Alexandra Baier Email and Phone Number

Department: Analytic ComputingDissertation working title: "Stable and Explainable Multistep Prediction with Constrained Recurrent Neural Networks".Projects:- Navis Mota @ Schottel GmbH: Applications of machine learning for performance monitoring, system identification, and predictive maintenance of ships.- inMotion @ SimTech, PN 4: Data-Integrated Control System Design with Guarantees: Combining physics and deep learning for safe, high-precision multi-step prediction of… Show more Department: Analytic ComputingDissertation working title: "Stable and Explainable Multistep Prediction with Constrained Recurrent Neural Networks".Projects:- Navis Mota @ Schottel GmbH: Applications of machine learning for performance monitoring, system identification, and predictive maintenance of ships.- inMotion @ SimTech, PN 4: Data-Integrated Control System Design with Guarantees: Combining physics and deep learning for safe, high-precision multi-step prediction of vehicle states.Teaching:- Tutorials for course "Machine Learning" (Summers 2020 and 2022).- Research Lab Artificial Intelligence on multi-object motion prediction with deep learning (Winter 2020/21).- Research Lab Artificial Intelligence on maritime anomaly detection (Winter 2022/23).- Seminar "Machine Learning for Modeling and Control" (Winter 2021/22, 2022/23).- Supervision of Bachelor and Master theses in the topic area "system identification with deep neural networks". Show less

Institute for Web Science and Technologies- Research towards interpretable and accurate vehicle simulation with deep learning.- Administration and teaching of tutorials for "Foundations of Databases".

Department: Assistance and Autonomous Systems.- Implementation of a realistic 4-DOF ship simulation in Simulink.- Development of deep learning methods for system identification of ships.

My responsibilities at the Institute for Web Science and Technologies included:- Teaching tutorials for the lecture "Algorithms and Data Structures".- Research in the fields of deep learning, natural language processing, and fake news.