Available to hire
Hi! I’m Mathias Villerabel, an AI Engineer and Data Scientist passionate about leveraging data to solve real-world problems. I specialize in building scalable ML models, data pipelines, and deriving actionable insights from complex datasets.
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Skills
Experience Level
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Language
French
Fluent
English
Fluent
Work Experience
Data Scientist at Swiss Re
September 1, 2023 - PresentBuilt an IFRS 17 actuarial/financial simulation engine (cash flows, discounting, Contractual Service Margin) to benchmark EY outputs and ensure regulatory compliance. Automated end-to-end reconciliation (GL ↔ actuarial models), cutting manual work from multi-day reviews to < 2h/run and improving auditability & reproducibility. Designed and optimized PySpark pipelines in Palantir Foundry, scaling to 109+ accounting records per batch and integrating with downstream financial reporting systems.
Data Scientist at Pernod Ricard
August 1, 2023 - October 21, 2025Developed time-series forecasting and ML models (ARIMA, gradient boosting) and designed a custom PyTorch framework for scalable training / inference. Improved 3-month demand forecasts by 12% vs. FA baseline.
Research & Applied Scientist at Synspective
January 1, 2023 - October 21, 2025Automated detection of new construction from SAR time series (InSAR coherence + intensity). Delivered a cloud-based Earth observation platform with dynamic caching on Google Cloud, reducing data latency for SDG indicators in economics and environment. Built scalable object detection models for maritime trade (containers, cars, trucks, ships); awarded 2nd Prize at the NEDO Challenge. Applied Earth observation and machine learning methods during NASA, ESA & JAXA hackathons to address real-world challenges such as wildfire monitoring and prediction.
Machine Learning Intern at National Institute of Informatics
August 1, 2019 - October 21, 2025Developed action detection models combining MobileNetV2 with segmentation/regression maps and LSTM for temporal recognition. Integrated deep learning into UAV systems for search & rescue and surveillance; published in IEEE Access.
Education
M.Sc. in Computer Science at Sorbonne University
January 1, 2016 - January 1, 2019B.Sc. in Computer Science & Mathematics at Sorbonne University
January 1, 2013 - January 1, 2016Qualifications
Industry Experience
Financial Services, Consumer Goods, Software & Internet, Media & Entertainment, Professional Services
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Expert
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