Prediction of Building Types with Machine Learning

As part of my Master's thesis, I implemented a data science project that focused on predicting building types and energy classes of Dutch properties. The goal was to develop machine learning models based on publicly available data from kadaster.nl that can automatically complete urban datasets and are marketed via geogap.nl . The full thesis is available at: GitHub.

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Air Cargo Forecasting with AI
(Lufthansa Cargo & Utrecht University)

This project was carried out in collaboration with two Master's students. It focused on forecasting air freight prices and volumes. Modern Transformer-based time series models were used. Previous Excel models were replaced by production-ready forecasting models.

Forecasting Service Tasks for Staff Planning
(Service Center Hahn)

A SARIMAX time series model significantly improved the planning of task volumes in the Service Center, which reduced over-planning and lowered personnel costs.

Monitoring Revenue Forecasts

A PowerBI dashboard tracks the monthly forecast accuracy of revenue and enables targeted improvements for long-term optimization of forecasts.

My Service Package

I combine technical expertise in Data Science & Business Intelligence with experience as an agile project manager and Product Owner. I conduct workshops and training sessions and can be hired for data engineering as well as data science projects.

  • Python & ML

    With libraries like Pandas, PySpark, and Seaborn, I efficiently process your data and develop models that outperform classic Excel solutions.

  • PowerBI, MicroStrategy, Tableau

    Visualization of your data in the tools of your choice with clear results communication.

  • Data Architecture & Cloud

    Consulting on modern, scalable architecture – with a focus on Azure, Databricks, and Data Factory.

  • Training Courses

    Tailored workshops and coaching for your team – for sustainable competence building.

  • Data Storytelling

    Presenting results convincingly to embed data-driven decisions in the company.

  • Product Owner

    SCRUM & SAFe certified: Agile project management with clear prioritization, goal orientation, and user focus.

Contact

Schedule a free initial consultation to discuss your idea or concerns.

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