Course Archive - Information Systems Group

Below is a list of past courses given by the Information Systems group.

Summer 2025

Datenbanksysteme I (VL, BSc)
Felix Naumann, Youri Kaminsky
Data Integration (VL, MSc)
Felix Naumann, Sedir Mohammed
The Error Games: A Data Quality Challenge (PS, MSc)
Felix Naumann, Lisa Ehrlinger, Divya Bhadauria
Research Methods (SE, MSc)
Felix Naumann
Develop Your Own Database (PS, MSc)
Martin Boissier, Daniel Lindner, Florian Schmeller, Felix Naumann, Tilmann Rabl
The Early Bird: Upstream Change Detection for ML Pipelines (MP, MSc)
Felix Naumann, Lisa Ehrlinger, Sedir Mohammed

Winter 2024/2025

(Prof. Felix Naumann is on sabbatical in this semester)

Datenbanksysteme II (VL, BSc)
Lisa Ehrlinger, Youri Kaminsky
Advanced Data Profiling (PS, MSc)
Sebastian Schmidl, Youri Kaminsky, Daniel Lindner, Felix Naumann
DQ4AI: Data Quality Assessment (PS, MSc)
Lisa Ehrlinger, Sedir Mohammed, Felix Naumann
Table Representation Learning (PS, MSc)
Francesco Pugnaloni, Lukas Laskowski, Felix Naumann

Summer 2024

Datenbanksysteme I (VL, BSc)
Felix Naumann, Youri Kaminsky
Data Integration (VL, MSc)
Felix Naumann, Sebastian Schmidl
Raubkunst: Linking artworks, artists, and owners (Bachelorprojekt, pdf)
Felix Naumann, Sedir Mohammed in cooperation with JDCRP
DBStrange: Exploring the Multiverse of Entity Resolution Datasets (Master's project)
Fabian Panse, Lukas Laskowski, Felix Naumann

Winter 2023/24

Datenbanksysteme II (VL, BSc)
Felix Naumann, Youri Kaminsky (Übungen)
Advanced Data Profiling (PS, MSc)
Sebastian Schmidl, Youri Kaminsky, Daniel Lindner, Felix Naumann
Data Cleaning and Integration (S, MSc)
Fabian Panse, Matteo Paganelli, Felix Naumann
Methoden der Forschung (S, MSc)
Felix Naumann
Lecture Series on Database Research (Lecture Series, BSc + MSc)
Tilmann Rabl, Felix Naumann
Raubkunst: Linking artworks, artists, and owners (Bachelorprojekt, pdf)
Felix Naumann, Sedir Mohammed in cooperation with JDCRP
Constraint-based Schema Matching (Masterprojekt)
Fabian Panse, Matteo Paganelli, Felix Naumann

Summer 2023

Datenbanksysteme I (VL, BSc, English)
Hazar Harmouch, Leon Bornemann (Übungen)
Data Profiling (VL, MSc, English)
Felix Naumann, Youri Kaminsky (Übungen)
Data Quality for AI (PS, MSc)
Hazar Harmouch, Sedir Mohammed
Develop Your Own Database (PS, MSc)
Daniel Lindner, Marcel Weisgut, Martin Boissier, Stefan Halfpap, Thomas Bodner
Bachelorprojekt: Ein Feinkost Data Warehouse (mit Robert Lindner GmbH - https://www.lindner-esskultur.de)
Felix Naumann, Leon Bornemann

Winter 2022/23

Datenbanksysteme II (VL, BSc)
Felix Naumann, Youri Kaminsky (Übungen)
Tagging and Captioning Art-Historical Photographs (PS, MSc)
Alejandro Sierra Múnera, Hendrik Rätz, Jona Otholt
Methoden der Forschung (S, MSc)
Felix Naumann
Approximate Data Profiling (PS, MSc)
Tobias Bleifuß, Youri Kaminsky, Felix Naumann
Bachelorprojekt: Ein Feinkost Data Warehouse (mit Robert Lindner GmbH - https://www.lindner-esskultur.de)
Felix Naumann
Master project: CAST: Classifying Time Series Anomalies
Sebastian Schmidl, Philipp Wenig

Summer 2022

Datenbanksysteme I (VL, BSc)
Felix Naumann, Leon Bornemann (Übungen)
Information Integration (VL, MSc)
Felix Naumann, Tobias Bleifuß (Übungen)
Explainable Data Matching (PS, MSc)
Felix Naumann
Methoden der Forschung (S, MSc)
Felix Naumann
Knowledge Graphs meet Language Models (S, MSc)
Nitisha Jain and Alejandro Sierra-Múnera
BCNF*: Automatische Schemaanalyse und Datentransformation für Data Warehouses (Bachelorprojekt, in Kooperation mit Schweizerische Bundesbahnen SBB Cargo)
Felix Naumann, Youri Kaminsky
Music Walks (Master's project with Museum Barberini and Henrik Schwarz)
Alejandro Sierra-Múnera

