Lecturenotes

Collection. Algorithmen und Datenstrukturen
Part. Einführung
Unit. Organisation, Literatur 2020-12-08
Unit. Problemstellungen, Begriffe 2020-12-08
Part. Algorithm Engineering
Unit. Problemlösen 2018-12-30
Unit. Algorithmendesign 2018-12-30
Unit. Algorithmenanalyse 2019-01-18
Unit. Algorithmenimplementierung
Unit. Algorithmenevaluierung
Part. Sortieren
Unit. Sortieralgorithmen 2018-12-30
Unit. Internes Sortieren durch Vergleichen (1) 2018-12-30
Unit. Internes Sortieren durch Vergleichen (2) 2019-02-06
Unit. Internes Sortieren durch Verteilen 2019-01-09
Unit. Externes Sortieren
Unit. Sortiertheorie 2019-01-09
Part. Datenstrukturen
Unit. Records und Container 2019-01-29
Unit. Listen 2019-01-29
Unit. Dictionaries und Hash Tables 2019-01-29
Unit. Hash Functions 2019-01-30
Unit. Bäume 2019-05-29
Part. Suchen
Unit. Suchbäume
Unit. Externe Suchbäume 2019-07-11
Part. Graph- algorithmen
Part. ADS Anwendungen
Collection. Data Mining
Part. Introduction
Unit. Organization, Literature
Unit. Data Mining Overview
Unit. On Data 2020-01-23
Part. Cluster Analysis
Unit. Cluster Analysis Basics 2020-02-06
Unit. Hierarchical Cluster Analysis 2020-02-06
Unit. Iterative Cluster Analysis 2020-02-06
Unit. Density-Based Cluster Analysis 2020-02-06
Unit. Cluster Evaluation 2020-02-06
Unit. Constrained Cluster Analysis 2020-02-06
Part. Nearest Neighbor Strategies
Unit. Self-Organizing Maps
Part. Latent Variables Analysis
Unit. Principal Component Analysis
Unit. Multi-Dimensional Scaling
Unit. Expectation Maximization
Part. Association Analysis
Unit. Frequent Itemset Mining
Unit. Rule Mining
Collection. Datenbanken
Part. Einführung
Unit. Organisation, Literatur 2022-10-21
Unit. Problemstellungen, Begriffe 2022-10-21
Part. Konzeptueller Datenbankentwurf
Unit. Datenbankentwurf und Datenbankmodelle 2022-11-09
Unit. Konzeptueller Datenbankentwurf: ER-Grundlagen 2022-11-09
Unit. Konzeptueller Datenbankentwurf: ER-Erweiterungen 2022-11-09
Unit. Konzeptueller Datenbankentwurf: UML
Part. Logischer DB-Entwurf mit relat. Modell
Unit. Relationales Modell: Definition, Integrität 2022-11-09
Unit. Relationales Modell: Umsetzung ER-Diagramm 2022-11-09
Unit. Relationales Modell: Syntax-Übersicht 2022-11-09
Part. Grundlagen relationaler Anfragesprachen
Unit. Relationale Algebra 2022-11-09
Unit. Tupel- und Domänenkalkül 2022-11-09
Part. SQL
Unit. SQL: Anfragesprache 2023-01-25
Unit. SQL: Datendefinition und -manipulation 2023-01-25
Unit. SQL: Anwendungsprogrammierung 2023-01-25
Part. Entwurfstheorie relationaler Datenbanken
Unit. Funktionale Abhängigkeiten und Normalformen 2023-01-25
Unit. Entwurfsalgorithmen 2023-01-25
Part. Physischer Datenbankentwurf
Collection. Information Retrieval
Part. Introduction
Unit. Organizaiton, Literature 2022-05-30
Unit. Retrieval Problems 2022-05-30
Unit. Architecture of a Search Engine 2022-05-30
Unit. Architecture of a Search Engine (Karaoke Version) 2023-01-17
Part. Indexing
Unit. Indexing Basics 2022-05-30
Unit. Inverted Index 2022-05-30
Unit. Index Compression 2018-11-13
Part. Retrieval Models
Unit. Overview of Retrieval Models 2022-06-13
Unit. Unigram Models 1
Unit. Unigram Models 2
Unit. Unigram Models 3
Unit. Embedding Models
Unit. Sequence Models
Unit. Combining Evidence 2018-06-26
Unit. Learning to Rank 2018-06-26
Part. User Interface
Unit. Information Needs and Queries 2020-04-12
Unit. Query Analysis and Refinement
Unit. Showing the Results 2017-10-31
Unit. Size Estimations
Part. Evaluation
Unit. Laboratory Experiments 2021-10-12
Unit. Performance Measures 2019-11-19
Unit. Logging 2018-05-14
Part. Cross-Language Retrieval
Part. Multimedia Retrieval
Part. Distributed and Parallel Retrieval
Part. IR Applications
Unit. Web Search 2021-10-12
Unit. Argument Search 2021-10-12
Unit. Digital Libraries
Unit. Enterprise Search
Unit. Medical Information Retrieval
Unit. Legal Information Retrieval
Unit. Patent Search
Collection. Natural Language Processing
Part. Introduction
Unit. Organizaiton, Literature 2023-03-03
Unit. NLP Problems 2023-03-03
Part. Corpus Linguistics
Unit. Corpora 2023-03-03
Unit. Annotation
Part. Text Models
Unit. Text Preprocessing 10.03.23
Unit. Text Representation 2023-03-03
Unit. Text Similarity 21.03.23
Unit. Text Classification Problems
Unit. Language Models
Unit. Sequence Models
Part. Words
Unit. Word-level Phenomena
Unit. Morphology 2023-03-03
Unit. Word Classes 2023-03-03
Unit. Named Entities 2023-03-03
Part. Syntax
Unit. Syntactical Phenomena 2023-03-03
Unit. Phrase Structure Grammar 2023-03-03
Unit. Dependency Grammar 2023-03-03
Unit. Features and Unification
Part. Semantic
Unit. Semantic Phenomena
Unit. Symbolic Semantics 2023-03-03
Unit. Distributional Semantics
Unit. Compositional Semantics
Unit. Frame Semantics
Part. Discourse
Unit. Models of Discourse
Unit. Discourse Processing
Unit. Dialogue
Part. Bias and Fairness
Part. NLP Applications