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Liane Vogel

TU Darmstadt, Data Management Lab
CSG Data Management

Scientific Staff

Contact

TU Darmstadt
Data Management Lab
Hochschulstr. 10
64289 Darmstadt


data_management@nhr.tu-darmstadt.de

 

LinkedIn

Biography

Liane Vogel graduated with a Master’s degree in Computer Science from the Technical Uni-versity of Darmstadt in 2021. She is currently working as a PhD student at the Data and AI Systems Lab at TU Darmstadt supervised by Prof. Carsten Binnig.

Thematic Advice

Working with large amounts of data is often still very time-consuming and labor-intensive, especially tasks like data cleaning or data de-duplication are tedious. Liane is working on developing new solutions for automating data-engineering tasks on relational data in order to reduce manual effort.

Professional Competence

Liane works in the intersection of natural language processing and data management. Her focus lies on automating data-engineering tasks using representation learning techniques. This includes pre-training foundation models and deriving models for downstream tasks in data-efficient ways, for example for tasks like missing value imputation, column type predic-tion or entity resoution.