Hayat Rahmoun

Data Scientist at 3D SMART FACTORY

Developed a real-time prediction system for IBM’s stock closing price, integrating advanced machine learning algorithms which improved forecast accuracy. Implemented data stream processing techniques to efficiently handle high-velocity stock market data.

Intern at OCP

Analyzed production cost variances using linear regression models to better understand cost drivers. Explored and implemented time series models including ARIMA, SARIMAX, and LSTM in Python to optimize cost forecasting.

Data Analyst Intern (Pre-employment Internship) at AGH Data Agency Holding SA – Remote

Conduct advanced data analyses and develop machine learning models to generate actionable business insights. Prepare, clean, and structure large datasets to ensure data quality, consistency, and reliability. Build and automate analytical pipelines using Python (pandas, scikit-learn) for data transformation and predictive modeling. Collaborate with stakeholders to translate business requirements into data-driven solutions and performance dashboards. Visualize and communicate analytical findings through clear, insightful reports to support strategic decision-making.

Master’s Thesis Project – Mathematical Modeling & Numerical Analysis at Laboratory of Applied Mathematics and Computer Science – Cadi Ayyad University, Marrakech

Studied parabolic and elliptic equations with nonlinear boundary conditions using numerical simulations. Developed and validated data-driven models ensuring robustness and accuracy. Extracted insights from complex systems and structured simulation outputs for ML experimentation.

Final Year Project – Data Science & Predictive Modeling at OCP Group – Ben Guerir

Built predictive models (ARIMA, SARIMAX, LSTM) for production cost optimization. Automated data pipelines for preprocessing, feature engineering, and validation. Performed time-series forecasting and collaborated on data-driven decision support.

Data Scientist Intern at 3D SMART FACTORY – Remote

Built and deployed real-time ML models for stock price prediction. Automated data pipelines for streaming, cleaning, and analysis. Performed EDA and monitored model performance.

Data Analyst Intern (Pre-employment Internship) at AGH Data Agency Holding SA

Conduct advanced data analyses and develop machine learning models to generate actionable business insights. Prepare, clean, and structure large datasets to ensure data quality, consistency, and reliability. Build and automate analytical pipelines using Python (pandas, scikit-learn) for data transformation and predictive modeling. Collaborate with stakeholders to translate business requirements into data-driven solutions and performance dashboards. Visualize and communicate analytical findings through clear, insightful reports to support strategic decision-making.

Data Scientist Intern at 3D SMART FACTORY

Built and deployed real-time ML models for stock price prediction. Automated data pipelines for streaming, cleaning, and analysis. Performed EDA and monitored model performance.