About Mohamed
French
Native or bilingual
English
Fluent
Experience
- CIH BankMachine Learning EngineerBANKING AND INSURANCEOctober 2023 - August 2025 (1 year and 10 months)Casablanca, MoroccoAs part of my mission at CIH Bank, I designed and deployed a comprehensive credit scoring and fraud detection system in production:Credit Scoring: Built a banking scorecard for credit granting (Weight of Evidence, Information Value, Lasso Logistic Regression) by maximizing the Gini coefficient.Fraud Detection: Benchmarked several algorithms (Logit, Random Forest, XGBoost) and implemented resampling strategies (SMOTE, Undersampling) to handle the significant imbalance between legitimate and fraudulent transactions.MLOps & Industrialization: Deployed models via CI/CD pipelines, with automated data drift monitoring to ensure continuous production performance.Stack: Python, Scikit-learn, XGBoost, MLflow, Docker, CI/CDImpact: Operational system in production, capable of detecting suspicious transactions in real-time while maintaining a controlled false positive rate.
- INRAAgro-climatic Modeling — Freelance Data Scientist Consultant | MoroccoCONSULTING AND AUDITSJanuary 2023 - June 2023 (5 months)Rabat, MoroccoConsulting mission for an agricultural sector player, aiming to anticipate and quantify the impact of climate shocks on agricultural commodity prices:Advanced Statistical Modeling: Implemented Kalman Filters to dynamically estimate the volatility of agricultural prices in response to climate variations (drought, irregular rainfall).Remote Sensing & Geospatial Data: Utilized satellite imagery to calculate the NDVI (Normalized Difference Vegetation Index), enabling monitoring of vegetation cover status and anticipation of yield declines.Geospatial Data Engineering: Designed automated pipelines for collecting, cleaning, and processing multi-source geospatial data (weather data, satellite imagery, price series).Stack: Python, NumPy, SciPy, Rasterio, GeoPandas, Time SeriesImpact: Decision support tool for anticipating agricultural price tensions and informing procurement strategies in the face of climate risks.
- Ministére de l'enseignement supérieurData EngineerCONSULTING AND AUDITSNovember 2019 - December 2022 (3 years and 1 month)Rabat, MoroccoFor 3 years, I led the data strategy of a national ministry, overseeing both strategic planning and technical implementation:Data Strategy & Planning: Technical lead for the ministry's 'Data' roadmap. Defined and structured key performance indicators (KPIs) for national higher education management support (graduation rates, capacity, student flows, professional integration).Statistical Modeling: Designed demographic projection models based on the Age-Period-Cohort (APC) approach to forecast student enrollment trends over the next 5-10 years and dimension university infrastructure.Decision Support & Analytics Architecture: Implemented an end-to-end decision support information system:ETL Pipelines to centralize and ensure the reliability of multi-source dataAnalytical database modelingCreation of automated and interactive dashboards for decision-makersData Engineering: Cleaned, structured, and automated the processing of massive data from multiple university institutions nationwide.Stack: Python, SQL, ETL, Power BI / Tableau, Statistical Modeling, Relational DatabasesImpact: Operational decision support system used by central ministry departments to guide public higher education policies – capacity planning, budget allocation, and program reform.
Recommendations
Be the first to recommend Mohamed
Help this freelancer shine by sharing your experience working together.
These freelancer profiles also match your criteria
Agatha Frydrych
Backend Java Software Engineer
4.7
(3)
2
Baptiste Duhen
Fullstack developer
4.6
(4)
5
Amed Hamou
Senior Lead Developer
4
(2)
7
Audrey Champion
Web developer
4.3
(3)
4
Education
- State Engineer in StatisticsNational Institute of Statistics and Applied Economics2019