PhD position (m/f/d; E13 TV-L)

cyvy 2021-07-06 PhD Tübingen

The Bosch Industry-on-Campus Lab, a research collaboration between the University of Tübingen and Bosch Center for AI (BCAI), invites applications for an open PhD position (m/f/d; E13 TV-L) in Generative Models to Improve Out-of-distribution Generalization. The assumption that the training and test data of machine learning systems are independently sampled from the same distribution does not necessarily hold in practice. Being able to trust model predictions at test time, the requirement on model’s generalization shall not only concern in-distribution behind the training data but also out-of-distributions beyond it. The aim of this project is to improve the out-of-distribution generalization of machine learning systems. To this end, you will specifically investigate deep generative models, exploiting their use for data manipulation, data generation recovery, representation learning, and density estimation.

Contacts:

Machine Learning BCAI Generative Models