The listed learning units belong to the course Knowledge Graphs - Foundations and Applications. Do you want to access all course content?
Week 1
Welcome to the Course
Text
Pre-Course Survey
Survey
0.0 Lecture Overview
Video
Learning Material
Text
1.0 Lecture Overview - Knowledge Representation with Graphs
Video
1.1 From Data to Knowledge
Video
1.1 From Data to Knowledge
Self-test
1.2 Knowledge and How to Present It
Video
1.2 Basic Knowledge Graph Infrastructure
Self-test
1.3 The Art of Understanding
Video
1.3 The Art of Understanding
Self-test
1.4 Graphs and Triples
Video
1.4 Graphs and Triples
Self-test
1.5 Knowledge Graphs
Video
1.5 Knowledge Graphs
Self-test
1.6 The Semantic Web
Video
1.6 The Semantic Web
Self-test
1.7 Linked Data and the Web of Data
Video
1.7 Linked Data and the Web of Data
Self-test
Hands-On 1.1 Graph Creation from Text
Video
Hands-On 1.2 The Art of Understanding: Natural Language Processing
Video
Hands-On 1.3 NLP Ambiguities
Video
1.8 Weekly Assignment
Graded Test
Week 2
Welcome to Week 2!
Text
2.0 Lecture Overview
Video
Learning Material
Text
2.1 How to Identify and Access Things
Video
2.1 How to Identify and Access Things
Self-test
2.2 How to Represent Simple Facts with RDF
Video
2.2 How to Represent Simple Facts with RDF
Self-test
2.3 RDF Turtle Serialization
Video
2.3 RDF Turtle Serialization
Self-test
2.4 Vocabularies and Model Building with RDFS
Video
2.4 Vocabularies and Model Building with RDFS
Self-test
2.5 RDF Complex Data Structures
Video
2.5 RDF Complex Data Structures
Self-test
Excursion 1 Reification and RDF*
Video
Excursion 1: Reification and RDF*
Self-test
2.6 Logical Inference with RDF(S)
Video
2.6 Logical Inference with RDF(S)
Self-test
Excursion 2 RDFa – RDF and the Web
Video
Excursion 2: RDFa – RDF and the Web
Self-test
Hands-On 2.1 RDFLib - RDF Serialisation and Visualisation
Video
Hands-On 2.2 RDFLib - RDF Graph Manipulation
Video
2.7 Weekly Assignment
Graded Test
Week 3
Welcome to Week 3
Text
3.0 Lecture Overview - Querying Knowledge Graphs with SPARQL
Video
3.0 Hands-On Overview
Video
Learning Material
Text
3.1 How to Query RDF(S)
Video
3.1 How to Query RDF(S)
Self-test
Excursion 3: DBpedia Knowledge Graph
Video
Excursion 3: DBpedia Knowledge Graph
Self-test
Excursion 4: Wikidata Knowledge Graph
Video
Excursion 4: Wikidata Knowledge Graph
Self-test
3.2 Complex Queries with SPARQL
Video
3.2 Complex Queries with SPARQL
Self-test
3.3 More Complex SPARQL Queries
Video
3.3 More Complex SPARQL Queries
Self-test
3.4 SPARQL Sub-Select and Property Paths
Video
3.4 SPARQL Sub-Select and Property Paths
Self-test
3.5 SPARQL is more than a Query Language
Video
3.5 SPARQL is more than a Query Language
Self-test
3.6 Quality Assurance with SHACL Constraints
Video
3.6 Quality Assurance with SHACL Constraints
Self-test
Hands-On 3.1 Querying Knowledge Graphs with SPARQL - Wikidata
Video
Hands-On 3.2 Querying Knowledge Graphs with SPARQL - DBpedia
Video
Hands-On 3.3 SPARQL Query Federation
Video
3.7 Weekly Assignment
Graded Test
Week 4
Welcome to week 4
Text
4.0 Lecture Overview - Ontologies as Key to Knowledge Representation
Video
Hands-On 4.0 Overview
Video
Learning Material
Text
4.1 From Aristotle to AI: Exploring Ontologies in Computer Science
Video
4.1 From Aristotle to AI: Exploring Ontologies in Computer Science
Self-test
4.2 The crucial Role of Mathematical Logic
Video
4.2 The crucial Role of Mathematical Logic
Self-test
Excursion 5: Essential Logics in a Nutshell
Video
Excursion 5: Essential Logics in a Nutshell
Self-test
Excursion 6: Description Logics
Video
Excursion 6: Description Logics
Self-test
4.3 The Web Ontology Language OWL
Video
4.3 The Web Ontology Language - OWL
Self-test
4.4 From simple to complex: Scaling up with OWL
Video
4.4 From simple to complex: Scaling up with OWL
Self-test
4.5 Unlocking the Potential of OWL
Video
4.5 Unlocking the Potential of OWL
Self-test
Hands-On 4.1 Ontology Creation with Protégé
Video
Hands-On 4.2 Reasoning in Protégé
Video
4.6 Weekly Assignment
Graded Test
Week 5
Welcome to Week 5
Text
5.0 Ontological Engineering for Smarter Knowledge Graphs
Video
Learning Material
Text
5.1 Beyond the Limits of OWL
Video
5.1 Beyond the Limits of OWL
Self-test
Excursion 7 The Semantic Web Rule Language SWRL
Video
Excursion 7 The Semantic Web Rule Language SWRL
Self-test
5.2 How to Design Your Own Ontology
Video
5.2 How to design your own Ontology
Self-test
5.3 How to Design Better Ontologies
Video
5.3 How to Design Better Ontologies
Self-test
5.4 Ontological Engineering
Video
5.4 Ontological Engineering
Self-test
5.5 Knowledge Graph Construction
Video
5.5 Knowledge Graph Construction
Self-test
5.6 Ontologies & Knowledge Graphs – Best Practices
Video
5.6 Ontologies & Knowledge Graphs – Best Practices
Self-test
Hands-On 5.1 NLP and Knowledge Graph Construction
Video
Hands-On 5.2 OpenRefine
Video
Hands-On 5.3 SWRL in Protégé
Video
5.7 Weekly Assignment
Graded Test
Week 6
Welcome to Week 6
Text
6.0 Intelligent Applications with Knowledge Graphs and Deep Learning
Video
Learning Material
Text
6.1 The Graph in Knowledge Graphs
Video
6.1 The Graph in Knowledge Graphs
Self-test
Excursion 8 Distributional Semantics and Language Models
Video
Excursion 8 Distributional Semantics and Language Models
Self-test
6.2 Knowledge Graph Embeddings
Video
6.2 Knowledge Graph Embeddings
Self-test
6.3 Knowledge Graph Completion
Video
6.3 Knowledge Graph Completion
Self-test
6.4 Knowledge Graphs and Language Models
Video
6.4 Knowledge Graphs and Language Models
Self-test
6.5 Semantic Search
Video
6.5 Semantic Search
Self-test
6.6 Exploratory Search and Recommender Systems
Video
6.6 Exploratory Search and Recommender Systems
Self-test
Hands-On 6.1 NetworkX
Video
Hands-On 6.2 AmpliGraph
Video
6.7 Weekly Assignment
Graded Test