Andrey Markelov
AI Frameworks Engineer at Intel Corporation
Dublin, Ireland
Summary
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Rockstar🎓
Top SchoolAndrey Markelov is an AI Frameworks Engineer at Intel in Dublin with five years focused on optimizing neural networks for efficient execution on NPUs embedded in modern Intel CPUs. He leverages MLIR and compiler engineering to drive performance improvements and quantization support, translating research-grade models into production-ready, low-latency kernels. His background includes a decade at MERA in software design and technical coordination, giving him a strong foundation in system-level engineering and cross-team delivery. Trained in information technologies and statistical radiophysics, he blends signal-processing insight with practical ML compiler development. Colleagues rely on him for deep optimization expertise that bridges hardware capabilities and model constraints, often uncovering non-obvious trade-offs between precision, throughput, and power.
5 years of coding experience
3 years of employment as a software developer
Information technologies in telecommunications. Statistical radiophysics., Information technologies in telecommunications. Statistical radiophysics. at State University of Nizhni Novgorod named after N.I. Lobachevsky (UNN)
English, Russian
Github Skills (17)
diffusion-models10
computer-vision10
recommendation-system9
transformers9
openvino9
inference-engine9
stable-diffusion9
inference9
natural-language-processing9
ai9
generative-ai9
deep-learning9
speech-recognition9
nlp9
gpu8
Programming languages (1)
Github contributions (2)
andrey-markelov/openvino
Sep 2020 - Sep 2020
OpenVINO™ Toolkit repository
Contributions:1 branch in 1 day
pytorchdeep-learninggpuopenvino-toolkitcomputer-vision
openvinotoolkit/openvino
Sep 2020 - Sep 2020
OpenVINO™ is an open source toolkit for optimizing and deploying AI inference
Contributions:1 review, 1 commit, 1 PR in 1 day
inference-enginepytorchmodel-optimizerdeep-learninggpu
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