À propos de Eniko
Anglais
Capacité professionnelle complète
Français
Capacité professionnelle complète
Allemand
Notions
Roumain
Bilingue ou natif
Expériences
- Swiss Statistical Design and InnovationSenior Data ScientistAGENCE & SSIIseptembre 2025 - février 2026 (5 mois)Fribourg, Switzerland• AI/ML for energy forecasting: Developed a validation and backtesting framework for energy demand forecasting, benchmarking and optimizing tree-based, neural network, and transformer-based models, leading to consistent performance improvements across providers for intraday forecasting (Python, PyTorch).• AI/ML applied data science: Led the technical delivery of end-to-end AI/ML solutions for manufacturing anomaly detection and sales forecasting, including presentation of results to stakeholders. Led the design and execution of an audio signal classification project. Completed proof-of-concepts were validated and funded for the next project phase.
- Volv Global SASenior Research Data ScientistINDUSTRIE PHARMACEUTIQUEjuillet 2023 - août 2024 (1 an et 1 mois)Lausanne, Switzerland• Machine learning for healthcare: Developed ML methods for patient classification and early disease diagnosis across multiple disease areas using real-world data, improving predictive performance by 10-20% over clinical domain experts• Patient group discovery and explainable AI: Applied clustering, explainability, and rule extraction to identify patient subgroups and characterize subgroup-specific predictive factors, delivering interpretable findings to pharmaceutical partners
- Swiss Data Science Center, EPFLSenior Data ScientistCENTRES DE RECHERCHEseptembre 2017 - décembre 2022 (5 ans et 3 mois)Lausanne, Switzerland• Scientific ML: Worked on interdisciplinary projects in collaboration with ETH-domain laboratories, including representation learning for climate science, physics-informed ML for atmospheric prediction, and forecasting of extreme events.• Machine learning and causal inference: Developed robust high-dimensional regression methods for climate change detection under interventions and transfer learning setings with good extrapolation properties (Python).
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Formations
- PhDUniversity of Geneva2011PhD
- MScTelecom Bretagne2006MSc