Design hardware for artificial intelligence (AI) to solve societal challenges., Explore bio-inspired learning algorithms and implement them in hardware., Design novel nanoelectronic devices and leverage their complex physics for new learning algorithms., Collaborate with an international, multi-disciplinary team on research agenda., Produce high-quality publications and disseminate research results through conferences., Contribute to undergraduate teaching and mentoring., Serve the academic community through peer review and conference organization.

Development of a platform for educational resources based on existing components, Evaluation and selection of relevant approaches and systems, Research in the area of research data management and research data infrastructures, Presentation and publication of research results

Work in research and teaching at the Institute of Mathematics (Stochastic Analysis), Supervision of seminars and lectures, Teaching of exercise classes (4 SWS for a full-time position), Co-supervision of Bachelor and Master students/theses, Research in conservative stochastic PDEs, singular SPDEs, mathematics of machine learning, interacting particle systems, nonequilibrium statistical mechanics, stochastic fluid dynamics, Investigate questions of well-posedness, regularity, qualitative behavior, equilibrium and nonequilibrium large deviations and their numerical simulation, Focus on universal limits, stochastic learning dynamics, and generalization errors in the mathematics of machine learning

Development of prediction models for heating and cooling load, Development of innovative control concepts for heat generators using machine learning, Investigation of algorithms for automatic fault detection in HVAC systems

Conduct basic and applied research in data integration, data pre-processing and data science., Research into technologies and systems for detecting data errors in massive data., Research into a scalable method for generating data pre-processing workflows., Research into systems and technologies for efficiently finding data sets in large data lakes.

Investigate the interplay between rough analysis and stochastic dynamics, Focus on algebraic and geometric aspects of path signatures, Work on Cartan developments and classification of processes with finite signature cumulants, Explore infinite-dimensional geometry of groups of reduced tree paths

Research and teaching at the Institute of Mathematics in applied algebra, Supervision of seminars and lectures, Teaching of exercise classes (4 hours per week for a full-time position), Co-supervision of Bachelor and MSc students/theses

Design and implement new approaches to Mathematical Information Retrieval based on current trends in computer science research including information retrieval, artificial intelligence, and big data processing., Contribute to implementing the MaRDI portal, the one-stop portal for mathematical research data., Disseminate your results to the benefits of other disciplines in the National Research Data Infrastructure and related initiatives.

Sedimentary and geochemical analyses of Atacama Desert sediments (e.g., leaching, sieving, electron microscopy, X-ray fluorescence, X-ray diffraction), Chemical extraction of long-lived radionuclides (10Be, 26Al, 53Mn, 60Fe) for dating the sedimentary records as well as for detecting Supernova isotopes, Coordination of accelerator mass spectrometry (AMS) measurements, Analysis and interpretation of the collected data, including the use of suitable software (e.g. Python, Fortran, Mathematica), Writing scientific reports and publications, as well as presenting results at national and international conferences

Collection and identification of micrometeorites (e.g., optical and electron microscopy, electron microprobe, X-ray fluorescence), Chemical sample preparation for the extraction of long-lived radionuclides (10Be, 26Al, 53Mn, 60Fe) to determine micrometeorite exposure times and origins in space, Coordination of accelerator mass spectrometry (AMS) measurements, Analysis and interpretation of the collected data, including the use of suitable software (e.g. Python, Fortran, Mathematica), Writing scientific reports and publications, as well as presenting results at national and international conferences

Prüfung von Belegen und Erstellung von Verwendungsnachweisen und Mittelabrufen, Budgetcontrolling und Unterstützung bei Änderungsanträgen, Beratung lokaler Weiterleitungspartner zu finanziellen Anforderungen in der Projektabwicklung, Unterstützung bei Vergabeprozessen unter Berücksichtigung der deutschen und europäischen Vergaberichtlinien, Projektbezogene Vertragsgestaltung und Prüfung von Partnerberichten, Prüfung und Unterstützung bei der Finalisierung von Partnerfinanzberichten, Zusammenstellung von Prüfungsunterlagen und Zusammenarbeit mit Prüfinstanzen, Führung der Drittmittelakten und Archivierung, Mitwirkung bei der Anfertigung von Jahresprognosen und Plandaten

Theoretical aspects of the collaborative project 'Excellence in Photonic Crystal Surface Emitting Lasers', Development of efficient numerical tools for solving the dynamical PDE model and related spectral problem, Simulation and analysis of photonic crystal surface-emitting semiconductor lasers (PCSELs)