About Amal
French
Native or bilingual
English
Native or bilingual
Arabic
Native or bilingual
Experience
- RushourAI Project ManagerAGRICULTUREJanuary 2025 - Today (1 year and 5 months)Paris, France💡 Development of AI solutions for restaurants and online delivery platforms.Creation of key performance indicator visualization tools for restaurateurs.Automation of analysis processes with AWS Lambda, MySQL, and Python. 🎯 Impact: Better understanding of business performance and sales optimization.
- Fruits 360Data Science Model Deployment in the CloudAGRICULTUREDecember 2022 - December 2023 (1 year)🚀 Development of a mobile application to recognize fruits from a photo.Design of the Big Data architecture in the AWS cloud.Industrialization of the recognition process with high-performance models. 🎯 Impact: Setup of a scalable platform, ready to handle high load and enhance user experience.Technical skills used:. Creation of EMR on AWS.. Creation of EC2.. Data storage on S3.. Creation of clusters and instances.. SSH configuration.. FoxyProxy usage.. Creation of Jupyter on the cloud.. PySpark usage on AWS.. MobileNet V2 usage.ResultsCreation of a real computing cluster to meet the objective of anticipating future workload increases.The best choice was AWS(Amazon Web Services). We used key services such as: EC2 for virtual machine hosting,S3 for object storage.
- Prêt à dépenserData Scientist Scoring Model ImplementationBANKING AND INSURANCEDecember 2022 - December 2023 (1 year)Banking & Insurance | Dec 2022 – Dec 2023🎯 Objective: Automate loan approval decisions with a robust predictive model.🔍 Missions performed:• Construction of a default payment scoring model (LightGBM, XGBoost, CatBoost).• Integration of the model via a Flask API for immediate use by teams.• Performance monitoring with MLFlow, datadrift management, and automatic retraining.• Complete automation of the ML pipeline with HyperOpt for hyperparameter optimization.✅ Client Result:• Estimated reduction in credit risk of 27%.• Real-time decision via API, connected to business tools.• Production deployment on Heroku with monitoring interface via Streamlit.
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Education
- Data ScientistEcole Centrale Paris and Openclassrooms2023
- Master in Applied Mathematics, Statistics, Probability, Surveys, FinanceAix-Marseille University2020Produits dérivées, produits financiers, FOREX, trading, analyse de données marché, assurance, crédit , sondage et ses techniques, analyse approfondie et avancées en statistiques et probabilités utiles pour l'analyse et l'interprétation des données
Certifications
- PythonInria2016
- Data ScienceEcole Centrale Paris and Openclassrooms2023