Freelancer profile translated to English.
Back to original languageAbout Jean-Baptiste
Engineer (Maths, Physics, Software: Numerical Simulation, Machine Learning, Data Backend, Python, RealTime).
Needs definition.
Architecture and Development of Cloud and Machine Learning oriented applications (web or mobile).
Organization of developments and teams.
English
Native or bilingual
Can work on-site
Paris 11e Arrondissement (up to 50km), Paris (up to 10km)
Experience
- Sanofi (AE)Machine Learning DevOps EngineerPHARMACEUTICALS INDUSTRYSeptember 2024 - Today (1 year and 11 months)Paris, FranceAutomation via AI MCP server creation for the projectAcceleration of the Mixed Marketing Model (factor 3 to 7)Sagemaker implementationMigration python 3.11 to 3.13Performance OptimizationDistributed computing (multiprocessing, multithreading, nested processes)Github actions cicd (deployments)Glue pipelines updateSnowflake pipes and database provisioning.Dashboard
- kelvin technologiesMachine Learning OpsSOFTWARE PUBLISHINGMay 2024 - August 2024 (3 months)Paris, FranceCreation and deployment of an MLFlow architecture on AWS cloud via github actions and terraform (dev and prod environments):- Definition of architecture diagram- Creation of github authentication mechanism on AWS- Creation of tracking of AWS resource states created via the terraform deployment tool- Coding of github actions and terraform scripts for deploying network, infrastructure, and application parts, MLflow model server- Deployment in dev and prod of the architecture- Creation of the build/push script for a Fastapi application based on a model loaded in MLFlow- Deployment of the Fastapi application on an ECS cluster- Setting up subdomain name routing linked to the main domain's AWS account- Setting up certificate verification for subdomains=> results :- multiple MLFlow servers deployed accessible via secure subdomain- multiple Fastapi ML backend servers deployed accessible via secure subdomain- client objective achieved with acceleration and industrialization of their development
- Circle MobilityCloud Architect - Tech LeadTECHJanuary 2024 - February 2024 (2 months)Paris, France- Platform Architecture Definition- AWS Cloud Infrastructure Setup (org, accounts, policies...)- Implementation of architecture on AWS (IoT ingestion into Postgresql via ECS cluster, exposure API)- POC local ingestion via Docker
Reviews
Recommendations
EA
FU
+1
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Education
- ENGINEERENSI CAEN
- MSc Sensors MeasurementsUniversity of Caen (Normandy)1999