About Alexandre
French
Native or bilingual
English
Fluent
Experience
- Pernod RicardLead Machine Learning Engineer / Data ScientistWINE AND SPIRITSJune 2022 - Today (4 years and 1 month)Paris, France
- MSD FranceSenior Data ScientistPHARMACEUTICALS INDUSTRYOctober 2021 - June 2022 (8 months)Paris, FranceObjective: Develop a performance attribution model (Marketing Mix Model) for each marketing channel and measure their respective impact on sales.● Took over existing system and completely redefined the interpretation model.Changed modeling approach to a non-linear Gradient Boosting method.● Remodeled the problem as a time series issue.● Developed a new interpretation technique based on Shapley values to determine channel contribution as a percentage.● Created and deployed the modeling and interpretation script on AWS.● Created visual dashboards to analyze and communicate results.● Integrated the production pipeline on Dataiku.
- QISQuant / Data ScientistBANKING AND INSURANCEMarch 2020 - July 2021 (1 year and 4 months)Paris, FranceResearch and deployment of quantitative investment strategies in the US equity market.● Design and implementation of complete "low frequency" investment solutions based on signals generated by ML algorithms.● Collection and preprocessing of structured and unstructured data (textual data) primarily from 10-K, 10-Q, 8-K, and 13-F reports.● Integration of additional variables, such as market, macroeconomic, meteorological, and other "alternative" data.● Processing, sentiment analysis, named entity recognition (NER), and vectorization of textual data using NLP (corpus of +4M documents processed).● Modeling and deployment of predictive models on GCP.● Implementation of a 100% automated strategy script (from signal generation to trade execution via the Interactive Broker TWS API).
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Education
- MS Machine Learning and Big DataTelecom ParisTech2019
- Charter Financial Analyst (CFA)CFA Institute2014Certified Chartered Financial Analyst. Les 3 niveaux validés avec succès.
Certifications
- Natural Language Processing with Classification and Vector SpacesCoursera2020
- Natural Language Processing with Sequence ModelsCoursera2020