Efstathios Siatras

ML Research Engineer at Circadia Health

Stony Stratford, England, United Kingdom
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Summary

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Senior
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Top School
Efstathios Siatras is an ML Research Engineer with eight years of experience bridging academic research and industry-grade ML systems, currently focused on predictive modeling for patient deterioration at Circadia Health and domain-aware red teaming at Apart Research. His work spans machine reading comprehension, dataset creation (notably GreekQA), and applied ML in maritime digitalization where he built vessel performance models and anomaly detectors on billion-point sensor streams. He completed an MSc at UCL working on self- and inter-model correction for complex reasoning under Prof. Tim Rocktäschel and earned a BSc in Computer Science from the University of Athens. Comfortable across the ML lifecycle, he combines data engineering, MLOps, and fine-tuning of language models for multi- and cross-lingual tasks. Colleagues describe him as someone who moves smoothly between research questions and production constraints, often coordinating annotators and end-to-end pipelines to turn linguistic resources into evaluated models. Based in the UK, he brings an uncommon mix of domain depth (maritime, healthcare) and hands-on QA dataset creation that accelerates both experiments and deployments.
code9 years of coding experience
job2 years of employment as a software developer
bookBachelor of Science (BSc), Computer Science, Bachelor of Science (BSc), Computer Science at National & Kapodistrian University of Athens
bookUniversity College London
languagesGreek, English
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Github Skills (31)

javascript10
evaluation10
css10
inference10
chrome10
fine-tuning10
html10
nodejs10
electron9
llama9
v89
llm8
gemma7
openai-gym6
evolutionary-algorithms6

Programming languages (5)

C++CHandlebarsHTMLPython

Github contributions (5)

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efsiatras/role-playing-game

Nov 2019 - Apr 2024

Contributions:12 pushes, 1 branch in 4 years 5 months
efsiatras/browser-simulation

Feb 2018 - Apr 2024

Contributions:5 pushes, 1 branch in 6 years 3 months
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