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