CV
Contact: sylvain [a t] probabl.ai
You can also look into my publications, my talks, and my teaching experience in their according tabs.
Professional experience
Sep. 2024 – now | :probabl. | Machine Learning Product Engineer | Paris, France |
- :probabl. is the official brand operator of scikit-learn, the reference open-source machine learning Python library. :probabl. is an Entreprise à Mission de Souveraineté Industrielle et Numérique and a spin-off of Inria. More info: Notion page.
- As a ML Product Engineer, I contribute to designing and developing a data scientist companion, called
skore , to empower data scientists and companies in mastering their entire data lifecycle. - Feel free to reach out to me or join our Discord if you are interested in such a product!
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Feb. – Aug. 2024 (7 months) | École Normale Supérieure Paris-Saclay | Postdoctoral Researcher | Paris area, France |
- Postdoctoral researcher at the Centre Borelli research lab under the supervision of Laurent Oudre.
- Role: pedagogical engineer and product manager for the BrevetAI project of SaclAI-School (DATAIA Institute), an educational platform for AI acculturation through a learning-by-doing approach, aimed at students of the University of Paris-Saclay.
- Team of approx. 10 members: pedagogical engineers, software engineers, and UX/UI designers.
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Mar. – Aug. 2020 (6 months) | Artefact | Data Scientist intern | Paris, France |
- Consulting for a major food-products corporation: demand sensing for new products with very few historical sales data ("cold start").
- Links: Medium blog.
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June – Sep. 2019 (3 months) | Servier | Data Scientist intern | Paris area, France |
- R&D at a major pharmaceutical company: generating fictitious realistic patient data with generative adversarial networks (GANs).
- Links: report / slides / GitHub / Medium blog.
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Education
Oct. 2020 – Jan. 2024 | École Normale Supérieure Paris-Saclay | Doctor of Philosophy (PhD) | Paris area, France |
- Research in machine learning and time series. Thesis title: Symbolic representations of time series [theses.fr / HAL / manuscript PDF / defense slides PDF].
- Advisors: Laurent Oudre and Charles Truong, Centre Borelli (Université Paris-Saclay, CNRS, ENS Paris-Saclay).
- Committee: Mathilde Mougeot (Présidente), Germain Forestier (Rapporteur & Examinateur), Romain Tavenard (Rapporteur & Examinateur), Themis Palpanas (Examinateur), and Patrick Schäfer (Examinateur).
- 5 publications (ICDE, ICDMW, EUSIPCO, IPOL, and GRETSI) as 1st author on symbolic representations and distances between univariate and multivariate time series. My manuscript contains 2 literature reviews, 2 major contributions, 1 interactive tool (Streamlit) and 1 open-access data set. See publications.
- Extra activities:
- Lecturer at Université Paris 2 Panthéon-Assas (2021), Ecole Polytechnique Executive Education (2021-), and Ecole Polytechnique (2022-). See teaching.
- Supervision of a research internship for a normalien student from the Mathematics Department (Mar. - June 2022).
- Co-organizer of the Machine Learning and Massive Data Analysis (MLMDA) weekly seminars with external or internal speakers (2022-2023).
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2017 – 2020 | École des Mines de Nancy | Master of Science | Nancy, France |
- Awarded the Saint-Gobain Research Excellence Scholarship 2020 for academic achievements.
- Big Data & Data Science track within the Department of Mathematical Engineering.
- Main courses: Deep learning, Machine learning, Probabilities, Programming (Python, R, MATLAB, C/C++), Statistics, Stochastic modeling, and Time series.
- Research projects: see past research projects.
- Extra activities: Basketball (captain), Forum Est-Horizon (Vice-President), and Audiovisual Club (main actor for short films).
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2014 – 2017 | Lycée Louis-le-Grand | Classe Préparatoire aux Grandes Écoles | Paris, France |
- Intensive preparation for the national competitive entrance examinations to the Grandes Écoles (leading French Graduate Schools of Engineering).
- Filière PCSI/PC*: Advanced Mathematics, Physics, Chemistry, Philosophy, and English.
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2011 – 2014 | Lycée Louis-le-Grand | Baccalauréat général | Paris, France |
- Baccalauréat (main French diploma required to pursue university studies) in Science with Highest Honors.
- Baccalauréat général, série Scientifique, section Orientale chinois, spécialité Sciences de l'ingénieur, avec la mention Très bien.
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Past research projects
Oct. 2019 – Feb. 2020 (5 months) | University of Lorraine | Research project in Data Science | Nancy, France |
- Topic: Comparison of empirical probability distributions using integral probability metrics and $f$-divergences.
- Links: report / slides / GitHub.
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Oct. 2018 – June 2019 (9 months) | Saint-Gobain | Research project in Data Science | Paris area, France |
- Topic: Anomaly detection on factory sensors using principal component analysis (PCA) and Gaussian kernel PCA.
- Links: GitHub.
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