Stefanos Panagiotou

Machine Learning Researcher at University of Patras

Patras, Western Greece, Greece
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Summary

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Senior
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Top School
Stefanos Panagiotou is a Machine Learning Researcher and PhD candidate at the University of Patras with nine years of experience applying Industrial AI and IIoT to real-world manufacturing problems like predictive maintenance, product quality monitoring, and structural health monitoring. He leads end-to-end applied research projects—finding funding, writing proposals, coordinating stakeholders, and deploying ML models in live production—demonstrated by a deployed system that helped prevent defects on a 60,000-bottles-per-hour beer line. His technical work spans time-series forecasting, 1D conv-transformer models, TinyML on edge devices, transfer learning with synthetic and experimental data, and practical MLOps for real-time inference. Comfortable across academia and industry, he also teaches statistics, supervises theses, and bridges mechanical engineering and IoT teams to translate sensor data into actionable KPIs. Notably, he complements deep technical skills with proposal and project management experience across EU and national research programs, enabling measurable impact beyond prototypes.
code9 years of coding experience
job1 year of employment as a software developer
bookMachine Learning Summer School (MLSS), Machine Learning Summer School (MLSS) at Okinawa Institute of Science and Technology
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at University of Patras
bookMediterranean Machine Learning Summer School (M2L), Mediterranean Machine Learning Summer School (M2L) at Università degli Studi di Milano-Bicocca
bookPOLITEHNICA București National University for Science and Technology
languagesEnglish, Greek, Finnish, French
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Github Skills (18)

imputation9
time-series-forecasting7
python6
classification6
cli5
statistical-learning5
anomaly-detection5
transformers4
benchmarking4
time-series4
finance4
forecasting4
command-line4
deep-learning3
statsmodels3

Programming languages (3)

TypeScriptShellPython

Github contributions (5)

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Contributions:31 commits, 25 pushes, 1 branch in 1 month
MadelaineS/WAD-Group4

Mar 2017 - Jul 2018

Contributions:2 pushes in 1 year 3 months
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Stefanos Panagiotou - Machine Learning Researcher at University of Patras