About Me
My path through tech — work experience, education, publications, projects, and awards
Work Experience
Data Scientist
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
Data Scientist Intern
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
Machine Learning Engineer Intern
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
Algorithm & Backend Engineer Intern
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
Education
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
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
BCG Platinion Hackathon
BCG Platinion·2023
Competed in the BCG Platinion Hackathon, achieving top placement both nationally and internationally.
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.