Teaching and workshops
I teach statistics, machine learning, and causal inference at the university and in industry workshops. I try to make things hands-on and practical.
Workshops
Training sessions for professionals and researchers.
ZIB Academy 2024: Causal Inference & ML
Full-day workshop on Double Machine Learning. From the basics of causal thinking to actually building models. Lots of coding and exercises.
PyCon DE & PyData Berlin 2024
Tutorial called “Using ML to find out the Why?” Hands-on session for data scientists who want to get into causal inference.
Finance Academy, Novartis AG
Digital Modelling Core curriculum: forecasting, machine learning, and how to interpret models in a business context.
University courses
Tutorials and seminars at the University of Hamburg.
Bachelor level
Quantitative Risk Management
Decision theory, risk measures, dependencies, severity/frequency modeling, and simulation.
Tutorials, 2024, 2025
Statistics I & II
Descriptive stats, regression, time series, hypothesis testing, multivariate methods. The basics, but done properly.
Tutorials, 2023 - 2025
Intro to Math & Stats in Economics
Helping students get comfortable with university-level math. Supportive pacing and lots of practice.
Tutorials, 2023, 2024
Master level
Seminar: Large Language Models
What’s going on with LLMs, how to use them, and connections to research.
2024, 2025
Introduction to Deep Learning
Hands-on neural network projects: computer vision, time series, generative models.
Tutorials, 2024, 2025, 2026
Statistical Programming with Python
Hypothesis testing, regression, classification in Python. Morning lectures, afternoon labs.
Tutorials, 2024, 2025, 2026
Seminar: Causal Machine Learning
Modern causal inference methods for economics. DoubleML, simulations, reproducible code.
2024
Machine Learning in Economics & Business
R-based labs: Lasso, boosting, neural nets, and how they fit into economic modeling.
Tutorials, 2023
Seminars in BA & Deep Learning
Guiding students through research papers and presentation skills in analytics and ML.
2023
Want me to teach something?
If you need a workshop for your team or conference, let me know. I’ll design something that’s hands-on and actually useful.