Publications

Experience

 
 
 
 
 
September 2016 – Present
Neuperlach

PhD Candidate

Siemens AG

Research interests include:

  • Hierarchical probabilistic models
  • Reinforcement learning under uncertainty
  • Incorporation of exper knowledge into model assumptions

Besides my research, I work on probabilistc models for industrial applications and related infrastructure problems.

 
 
 
 
 
September 2015 – June 2016
Neuperlach

Master’s Thesis

Siemens AG

Title: Incorporating Uncertainty into Reinforcement Learning through Gaussian Processes.

  • Model based reinforcement learning with Gaussian Processes
  • Propagation of predictive uncertainties
  • Evaluation on the bicycle benchmark
 
 
 
 
 
September 2015 – July 2016
Garching

Tutor

Technical University of Munich

Teaching assistant in multiple undergraduate courses: