About Gabriel
English
Fluent
French
Native or bilingual
Experience
- LAJAVANESSResearch and Development Data ScientistDIGITAL AND ITMarch 2017 - September 2017 (6 months)Paris, FranceAs an R&D Data Scientist, I was in charge of developing machine learning models that meet the problems of our customers:- NLP and development of an API allowing the automatic processing of emails sent to customer service.- NLP and Deep Learning to extract postal addresses from emails.- Maintenance of a model developed in Spark and designed to identify the optimal times to call customers.- Development of a real-time discount pricing model during negotiations.Technologies:- Python (pandas, scikit-learn, nltk)- Tensorflow- Spark- Javascript
- CheerzData ScientistE-COMMERCEJune 2016 - November 2016 (6 months)Data Scientist InternDuring my experience at Cheerz, I did many things:Identifying ways to increase conversion on the website and application. To do this, I worked with multiple data sources:- The company's internal data.- The Google Analytics (tracking data) and Facebook APIs.I also built an algorithm collecting potential influencer accounts on Instagram and potentially interested in Cheerz products, using the Instagram API.In addition, I carried out analyzes on customer data and made dashboards to support the decisions of the marketing department.Finally, I implemented an A/B Testing tool using a Bayesian approach instead of the usual frequentist approach. The purpose of this tool was to counter peeking and early-stopping behaviors.
- Laboratoire d'Analyse et de Mathématiques appliquéesMachine Learning ResearchRESEARCHMay 2015 - October 2015 (6 months)Paris, FranceAs a research intern, I developed a two-step method for classifying Stochastic Differential Equations, using the Bayes classifier:- First, estimate the parameters of the stochastic differential equation using a maximum of likelihood.- Then, using the estimated values, construct an approximation of the bayes function and make a decision based on it.
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Education
- Master Probability and StatisticsUniversité Paris-Est Marne la Vallée2015Durant mon master orienté recherche, j'ai étudié les probabilités et les statistiques théoriques et appliquées: - Chaînes de Markov - Processus stochastiques - Probabilités - Statistiques - Statistiques computationnelles: méthodes de monte-carlo, monte-carlo markov-chain methods - Séries temporelles - Calcul stochastique
- Master Specialized in Data ScienceENSAE ParisTech2016Ce master m'a donné une approche plus pratique de la Data Science: - Machine Learning et Data-Mining -Database et web -Statistiques Computationelles (Monte Carlo Markov Chain) - Econométrie du Marketing - Analyse Statistique des données de graphs - Outils pour l'analyse de de données massives - Spark, Pig. -Hadoop -Bootstrapping et resampling - Statistiques Bayésiennes De plus, j'ai eu de nombreux projets impliquants la pratique de python, python pour la data science - scikit-learn, pandas, matplotlib - Spark, Pig, SQL et R.