Knowledge Graphs
Knowledge Graphs
Course with SWS 2/2/0 (lecture/exercise/practical) in WS 2023
Lecturer
Tutor
SWS
- 2/2/0
Modules
Examination method
- Written exam
- Oral exam
Lecture series
Knowledge graphs are becoming an important paradigm in industry and research, with applications including prominent examples such as Google's own Knowledge Graph, Wikipedia's knowledge base sister Wikidata, and numerous artificial intelligence projects from Alexa to Siri. Meanwhile, companies are exploring the use of their own enterprise knowledge graphs for improving internal knowledge management.
With so many facets, knowledge graphs are a cross-cutting topic in computer science that involves aspects of data management (graph databases, file formats), publication (exchange formats, data integration), knowledge organisation (constraints, ontologies), and advanced analytics (expressive query languages, graph data mining). On each of these levels, there is some interesting theory and some interesting technology to be learned. This course will cover a colourful mix of technologies and methods related to the use of graphs for data analysis, knowledge representation, and data management.
Registration
The course generally does not require a special registration and there is no limit for participants. However, you will need to enroll in the OPAL course for one of the exercise sessions. Additionally, students in programmes that use the Selma system (esp. students in CMS Master) will need to register there to obtain credits.
Most of the materials will be freely available world-wide. Live sessions (especially tutorials) are restricted to students of TU Dresden.Subscribe to events of this course (icalendar)
| Lecture | Introduction and Welcome | DS3, October 10, 2023 in SCH A252 | |
| Lecture | The Resource Description Framework RDF | DS3, October 17, 2023 in SCH A252 | |
| Exercise | Getting to Know Graphs and the Resource Description Framework | DS3, October 18, 2023 in APB E005 | |
| Lecture | Modeling in RDF / SPARQL Basics | DS3, October 24, 2023 in SCH A252 | |
| Exercise | RDF Modelling | DS3, October 25, 2023 in APB E005 | |
| No session | Reformation Day | DS3, October 31, 2023 in SCH A252 | |
| Exercise | More RDF Modelling | DS3, November 1, 2023 in APB E005 | |
| Lecture | Wikidata | DS3, November 7, 2023 in SCH A252 | |
| Exercise | SPARQL and Wikidata | DS3, November 8, 2023 in APB E005 | |
| Lecture | Advances Features of SPARQL | DS3, November 14, 2023 in SCH A252 | |
| Exercise | More SPARQL and Wikidata | DS3, November 15, 2023 in APB E005 | |
| Lecture | SPARQL Semantics | DS3, November 21, 2023 in SCH A252 | |
| No session | Day of Prayer and Repentance | DS3, November 22, 2023 in APB E005 | |
| Lecture | Expressive Power and Complexity of SPARQL | DS3, November 28, 2023 in SCH A252 | |
| Exercise | Advanced SPARQL | DS3, November 29, 2023 in APB E005 | |
| Lecture | Limits of SPARQL / Datalog | DS3, December 5, 2023 in SCH A252 | |
| Exercise | More Advanced SPARQL | DS3, December 6, 2023 in APB E005 | |
| Lecture | Rules for Querying Graphs | DS3, December 12, 2023 in SCH A252 | |
| Exercise | Expressivity of SPARQL | DS3, December 13, 2023 in APB E005 | |
| Lecture | Property Graph | DS3, December 19, 2023 in SCH A252 | |
| Exercise | Datalog & Rulewerk | DS3, December 20, 2023 in APB E005 | |
| Lecture | Querying Property Graphs with Cypher | DS3, January 9, 2024 in SCH A252 | |
| Exercise | Datalog, Rulewerk, and Property Graph | DS3, January 10, 2024 in APB E005 | |
| Lecture | Knowledge Graph Quality | DS3, January 16, 2024 in SCH A252 | |
| Exercise | Cypher | DS3, January 17, 2024 in APB E005 | |
| Lecture | Centrality | DS3, January 23, 2024 in SCH A252 | |
| Exercise | Knowledge Graph Quality and Validation | DS3, January 24, 2024 in APB E005 | |
| Lecture | Summary and Outlook | DS3, January 30, 2024 in SCH A252 | |
| Exercise | Centrality Measures | DS3, January 31, 2024 in APB E005 |
Calendar
