Picture of Jan Marco Ruiz de Vargas Staudacher

Jan Marco Ruiz de Vargas Staudacher, B.Sc.

Technical University of Munich

Associate Professorship of Energy Management Technologies (Prof. Goebel)

Postal address

Postal:
Arcisstr. 21
80333 München

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

Publications