Jan Marco Ruiz de Vargas Staudacher , B.Sc.
Technical University of Munich
Associate Professorship of Energy Management Technologies (Prof. Goebel)
Postal address
Arcisstr. 21
80333 München
- Phone: +49 (89) 289 - 28314
- Room: 0108.02.803
- janmarco.ruiz@tum.de
Academic background
- Bachelor of Mathematics (TUM) with a focus on Statistics, Probability Theory, and Optimization
- Bachelor's thesis on Self-Distillation in Machine Learning
- Master of Mathematics in Data Science (TUM) with a focus on Machine Learning, Deep Learning, Mathematical Statistics, and Causality
- Master's thesis on Cluster-DAGs as background knowledge for causal discovery
- Internships and working student positions in Data Science (Amazon), Research (TUM) and Finance (Noerr/KPMG)
- JADS PhD scholarship recipient at TUM and ICL for COMET (Collaborative Machine Learning for the Energy Transition)
Research interests
- Application of Machine Learning methods in energy systems
- Collaborative/Federated Machine Learning
- Reinforcement Learning
- Causal inference & causal discovery
- Forecasting
- Energy markets
- Data markets
Teaching
- Machine Learning in Energy Systems