Winter Semester 2021/22

Datenbanksysteme II (VL, Bachelor, in Präsenz - online Teilnahme möglich)
Felix Naumann, Leon Bornemann (Übungen)
Lecture Series on Database Research (Ringvorlesung BA & MA - online Teilnahme möglich)
Tilmann Rabl, Felix Naumann
Methoden der Forschung (S, Master, in Präsenz)
Felix Naumann
Large-Scale Time Series Analytics (PS, Master, in Präsenz)
Sebastian Schmidl, Phillip Wenig, Felix Naumann
Data Quality for AI (PS, Master, in Präsenz)
Hazar Harmouch, Felix Naumann
BCNF*: Automatische Schemaanalyse und Datentransformation für Data Warehouses (Bachelorprojekt, in Kooperation mit Schweizerische Bundesbahn SBB Cargo)
Youri Kaminsky, Felix Naumann
Wikipedia Cleanup: Recognizing Stale Data (Masterprojekt)
Tobias Bleifuß, Leon Bornemann, Felix Naumann

Summer semester 2021

Datenbanksysteme I (VL, Bachelor)
Felix Naumann, Leon Bornemann
Einführung in die Programmiertechnik II (VL, Bachelor)
Felix Naumann, Tobias Bleifuß
Distributed Data Management (VL, Master)
Thorsten Papenbrock,
Methoden der Forschung (SE, Master)
Felix Naumann
Table Recognition (PS, Master)
Gerardo Vitagliano, Felix Naumann
Building Machine Learning Applications (PS, Master)
Alexander Albrecht, Thorsten Papenbrock
Knowledge Graphs (SE, Master)
Ralf Krestel
UltraMine: Skalierbare Analyse von Messdatenströmen (Bachelorprojekt)
Thorsten Papenbrock, Phillip Wenig, Sebastian Schmidl
Data Matching Benchmark (Bachelorprojekt)
Felix Naumann
Generating Art using GANs (Masterprojekt)
Ralf Krestel, Gerard de Melo, Alejandro Sierra

Winter semester 2020/21

Datenbanksysteme II (VL, Bachelor)
UltraMine: Skalierbare Analyse von Messdatenströmen (Bachelorprojekt)
Data Matching Benchmark (Bachelorprojekt)
Data Profiling (VL, Master)
Deep Learning for Text Mining (VL, Master)
Practical Introduction to Deep Learning for Computer Vision (S, Master)
Discovering Change Dependencies (Masterprojekt)

Summersemester 2020

(Prof. Felix Naumann was on sabbatical in this semester)

Information Retrieval (VL, Bachelor)
Distributed Data Management (VL Master)
Museumserlebnisse mit Datenanalyse optimieren (Bachelorprojekt)
Multimodal Analysis of Cultural Data (Masterprojekt)
Sustainable Machine Learning on Edge Device Clusters (PS, Master)
Solving the Climate Crisis with Text Mining (PS, Master)
Truth Discovery Algorithms (S, Master)

Wintersemester 2019 / 2020

Datenbanksysteme II (VL, Bachelor)
Information Integration (VL, Master)
Distributed Data Management (VL, Master)
Data Engineering in Practice (VL, Bachelor/Master)
Paint it Black: Ethik in der Datenanalyse (S, Bachelor)
Paint it Black: Ethical Data Analytics (S, Master)
Machine Learning for Data Streams (S, Master)
Genealogy of Natural Language (Masterproject)
Data Analytics – Museumserlebnisse mit Datenanalyse optimieren (Bachelorprojekt)
- In Kooperation mit dem Museum Barberini

Summer 2019

Datenbanksysteme I (VL, Bachelor)
Programmiertechnik II (VL, Bachelor)
Unit Testing Data for Machine Learning (pdf, Bachelorprojekt)
Processing Web Tables (PS, Master)
Text Visualization (PS, Master)
Methoden der Forschung (S, Master)
Reliable Distributed Systems Engineering (PS, Master)
Mining Streaming Data (PS, Master)
What's in a life (Master project)

Winter 2018/2019

Datenbanksysteme II (VL, Bachelor)
Unit Testing Data for Machine Learning (pdf, Bachelorprojekt)
Distributed Data Management (VL, Master)
Deep Learning für Text Mining (VL, Master)
Methoden der Forschung (S, Master)
Data Preparation for Science (PS, Master)
Recommender Systems (S, Master)
Social Network Analysis in Practice (PS, Master)

Summer 2018

Datenbanksysteme I (VL, Bachelor)
Beautiful Data (SE, Bachelor)
Horrible Data - Data Quality and Data Cleansing (SE, Master)
Actor Database Systems (SE, Master)
Text Mining in Practice (PS, Master)
Methoden der Forschung (SE, Master)
Vandalism Detection in Wikipedia Table Revisions (Master project)
Leuchtturm im Datennebel: Exploration großer Dokumentensammlungen (Bachelorprojekt)
Inventory Management - Die Vermessung des deutschen E-Commerce (Bachelorprojekt)

Winter 2017/18

Datenbanksysteme II (VL, Bachelor)
Data Engineering in der Praxis - Ringvorlesung (VL, Bachelor/Master)
Information Retrieval and Web Search (VL, Master)
Distributed Data Analytics (VL, Master)
Information Integration (VL, Master)
Probabilistic Graphical Models (SE, Master)
Advanced Data Profiling (PS, Master)
Building Scalable Blockchain Applications with Big Data Technology (PS, Master)
Leuchtturm im Datennebel: Exploration großer Dokumentensammlungen (Bachelorprojekt)
Inventory Management - Die Vermessung des deutschen E-Commerce (Bachelorprojekt)

Summer 2017

Datenbanksysteme I (VL, Bachelor)
Text Mining (S, Bachelor)
Data Profiling (VL, Master)
Recommender Systems (S, Master)
Ingestion: Datenaufnahme und -analyse für Semantische Unternehmensnetzwerke (Bachelorprojekt)
Hate Speech Detection (Master project)

Winter 2016/2017

Data Mining and Probabilistic Reasoning (VL, Master)
Profiling Dynamic Data (Master Project)
Distributed Duplicate Detection (Projectseminar, Master)
Ingestion: Datenaufnahme und -analyse für Semantische Unternehmensnetzwerke (Bachelorprojekt)

Prof. Naumann was on sabbatical leave in this semester.

Summer 2016

Einführung in die Programmiertechnik II (VL, Bachelor)
Datenbanksysteme I (VL, Bachelor)
Bachelorprojekte

Advanced Topic Modeling (SE, Master)
Mining Massive Datasets (SE, Master)
Incremental Duplicate Detection (SE, Master)
TIF

Winter 2015/2016

Datenbanksysteme II (Vorlesung, Bachelor)
Information Integration (Lecture, Master)
Information Retrieval and Web Search (Lecture, Master)
Bachelorprojekte

Masterproject: Learning to Note - Intelligent Support for Document Annotation using Semi-Supervised Learning
Research Seminar and InfoLunch

Summer 2015

Datenbanksysteme I (Vorlesung, Bachelor)
Data Mining and Probabilistic Reasoning (Lecture, Master)
Distributed Big Data Analytics (Projectseminar, Master)
Bachelorprojekte
- Wikidata Quality
- Big Data Analytics für Gesundheitsdaten
Masterprojekt: Approximate Data Profiling
Research Seminar and InfoLunch

Winter 2014/15

Datenbanksysteme II (Vorlesung, Bachelor)
Proseminar Informationssysteme (Seminar, Bachelor)
Data Profiling and Data Cleansing (Lecture, Master)
Recommender Systems (Seminar, Master)
Bachelorprojekte

Masterprojekt: Metadata Trawling
Research Seminar and InfoLunch

Summer 2014

Einführung in die Programmiertechnik II (Vorlesung, Bachelor)
Datenbanksysteme I (Vorlesung, Bachelor)
Information Retrieval (Lecture, Master)
Search Engine Implementation (Project Seminar, Master)
Natural Language Processing (Lecture, Master)
Bachelor projects
- C³: Consistent Car Clustering
- Wikidata.lib
Master project: Finding Relevant Tweets for News
Results published as WWW 2015 poster
Research Seminar and InfoLunch

Winter 2013/14

Datenbanksysteme II (Vorlesung, Bachelor)
Beautiful Data (Seminar, Bachelor)
Data Mining and Probabilistic Reasoning (Vorlesung, Master)
Advanced Data Profiling (Project/Seminar, Master)
Results published as VLDB 2015 E&A paper
Master projects
- Piggyback Profiling: Metadata for Query Results
- Joint Data Profiling
Bachelor projects
- C³: Consistent Car Clustering
- Wikidata.lib
Forschungsseminar and InfoLunch

Summer 2013

OpenHPI Onlinekurs "Datenmanagement mit SQL"
Datenbanksysteme I (Vorlesung, Bachelor)
Data Profiling and Data Cleansing (Vorlesung, Master)
Large Scale Duplicate Detection (Projectseminar, Master)
Advanced Recommendation Techniques (Projectseminar, Master)
VIP 2.0: Celebrity Exploration (Bachelorproject)
Forschungsseminar und InfoLunch

Winter 2012/13

Information Retrieval (Lecture, Master)
FactScore: Global Relevance Scores for DBpedia Facts (Masterproject)
VIP 2.0: Celebrity Exploration (Bachelorproject)
Forschungsseminar and InfoLunch