Bachelor
DBS1 Database Systems
- Representations and Models: ER/M, relational Model, normal forms
- Query Processing: Relational operators, SQL, query optimization
- Integration: JDBC, transaction management
- Hot topics, such as platform economy, data mining in a database
Master
EDM: Enterprise Data Management
We cooperate with companies in student projects, such as Zalando, SpringerNature, HERE, WebTrekk, Heise.de etc.
- Data Value: Platform economy, data products
- Data Mining: Clustering, Classification, measuring success
- Search: query intentions, retrieval models (TF/IDF, Page Rank, Language Models)
- Selected topics in deep learning and text mining
Students can also combine projects in EDM with their master thesis in the next semester.
Business Intelligence
- Data warehousing overview
- ETL and ELT
- OLAP operators (with a focus on the in-memory RDBMS Exasol)
- Data value: Platform economy, data products
- Your cap stone project/Your startup project (I)
Text Mining
- Introduction to text classification applications
- Part-of-Speech Tagging, Dependecy Parsing
- Distributional Semantics
- Sentence/paragraph classification and hate speech detection based on deep neural networks
- Named Entity Linkage based on Long Short Term Memory Networks
- Named Entity Linkage (Text2Text, Text2Table) based on Deep Neural networks
- Hot topics
- Your cap stone project/Your startup project (II)
Enterprise Data Science
- Data science organisations
- Iterative product development and transfer from research into products
- Platform economy and data products (II)
- Researching for scientific literature, methods and data sets
- Advanced search technology: learning search intentions, learning-to-rank
- Hot topics
- Your cap stone project/Your startup project (III)
Students can also combine projects in EDS with their master thesis in the next semester.
PhD/"Promotionen" (together with a Partner-University)
If you are a an experienced master student you may join our group after your master thesis as a PhD student. Please study our current topics and approach Prof. Löser per email.
