Amine
M'Zali
Data & ML Engineer
About
Who am I?
In my final year at EFREI Paris, specializing in Big Data and Machine Learning, I bring 3 years of work-study experience in data — transportation (RATP, autonomous vehicles), pharmaceutical (Sanofi), and international research (UKM Malaysia). I've also designed and built three complete web products on the side.
Work
Main projects
Other projects
RLProject
PythonReinforcement Learning with Highway-env (DQN, PPO)
Electric Bus ML
PythonElectric school bus consumption prediction
Used Cars Pricing
PythonUsed car price prediction model
Diabetes ML
PythonDiabetes classification (Logistic Reg, MLP, Grid Search)
ProjetDataLakes
PythonData Lake architecture with ingestion and transformations
ProjetNoSQL
PythonNoSQL database and advanced queries
LuxuryPropertyDB
CypherLuxury property modeling in Neo4j (Cypher)
LHC Particle Data
PythonMultivariate analysis (PCA, CA, MCA, FAMD) on LHC data
Zelda (Java)
JavaAction game inspired by Zelda: A Link to the Past
Pokeshop
PHPPHP e-commerce with API, cart and admin
Editeur d'automates
CFinite state automata manipulation
Motus
FreePascalWord game inspired by Motus / Wordle
Skills
Tech stack
Data Engineering
ML & AI
Backend
Frontend
Infra & DevOps
Languages
Certifications
Azure AI-900 — AI Fundamentals
TOEIC — 960/990
Journey
Education & Experience
Education
Experience
Education
Education details
EFREI Paris
2024 — 2026Engineering Degree — Big Data & Machine Learning
- Machine Learning, Deep Learning, Reinforcement Learning
- Data Engineering, Data Lakes, ETL/ELT
- DevOps & MLOps (Docker, CI/CD, Terraform)
- Functional programming (Scala)
- Cloud (AWS / Azure) — Azure AI-900 certified
- PortfoliA project: Founding Technical Lead (team of 5)
UKM (Universiti Kebangsaan Malaysia)
Juin — Sept. 2025AI Research Internship — AL-Warisan Project
- Artificial Intelligence research laboratory
- ICONI 2025 publication (conference in Japan)
- Testing and evaluation of Malay-language NLP models
- Malaysian government project (AL-Warisan)
- Under supervision of Prof. Zukefli bin Mansour
CY Tech
2023 — 2024Computer Engineering
- Algorithms & advanced programming
- Relational databases, Operating systems
- Linear and combinatorial optimization
- Web programming (HTML/CSS/JS, PHP)
INSA Rouen
2021 — 2023Preparatory cycle — Engineering Sciences
- Computer Science (algorithms, intro to AI, data)
- Applied mathematics and statistics
- Physics and engineering sciences
- Multidisciplinary team projects
Experience
Experience details
Sanofi · Lyon
Oct. 2025 — PresentData & ML Engineer (Work-Study)
- Serverless ingestion pipeline (S3 -> SQS -> Lambda -> Parquet -> Snowflake)
- dbt modeling on Snowflake, multi-format GARAMP parsers
- ML gap assessment (XGBoost, SHAP) for technology transfer
- Terraform infrastructure, CI/CD with GitHub Actions + SonarCloud
- FDA/EMA regulated context — pharmaceutical industry
RATP · Paris
Aout 2024 — Sept. 2025Lead Data Engineer — Autonomous Vehicles (Work-Study)
- Design and implementation of a full Data platform on AWS (solo tech lead)
- ETL pipelines with AWS Glue and PySpark for real-time data
- Amazon QuickSight dashboards for fleet monitoring
- Visualization interfaces built with React (Vite)
- Infrastructure as Code: Terraform (EKS, S3, Glue, IAM)
RATP · Paris
Sept. 2023 — Aout 2024Data Analyst — HR (Apprenticeship)
- HR reporting automation via VBA and SQL
- Dynamic dashboards for management
- AI integration to optimize candidate screening
- AI strategy consulting for the HR department
Groupe Ambroise Pare · Clichy-sous-Bois
Juil. — Aout 2022Logistics Officer (Internship)
- Medical inventory flow optimization
- Supply and allocation management
- Real-time stock tracking and updates