The listed learning units belong to the course Information Service Engineering. Do you want to access all course content?
Week 1
0.0 Lecture Outline
Video
Important Dates and the Team
Text
1.0 Lecture Overview
Video
Learning Material
Text
1.1 Information and Knowledge
Video
1.1 Information and Knowledge
Self-test
1.2 Language and Understanding
Video
1.2 Language and Understanding
Self-test
1.3 NLP Techniques and Challenges
Video
1.3 NLP Techniques and Challenges
Self-test
1.4 Linguistic Basics
Video
1.4 Linguistic Basics
Self-test
1.5 Morphology
Video
1.5 Morphology
Self-test
1.6 Evaluation, Precision, and Recall
Video
1.6 Evaluation, Precision and Recall
Self-test
1.6 Evaluation, Precision, and Recall - Excursion
Video
1.6 Evaluation, Precision and Recall - Excursion
Self-test
1.7 Regular Expressions
Video
1.7 Regular Expressions
Self-test
1.8 Weekly Assignment
Graded Test
Week 2
2.0 Lecture Overview
Video
Learning Material
Text
2.1 Finite State Automata
Video
2.1 Finite State Automata
Self-test
2.2 Finite State Transducers
Video
2.2. Finite State Transducers
Self-test
2.3 Language Model and N-Grams I
Video
2.3 Language Model and N-Grams I
Self-test
2.4 Language Model and N-Grams II
Video
2.4 Language Model and N-Grams II
Self-test
2.4 Language Model and N-Grams II - Excursion
Self-test
2.5 Language Model and N-Grams III
Video
2.5 Language Model and N-Grams III
Self-test
2.6 Part-of-Speech Tagging I
Video
2.6 Part-of-Speech Tagging I
Self-test
2.7 Part-of-Speech Tagging II
Video
2.7 Part-of-Speech Tagging II
Self-test
2.8 Bonus Quiz
Bonus Test
2.9 Weekly Assignment
Graded Test
Week 3
3.0 Lecture Overview
Video
Learning Material
Text
3.1 Understanding Data on the Web
Video
3.1 Understanding Data on the Web
Self-test
3.2 Towards a Universal Data Representation
Video
3.2 Towards a Universal Data Representation
Self-test
3.3. - How to Identify and Access Linked Data
Video
3.3. How to Access and Identify Linked Data
Self-test
3.3. How to Access and Identify Linked Data - Hands On
Self-test
3.4 Representing Facts with RDF
Video
3.4. Representing Facts with RDF
Self-test
3.5 RDF Turtle Serialization
Video
3.5 RDF Turtle Serialization
Self-test
3.6 Model Building with RDFS
Video
3.6 Model Building with RDFS
Self-test
3.7 Logical Inference with RDF(S)
Video
3.7 Logical Inference with RDF(S)
Self-test
Week 3 Bonus Quiz
Bonus Test
3.8 Weekly Assigment
Graded Test
Week 4
4.0 Lecture Overview
Video
Learning Material
Text
4.1 Linked Data Principles
Video
4.1 Linked Data Principles
Self-test
4.2 Web Ontology Language OWL I
Video
4.2 Web Ontology Language OWL I
Self-test
4.3 Web Ontology Language OWL II
Video
4.3 Web Ontology Language OWL II
Self-test
4.4 How to Query RDF with SPARQL
Video
4.4 How to Query RDF with SPARQL
Self-test
4.5 Complex Queries with SPARQL
Video
4.5 Complex Queries with SPARQL
Self-test
4.6 More Complex SPARQL Queries
Video
4.6 More Complex SPARQL Queries
Self-test
4.6 More Complex SPARQL Queries - Hands On
Self-test
4.7 Linked Data Knowledge Bases
Video
4.7 Linked Data and Knowledge Bases
Self-test
Week 4 Bonus Quiz
Bonus Test
4.8 Weekly Assigment
Graded Test
Week 5
5.0 Lecture Overview
Video
Learning Material
Text
5.1 A Brief History of AI
Video
5.1 A Brief History of AI
Self-test
5.2 Introduction to Machine Learning
Video
5.2 Introduction to Machine Learning
Self-test
5.3 Evaluation and Generalization Problems
Video
5.3 Evaluation and Generalization Problems
Self-test
5.4 Basic Machine Learning Algorithms I
Video
5.4 Basic Machine Learning Algorithms I
Self-test
5.5 Basic Machine Learning Algorithms II
Video
5.5 Basic Machine Learning Algorithms II
Self-test
5.6 Unsupervised Learning
Video
5.6 Unsupervised Learning
Self-test
5.7 Deep learning
Video
5.7 Deep Learning
Self-test
Week 5 Bonus Quiz
Bonus Test
5.8 Weekly Assigment
Graded Test
Week 6
Learning Material
Text
6.0 Lecture Overview
Video
6.1 Linked Data Programming
Video
6.1 Linked Data Programming
Self-test
6.2 Knowledge Mining and Information Extraction I
Video
6.2 Knowledge Mining and Information Extraction I
Self-test
6.3 Knowledge Mining and Information Extraction II
Video
6.3 Knowledge Mining and Information Extraction II
Self-test
6.4 Knowledge Mining and Information Extraction III
Video
6.4 Knowledge Mining and Information Extraction III
Self-test
6.5 Knowledge Mining and Information Extraction IV
Video
6.5 Knowledge Mining and Information Extraction IV
Self-test
6.6 Semantic Search
Video
6.6 Semantic Search
Self-test
6.7 Exploratory Search
Video
6.7 Exploratory Search
Self-test
6.8 Weekly Assignment
Graded Test