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Francois BanguiFB

Francois Bangui

Lead Data / Senior Architect

€990/day
Paris 13e Arrondissement, FR
8-15 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Francois

  • Modeling of the "business" problem.
  • Development of cloud architectures
  • Data preprocessing.
  • Statistical analysis of model data
  • Implementation of appropriate Machine Learning / Deep Learning algorithms.
  • Execution of POCs / Application deployment, benchmarking.
  • Design of cloud architectures for the deployment of "data-centric" applications
  • Presentation of results.
  • Team leadership and project management.
  • Conducting Data Sciences training sessions
  • Technological and scientific watch in Data Sciences.
  • Software engineering.

  • Methodical, I demonstrate creativity in developing or implementing software solutions based on Artificial Intelligence algorithms to extract valuable information from social media data for Digital Marketing departments.
  • My achievements in both Machine Learning and Deep Learning are freely accessible.

  • Beyond implementing machine learning algorithms with scikit-learn or tensorflow, I explore the scientific foundations of models to understand their limitations.
  • I always keep the business objectives of a project in perspective.

  • My soft skills: active listening, strong interpersonal skills, team leadership, ability to present, explain, and make complex and difficult topics and concepts accessible.
  • English

    Fluent

  • French

    Native or bilingual

Can work on-site
Paris 13e Arrondissement (up to 50km)

Experience

  • Capgemini Life Sciences
    LEAD DATASCIENTIST - SENIOR ARCHITECT
    CONSULTING AND AUDITS
    October 2021 - Today (4 years and 8 months)
    Paris, France
    Infrastructure: design of a cloud architecture for deploying a sensor data analysis solution.

    Data Sciences - NLP: design of a solution for retrieving strategic concepts from a document base

    Data Sciences: construction of a conceptual graph data model for a leading industrial company

    Data Sciences: Development of a "digital twin" ontology model on Azure for a steel industry company

    Data Sciences - Architecture: design of the technical architecture for industrializing an application managing metadata with an attribute graph model (life sciences)

    Writing commercial proposals, Recruitment, Team leadership

    Data Sciences - NLP: Industrialization of an NLP solution for automatic quotation generation
    Scikit-learn Azure Ontologies Neo4j Python Data Sciences BERT Protégé
  • BPCE
    MACHINE LEARNING MODELS INDUSTRIALIZATION MANAGER
    BANKING AND INSURANCE
    May 2021 - Today (5 years and 1 month)
    Paris, France
    Industrialization of machine learning systems
    • Formalization of the industrialization method
    • Leading operational monitoring workshops
    • Specification of monitoring and run phases, ML model lifecycle
    • Coordination of teams responsible for industrialization
    • Leading Sprint planning workshops
    • Leading study presentation workshops
    Agile SAFE Spark pySpark Jira Teams
  • INFOTEL/OAIO
    Lead Datascientist
    SOFTWARE PUBLISHING
    February 2021 - April 2021 (3 months)
    Paris, France
    Lead
    • Study of the development of an AI practice for PO
    • Development of a Proof of Concept integrating an ML Model from website data
    • Model for interpreting explanatory variables
    Dataiku-DSS ICE Shap Python

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Education

  • DESS Applied Mathematics (MASTER 2)
    Sorbonne Universités
    1989
    Analyse numérique Analyse Fonctionnelle Algèbre Linéaire Algèbre matricielle
  • Master 2 Data Sciences
    CentraleSupélec
    2019
    Data préparation Analyses uni-multivariées Machine Learning supervisé / non supervisé Deep Learning Réduction de dimension Data visualisation

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