Martin Lumiste
Machine Learning Engineer at Microsoft
Tallinn, Harju County, Estonia
Summary
👤
Senior🎓
Top SchoolMartin 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.
9 years of coding experience
10 years of employment as a software developer
Master’s Degree, MRes Economic Theory and Econometrics (doctoral track), Master’s Degree, MRes Economic Theory and Econometrics (doctoral track) at Toulouse School of EconomicsMaster’s Degree, MA Economics w/ Mathematical Statistics, Master’s Degree, MA Economics w/ Mathematical Statistics at University of Tartu
French
Stackoverflow
1reputation
0reached
0answers
0questions
Github Skills (12)
model-conversion9
coremltools8
editing8
validation8
pytorch7
machine-learning7
tensorflow6
coreml6
deep-learning5
proximal-policy-optimization4
optimization4
keras3
Programming languages (3)
Github contributions (5)
skandium/forecast
Jul 2017 - Aug 2017
Contributions:1658 pushes, 1 branch in 7 days
skandium/skandium.github.io
Jun 2021 - Nov 2024
Contributions:2 PRs, 47 pushes, 3 branches in 3 years 5 months
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