36030: Computer Scientist, Mathematician, Statistician or similar - Development of novel approaches in machine learning for small and noisy data

German Aerospace Center (DLR)

Jena, Germany

Work group:

Institute of Data Science

Area of research:

Scientific / postdoctoral posts

Job description:

The new DLR Institute for Data Science in Jena is establishing a machine learning group. The holder of this position will develop methods in machine learning, especially in deep learning, independent of their specific application.

Your tasks include:

literature research with the goal of critically assessing new experimental and theoretical methods and applying them to our applications; assessing possible problems, difficulties, and disadvantates and derive new approaches and solutions identification of new fields of research under consideration of applications within DLR application of existing machine learning approaches to problems within DLR management and organization of research projects examination of existing machine learning methods for low-resource conditions development of approaches for noisy data, anomaly detection, and uncertainty modeling development of methods for quality assurance in machine learning models (e.g. assessment of robustness with adversarial examples) experiments to validate the developed methods evaluation and interpretation of experimental results under comparison of various methods implementation in prototypical algorithms thorough documentation for scientific users with a special focus on researchers in other domains presentation and discussion of results at national and international conferences publication of results at suitable venues individual organization of research and development tasks

Please apply via recruiter’s website.

Quote Reference: 36030