[nom] · [téléphone]

Data Scientist · [e-mail]

M.Sc in Industrial Management Engineering · LinkedIn : [lien] [nom]

EMINES - Mohammed VI Polytechnic University

Professionnel Outlook

M.Sc graduate in Industrial Management with hands-on experience in machine learning, NLP, and data-driven automation (Python, scikit-learn, PyTorch). Proven ability to translate complex data insights into actionable business recommendations, from building

AI-driven risk automation pipelines to fine-tuning LLMs. Ready to drive AI transformation initiatives and deliver measurable business impact from day one.

Experience

• Coface · April 2026 - September 2026

Data scientist/ML intern · Casablanca, Morocco

→ Built and deployed a REST API for model explainability using SHAP values, achieving 91 % accuracy within ±1 point on out-of-time (OOT) validation for credit score predictions.

→ Enabled risk analysts to validate borderline credit decisions faster, reducing manual review time and strengthening trust in the automated scoring pipeline.

→ Translated model outputs into business-actionable explanations with cross-functional stakeholders, improving consistency and auditability of credit risk decisions.

• Universidade Federal Fluminense · June 2025 – September 2025 Data scientist intern · Rio de Janeiro, Brazil → Built a regional risk database using GCP BigQuery to support quantitative risk assessment and prioritization, cross-referenced against a military database to fill gaps where no existing record was available.

→ Developed a deep learning model to evaluate hazard likelihood by region, supporting early-warning and resource-allocation decisions.

→ Delivered results independently in a new technical and cultural environment.

• EMINES · May2024 – May 2025

Student council Chief adminstrative o!cer · Ben Guerir, Morocco

→ Led cross-functional coordination across more than eight teams, managing stakeholder alignment and organizational planning for multiple large-scale events

→ Oversaw budget management and vendor negotiations, ensuring strategic resource allocation and financial oversight

Projects

• SME Credit Analyst Copilot · August 2026 - September 2026 → Developed a local Qwen agent to analyze synthetic SME financial data and draft credit-risk memos.

→ Integrated MCP tools for liquidity calculations and payment-history analysis, with RAG for cited credit-policy retrieval.

→ Implemented input validation, citation checks, and 27 automated tests covering retrieval and agent workflows.

• Arabic Text Summarization Using LLMs · November 2026 - December 2026 → Built a synthetic Arabic summarization dataset of 60,000 samples by generating high-quality summaries for Wikipedia articles using an LLM, addressing the scarcity of quality Arabic summarization data.

→ Fine-tuned mT5-base on the synthetic dataset for abstractive Arabic text summarization.

→ Evaluated model outputs using an LLM-as-judge framework, assessing summary quality across dimensions such as coherence, faithfulness, and conciseness.

• Robotics- computer vision · October 2024 – May 2025 → Designed a real-time object-detection module for bottle identification using YOLOv8, classifying bottles as colored or transparent to support an automated recycling sorting system.

→ Improved system classification accuracy through iterative model calibration, testing, and refinement.

Education

• EMINES - Mohammed VI Polytechnic University · September 2023 - September 2026 Master’s Degree in Industrial Management, Minor in Data Science partnership with École Polytechnique · Ben Guerir
• MBZUAI · February 2026 - March 2026

Exchange program · Abu Dhabi

• Scientific Preparatory Classes PCSI/PSI · September 2021 - September 2023 Marrakech Skills & Activities Technical skills · Languages · Extracurriculars
• tools : Python,R,VBA,Git,Docker,jenkins , GCP , · • Arabe : Native · • Lions Club UM6P :Vice-president : led K8S, CI/CD. · • Français : Advanced · community service initiatives
• Anglais : Bilingual · and organized humanitarian activities
• Portugais : Beginner