Martin Lumiste

Machine Learning Researcher at Microsoft

Tallinn, Harju County, Estonia
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Summary

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Senior
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Top School
Martin Lumiste is a Machine Learning Engineer with nine years of experience applying economic theory and statistical rigor to production ML systems, from real-time pricing and routing at Bolt to neural video compression research at Microsoft. He blends hands-on engineering—building ETLs, inference pipelines, and A/B tests—with leadership of large data science teams and technical delivery for strategic projects like deploying LLM agents. His background in econometrics and mathematical statistics informs principled approaches to forecasting, marketplace pricing, and dynamic traffic modelling at scale. Comfortable across Python, Airflow, Spark and cloud infra, he frequently works end-to-end from data collection to production monitoring. He also publishes occasional technical writing at mlumiste.com, reflecting an interest in making complex ML ideas accessible.
code10 years of coding experience
job10 years of employment as a software developer
bookMaster’s Degree, MRes Economic Theory and Econometrics (doctoral track), Master’s Degree, MRes Economic Theory and Econometrics (doctoral track) at Toulouse School of Economics
bookMaster’s Degree, MA Economics w/ Mathematical Statistics, Master’s Degree, MA Economics w/ Mathematical Statistics at University of Tartu
languagesFrench
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Stackoverflow

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Github Skills (19)

perceptual10
perceptual-losses10
model-conversion9
pytorch8
coremltools8
machine-learning7
database7
pip7
rust6
deep-learning6
ai6
tensorflow6
coreml6
rust-lang4
deep-neural-networks4

Programming languages (4)

RustJavaScriptHTMLPython

Github contributions (5)

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skandium/forecast

Jul 2017 - Aug 2017

Contributions:1658 pushes, 1 branch in 7 days
skandium/skandium.github.io

Jun 2021 - Mar 2026

Contributions:2 PRs, 56 pushes, 3 branches in 4 years 9 months
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