Experience
Role, company, one line of impact. Open any entry for detail.
10/2024 — PresentSmart Mobility LabAI Engineer — GenAI & Data IntelligenceBuilt a mobility Data/AI platform from the ground up — now live in 28 countries at ~10× the data volume.DetailsLess
Paris, France- AI Engineer (fixed-term) since 12/2025; previously Data Scientist apprentice (AI Engineer) from 10/2024 to 11/2025.
- Built the Data/AI platform from scratch and grew it to 28 countries, with roughly 10× the data volume.
- Optimised analytics with ClickHouse to speed up exploration and use of business data.
- Deployed a web API portal on a multi-service VPS architecture with Docker/Kubernetes.
- Developed GraphRAG and knowledge-graph components for agentic workflows and traceability.
- Built the initial reference dataset from scratch with ETL/ELT pipelines in Python, SQL, Snowflake and structured files.
- Implemented normalisation, matching, data-quality controls, processing logs, enrichment and Prophet forecasting.
- Delivered datasets, dashboards, mobility analyses and client deliverables.
- Built internal business-intelligence dashboards and web tools used for market analysis.
- Developed market-intelligence services: news monitoring, tagging and search using embeddings and agents.
- Ran forecasting studies for light-vehicle and micromobility market segments.
Skills used
- GraphRAG
- Neo4j
- ClickHouse
- Snowflake
- Python
- SQL
- ETL / ELT
- Normalisation & matching
- Data quality
- Prophet forecasting
- Docker
- Kubernetes
- API platforms
- Agentic workflows
- Knowledge graphs
Related work
10/2022 — 12/2023ZAKA.techFounder — Product & ManagementFounded a Lebanese software and AI studio: set product direction, functional design and brought business applications to market.DetailsLess
Tripoli, Lebanon- Owned product direction and functional design for a suite of business applications — management, point-of-sale, education, healthcare and field-service software.
- Managed delivery: priorities, roadmap, client requirements, acceptance and releases, working with the development team.
- Took products to market with local businesses and institutions, and turned their feedback into the next iteration.
- Hands-on AI work: an LLM workflow on Cloud Run to query Firebase in natural language, plus RAG and analytical pipelines combining business data with LLM answers.
Skills used
01/2022 — 09/2022DTPIntegration Engineer — Cloud & DevOpsData-integration system for aviation, transport and logistics on Docker/Kubernetes.DetailsLess
Tripoli, Lebanon- Data-integration system for aviation, transport and logistics environments with Java Spring, ActiveMQ and MySQL.
- Deployed services on CentOS with Docker/Kubernetes and Grafana/Prometheus monitoring.
Skills used
01/2021 — 12/2021UtrenderMachine Learning Engineer — Computer VisionComputer-vision system analysing audience interaction with advertising screens.DetailsLess
Montpellier, France (remote)- Python/OpenCV system analysing interactions with advertising screens, with an associated IoT web application.
Skills used
Related work
05/2019 — 05/2020IntelligileSoftware Engineer — Software ModellingC++/OpenGL library integrated into a mapping application.DetailsLess
Tripoli, Lebanon- Software conceptualisation and structured problem solving following SWEBOK/UML principles.
- Developed a C++/OpenGL library integrated into mapping software, supervised by Dr Oussama Ziadé.
Skills used
Education
HETIC, Paris
Master in Data & AI — RNCP level 7
2023 – 2025
Holberton School
Machine Learning / AI & Big Data specialisation
2021
Université Libanaise
Bachelor in Computer Science
2019
Certifications
ZAKA Certified Machine Learning Engineer
ZAKA · 2023-12
16-week AI Certification Program — Machine Learning Specialization. Capstone: YTBOT.
Machine Learning & AI program
Holberton School Lebanon · 2022-04
Curriculum developed by Holberton School, Silicon Valley.
Launching into Machine Learning
Google Cloud · 2024-06
Introduction to AI and Machine Learning on Google Cloud
Google Cloud · 2024-03
Agentic Knowledge Graph Construction
DeepLearning.AI × Neo4j · Course completed
Supervised Learning with scikit-learn
DataCamp · 2023-05
Introduction to Data Visualization with Matplotlib
DataCamp · 2023-05
Introduction to Statistics in Python
DataCamp · 2023-05
Introduction to SQL
DataCamp · 2023-02
Joining Data with pandas
DataCamp
Data Manipulation with pandas
DataCamp · 2022-11
Intermediate Python
DataCamp · 2022-10
Introduction to Data Visualization with Seaborn
DataCamp
Introduction to Data Science in Python
DataCamp
Docker and Kubernetes: The Complete Guide
Udemy
Spring Boot 3, Spring 6 & Hibernate
Udemy
Certificate document on file
Currently learning
Agentic AI (Andrew Ng)
34%DeepLearning.AI
Claude Code: A Highly Agentic Coding Assistant
23%DeepLearning.AI × Anthropic
AI Agents in LangGraph
10%DeepLearning.AI × LangChain
Multi AI Agent Systems with crewAI
10%DeepLearning.AI × crewAI