Freelancer profile translated to English.

Description

I industrialize ML/Data systems in production. Specializing in MLOps & AI Platform, I help data teams scale from POC to production: real-time monitoring, drift detection, ML CI/CD pipelines, cloud architecture (GCP · Azure · Databricks).

5 years of consulting experience at Wavestone, several ML platforms delivered to production.

Industry field of expertise

Languages

Arabic
Native or bilingual
French
Native or bilingual
English
Fluent

Workplace preferences

Can work on-site

Paris (up to 10km)

Wavestone
Senior ML/AI Engineer & Consultant
CONSULTING AND AUDITS
February 2022 - Today (4 years and 6 months)
Paris, France
▸ MLOps Platform: Design and deployment of a GCP architecture for ML monitoring (drift, perf, uncertainty) — centralized control tower for all models in production.
▸ ML Engineering: Deployment of an IT-Support email classification solution; design of cloud architecture patterns for ML model ecosystems.
▸ Data Engineering: Migration of legacy workloads to Azure, modern ETL pipelines, lifecycle with MLflow and Azure ML.
▸ GenAI Application (Travel Retail): — via
▸ Senior technical consulting: Leading architecture workshops, discovery sessions with architects, technical and business teams (luxury, energy, high-tech).
MLOps Microsoft Azure Data Engineer Tech Lead System Architecture
CentraleSupélec
Lecturer — Data Science
EDUCATION AND E-LEARNING
November 2024 - Today (1 year and 9 months)
91400 Saclay, France
▸ Teaching ML and data science for the Supply Chain major (engineers in training).
▸ Design of end-to-end practical labs: ML pipeline, deployment, monitoring.
Application of the Data Science approach to real-world use cases in the supply chain (store clustering, demand forecasting).
Data Science Science Communication Teaching Supply Chain
Imerys
Data Scientist / Operations Research
RAW MATERIALS INDUSTRY
April 2021 - October 2021 (6 months)
Paris, France
▸ Data Engineering: Access to large-scale industrial data via PI OSISOFT API, building ETL pipelines to calculate business metrics, design and populate dashboards.
▸ Optimization: Advanced scheduling system (linear programming, OR tools) minimizing production costs under constraints.
Data Engineer Data Science Operations Research Process Optimization