Hamza AZIZ

Data / ML Engineer

Salaire / Taux journalier

Paris, France

Freelance

Peut venir sur site

Expertises

Machine LearningLLMs / Large language modelsAWSETLAmazon RedshiftdbtDeep LearningPythonData AnalysisData ScienceIADéveloppement Backend

À propos

Introduction

Building toward Machine Learning Systems Engineering specifically LLM inference and AI infrastructure. studying inference engines, running local models, and getting closer to the systems layer — vLLM, CUDA, quantization, kernels, memory movement, model runtimes. Sport shaped how I work. It taught me that progress is usually slow, uncomfortable, and worth showing up for anyway.

Liens

Expérience de travail

Data / ML Engineer

Groupe La Centrale

juil. 2024 - Présent

2 ans 4 mois

Paris, France

Built and maintained the internal MLOps platform (SageMaker Studio, CI/CD, model registry, automated pipelines). Designed cross-account AWS infrastructure (Glue, Athena, S3, IAM, Lake Formation) to support analytics, ML training, and data-sharing use cases. Implemented scalable ETL pipelines using Glue, Iceberg tables, Redshift datamarts, and dbt models. Developed backend services to expose KPIs and operational metrics. Generative AI initiatives: evaluation workflows, fine-tuning experiments, and architecture of the internal LLM platform.

MLOps/LLM Consultant

Hymaïa

févr. 2023 - juil. 2024

1 an 6 mois

Paris, France

Designed and delivered a production-ready RAG system (retrieval, embeddings, API serving, monitoring). Standardized MLOps best practices: CI/CD for ML, containerization, model deployment pipelines. Improved inference reliability and reduced operational overhead through automation and observability.

Machine Learning Engineer

Clevergence

févr. 2022 - oct. 2022

9 mois

Paris, France

Industrialized machine learning pipelines on AWS SageMaker. Implemented automated training/inference workflows and improved the performance of existing pipelines.

Data Science Intern

Nsquare Group

juin 2021 - oct. 2021

5 mois

Agdal Riyad, Rabat-Salé-Kénitra, Maroc

Developed ETL workflows for financial data. Built ML models for debtor risk prediction.


Formation

Ecole Nationale des Sciences Appliquées de Berrechid

engineering diploma, Big Bata

2019 - 2022

4 ans

Université Hassan

Diplôme d'études universitaires scientifiques et techniques, Mathématiques , physique et informatique

2017 - 2019

3 ans


Licences et certifications

AWS Certified Solutions Architect – Associate

Délivré le : juin 2026

Certifié par Amazon Web Services (AWS)

AWS Certified Machine Learning Engineer – Associate

Délivré le : juin 2026

Certifié par Amazon Web Services (AWS)

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