Description

Je mène depuis 7 ans des projets techniques depuis la phase de formulation du problème jusqu'à l'industrialisation des algorithmes développés, en passant par la R&D. Je peux vous accompagner sur les problématiques suivantes:

Traduction des besoins business en problèmes de mathématiques appliquées
Expertise en traitement de données, machine learning, deep learning et en statistiques (fréquentiste ou bayesienne)
Encadrement technique de data scientists
Mise en production d'algorithmes

Languages

English
Fluent
French
Native or bilingual

Workplace preferences

Can work on-site

Paris (up to 50km)

Calibra
Freelance machine learning engineer
INTERNET OF THINGS (IOT)
September 2020 - Today (5 years and 9 months)
Paris, France
Large language models (LLM) training, finetuning and serving for translation, rephrasing, spellchecking for a web application with millions of daily users
Designed LLM-based evaluation methodologies involving iterative alignment with linguists
Led a team of 5 engineers to build LLM training pipelines on flexible infrastructure via kubeflow
Building LLM for chess move analysis: evaluation methodology, corpus collection, synthetic data generation, finetuning from open source pretrained models
Researched and deployed state of the art algorithms to build cybersecurity user-based detection techniques (unsupervised decision trees, deep learning, graph techniques)
Built and optimized a real time prediction engine for newsletter advertiser selection, for 10M impressions per day
Shorter missions: bayesian modeling of google shopping ads, unsupervised bank clients profiling, built a facial landmark aging algorithm for to help nose surgery, taught a Spark course for master students
Anomaly Detection Machine learning Cybersécurité LLM NLP Optimisation
Keymantics
Head of Data Science
PRESS AND MEDIA
September 2017 - August 2020 (3 years)
Paris, France
Worked closely with the product and dev teams to build a successful media buying solution from scratch
Recruited, managed and provided technical mentorship to data scientists
Researched and coordinated efforts to deploy real time bidding algorithms with volume and latency constraints (40k predictions/second, 5ms latency)
Researched and deployed semantic embeddings for keyword suggestion and reach estimation
Management d'équipe Python Scala Spark ETL Machine learning NLP
MFG Labs
Data scientist
CONSULTING AND AUDITS
February 2014 - July 2017 (3 years and 6 months)
Paris, France
Data driven cross-country media optimization (offline and online) for an automotive company
Hotel meta-search (tripadvisor, trivago) bidding automation & optimization for a leading travel agency
Designed a recommender system for newsletter personalization of 10M users, driving a 20% sales increase
Research and development of algorithms for real time bidding algorithms
Study of log-level site-centric data to evaluate display campaign impacts andtarget segmentation
Quantitative analysis of Facebook likes for media buying optimization: large scale clustering, affinity prediction under reach constraint
Built a web application to predict real estate prices in France

Check out Simon's experience

Agatha Frydrych

Backend Java Software Engineer

4.7

(3)

Baptiste Duhen

Fullstack developer

4.6

(4)

Amed Hamou

Senior Lead Developer

(2)

Audrey Champion

Web developer

4.3

(3)

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Master Degree in Statistics, Probability and Finance (Master Modélisation Aléatoire, Université Paris 7)
Université Paris 7
2012
Ingénieur économiste
ENSAE
2012

Data Scientist

Simon Benhamou

Data scientist senior

About Simon

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