~/about|

About Me

My path through tech — work experience, education, publications, projects, and awards

Work Experience

WorkMay 2024 – Present·Casablanca, Morocco
Artefact

Data Scientist

Artefact

I developed and delivered data products to clients while consulting on their data needs.

  • Built automated document processing service that reduced verification costs and to protect over 120 MDH through signature validation
  • Created 86.23% accurate client scoring model for Bank of Africa to identify high-potential inactive users for targeted engagement
  • Implemented GenAI-powered FAQ generation system for Orange using customer chat data and unsupervised learning to enhance support efficiency
  • Designed 93.29% accurate customer request classification model for Orange, optimizing support routing and staff allocation
PythonSQLScikit-learnPandasLangchainStreamlitFastAPIDockerGitGCPAWS
WorkFeb 2024 – May 2024·Casablanca, Morocco
Artefact

Data Scientist Intern

Artefact

Developed a natural language interface for complex database querying through comparative AI agent architecture analysis, enabling intuitive data access for non-technical users.

  • Created a natural language interface for database querying by analyzing multiple AI agent architectures, making data accessible to non-technical users
  • Benchmarked parameter-efficient fine-tuning techniques (QLoRA) across StarCoder and Llama v3 models for Text-to-SQL generation, optimizing hyperparameters
PythonPytorchTransformersSQLLangchainLLMSQLoRAAI Agents
WorkJun 2023 – Aug 2023·Casablanca, Morocco
Yakeey

Machine Learning Engineer Intern

Yakeey

Built an end-to-end pipeline for extracting building footprints from satellite imagery through evaluation of deep learning segmentation models.

  • Engineered a pipeline extracting building footprints from satellite imagery
  • Benchmarked multiple deep learning segmentation models (U-Net, Mask R-CNN, DeepLabv3+)
  • Applied various image processing techniques to enhance performance
PythonGeoPandasPytorchGeoTorchOpenCVFastAPIDockerQgis
WorkJun 2021 – Sep 2021·Casablanca, Morocco
KubicBits

Algorithm & Backend Engineer Intern

KubicBits

Developed an optimized vehicle routing algorithm handling multiple configurations and constraints for production use.

  • Delivered 30% improvements in both processing speed and solution quality through algorithm optimization techniques
OptimizationDjango rest frameworkSQLDockerPostgreSQLPostGISGoogle Maps APIGit

Education

Education2021 – 2024·Rabat, Morocco

Engineering Degree

ENSIAS – National School of Computer Science and Systems Analysis

Studied Computer Science and Engineering with a focus on data science, machine learning, and software engineering.

Publications

Publication

ICSMAI'25 Paper

Enhanced AI-Powered Energy Management Diagnostics: Expert System Integration with LLM for Predictive Maintenance

Springer · ICSMAI'25·Oct 2025·Saidia, Morocco

Published research paper at ICSMAI'25, contributing to the intersection of statistical methods and artificial intelligence.

Projects

Awards

Award

BCG Platinion Hackathon

BCG Platinion·2023

Competed in the BCG Platinion Hackathon, achieving top placement both nationally and internationally.

🏆1st Place Nationally, 2nd Internationally
Award

National & International Math Olympiad Preparation

NaMO / IMO·Jan 2019 – Mar 2020

Selected among the top math students in Morocco for the International Mathematical Olympiad preparation program.

🏆Top 12 Nationally