Personal summary
Hi! I am an enthusiastic data scientist with a keen interest in Natural Language Processing. My journey towards the field of data science started when I pursued my undergraduate degree in “Mathematics in Business and Economics”, where I developed a fascination for Machine Learning and its intricacies. To further pursue my passion, I pursued a master’s degree in “Data Science” from the University of Mannheim. During my studies, I had the opportunity to work as a working student at SAP and as a research assistant under the guidance of Prof. Dr. Glavaš at the NLP Chair at the University of Mannheim. Currently, I am working as a Data Scientist in the field of Autonomous Driving at Bosch, where I am able to apply my skills and knowledge to tackle real-world challenges.
Education
- 2020 - 2022: M.Sc Data Science (Grade: 1.1), University of Mannheim. Master Thesis: Improving Cross-Lingual Representations by Distilling Multilingual Encoders into Monolingual Components
- 2016 - 2019: B.Sc Mathematics in Business and Economics (Grade: 1.4), University of Mannheim. Bachelor Thesis: Nonparametric regression using deep neural networks with ReLU activation function
Employment
- 2022 - : Data Scientist in Autonomous Driving, Bosch
In this role I develop algorithms and models for innovative data-driven services in the area of automated driving.
- 2021 - 2022: Student Research Assistant, University of Mannheim
In this role I was scraping political speeches from European Parliaments with Scrapy. I then conducted cross-lingual scaling of political texts with a sentence embedding transformer and BERTScore.
- 2020 - 2021: Working Student in Machine Learning Area, SAP
In this role I created and patented a tool enabling data augmentation used for Deep Learning approaches to extract information from unstructured business documents. Finally, I supported in integrating this tool in a novel template approach for document information extraction.
- 2020 - 2021: Internship in Business Intelligence Area, DB Netz AG
In this role I conducted delay forecasts of trains on heavily used rail routes. I used SQL for data preparation and used Python to train machine learning models.
- 2020 - 2021: Teaching Assistant in Linear Algebra, University of Mannheim
In this role I created new learning materials and presented it weekly to math students.
Projects
See the Project Site here.
References
Available on request.