Experience

My professional journey and work experience

Artefact

Data Scientist

Jun 2024 - Present

Casablanca, Morocco

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

Key Achievements:

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

Artefact

Machine Learning Engineer Intern

Feb 2024 - Jun 2024

Casablanca, Morocco

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

Key Achievements:

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

Yakeey

Machine Learning Engineer Intern

Jun 2023 - Sep 2023

Casablanca, Morocco

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

Key Achievements:

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