Freelancer profile translated to English.

Description

Double competence Machine Learning Engineer / Scientist.

In the data world for over 10 years, I have a global understanding of data-related issues and I am able to address projects throughout their entire lifecycle, from the design of state-of-the-art machine learning algorithms to their deployment into production.

In-depth expertise in Deep Learning (especially time series / computer vision), and in machine learning more generally (co-author of scientific publications).

Perfect mastery of Kubernetes, from scratch deployment to scaling and management of complex applications (Deep Learning on GPUs).

Languages

English
Fluent
French
Native or bilingual

Workplace preferences

Can work on-site

Paris 1er Arrondissement (up to 50km), Paris (up to 10km)

EDF R&D
Research - Data scientist
ENERGY AND UTILITIES
May 2014 - December 2017 (3 years and 8 months)
Paris, France
Machine learning with a special focus on Deep Learning applied to time series (classification, clustering, prevision, generative models, signals desaggregation, predictive maintenance...).

Deeply involved in both methodological and technical sides. My on-going work deals with convolutional variational autoencoders (VAE) and generative adversarial networks (GAN), in the context of real-world use-cases at EDF.

Deep Learning technical environnement : Nvidia Titan X GPUs, Docker, Tensorflow, Keras, stack Python.

Data modeling with graph processing frameworks (Titan, Spark GraphX), in particular the whole french electrical distribution network.
Bluestone
Data scientist
CONSULTING AND AUDITS
September 2013 - April 2014 (8 months)
Paris, France
AXA SA
Chef de projet Business Intelligence
BANKING AND INSURANCE
September 2008 - June 2013 (4 years and 10 months)
Paris, France
GRP (Group Reporting Platform) is the AXA global mutualized reporting platform, handling high amount of data with high availability ; valuable strategical reports and ad-hoc analysis are provided across a wide variety of business and operating units.

Some key figures : 300 data sources (still growing), 30+ multidimensional cube analysis, 90+ millions of daily records, 20000 users over the world.

As a project manager, I was in charge of gathering business requirements from management teams and business unit leaders, cross-referencing user perception with my technical perspective.

Personally involved (design & specifications from scratch) in these strategic initiatives :
• Concentration risk management (advanced analysis and reporting)
• Group management accountancy (strategic reporting automation)
• Life insurance management (portfolios reporting and ad-hoc analysis)

Strong interest in technicals aspects, giving me the opportunity to hold a position of technical expert, within a context of high scalability, redundancy and availability in a strongly near real-time focused data warehousing platform.

Technical environment : Microsoft SQL Server (SSIS, SSRS, SSAS), Sharepoint with Excel Services, PowerPivot, custom software developments (C#)