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Aaron Klein

Aaron Klein

 Scientific Staff

Postal address:
Institut für Informatik
Albert-Ludwigs-Universität Freiburg
Sekretariat Nebel/GKI
Georges-Köhler-Allee 052
79110 Freiburg, Germany
Room:
Building 074, Room 00-016
Email:
kleinaa@cs.uni-freiburg.de
Phone:
+49 761 203-97945

About

I am a PhD student at the Computer Vision Group and the Research Group for Automated Algorithm Design under the supervision of Frank Hutter and Thomas Brox. Before that I did my master degree at the University of Freiburg.

Research Interests

My research focuses on new ways to construct robust automated (deep) learning systems, that can learn with almost no human intervention. More precisely my research areas include:
  • Bayesian optimization
  • Automated hyperparameter optimization
  • Bayesian deep neural networks
  • General deep learning

Publications

Code

  • RoBO: A python framework for Bayesian optimization. It also contains code for Fabolas and Bohamiann
  • HPOlib2: A set of benchmarks for automated hyperparameter optimization