's degree, Information Technology, 5, Bachelor's degree, Information Technology, 5 at State University of Nizhni Novgorod named after N.I. Lobachevsky (UNN)Master's degree, Applied Mathematics and Informatics, Master's degree, Applied Mathematics and Informatics at Нижегородский Государственный Университет им. Н.И. Лобачевского (ННГУ)
Github Skills (51)
transformers10
pytorch10
benchmark10
caffe10
recommendation-system10
intel10
chainer10
tensorrt10
re-identification10
diffusion-models10
mxnet10
machine-learning10
inference-engine10
stable-diffusion10
inference10
Programming languages (8)
Github contributions (5)
Alexandra-Sidorova/mp1-practice
Sep 2018 - Jun 2019
Репозиторий для сдачи практических заданий по курсу Методы программирования
Contributions:91 PRs, 188 pushes, 53 branches in 8 months
a-sidorova/openvino-dl-benchmark
Nov 2019 - Sep 2024
Contributions:52 PRs, 292 pushes, 72 branches in 4 years 11 months
benchmarkingdeep-learningopenvino-toolkitinferenceintel
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