|
Collection. Algorithmen und Datenstrukturen
|
|
Part. Einführung |
|
Unit. Organisation, Literatur |
|
2023-10-10 |
|
Unit. Problemstellungen, Begriffe |
|
2023-10-10 |
|
Part. Algorithm Engineering |
|
Unit. Problemlösen |
|
2023-10-10 |
|
Unit. Algorithmendesign |
|
2023-10-10 |
|
Unit. Algorithmenanalyse |
|
2023-10-10 |
|
Unit. Algorithmenimplementierung |
|
Unit. Algorithmenevaluierung |
|
Part. Sortieren |
|
Unit. Sortieralgorithmen |
|
2023-10-10 |
|
Unit. Internes Sortieren durch Vergleichen (1) |
|
2023-10-10 |
|
Unit. Internes Sortieren durch Vergleichen (2) |
|
2023-10-10 |
|
Unit. Internes Sortieren durch Verteilen |
|
2023-10-10 |
|
Unit. Externes Sortieren |
|
Unit. Sortiertheorie |
|
2023-10-10 |
|
Part. Datenstrukturen |
|
Unit. Records und Container |
|
2023-10-10 |
|
Unit. Listen |
|
2023-10-10 |
|
Unit. Dictionaries und Hash Tables |
|
2023-10-10 |
|
Unit. Hash Functions |
|
2023-10-10 |
|
Unit. Bäume |
|
2023-10-10 |
|
Part. Suchen |
|
Unit. Suchbäume |
|
2023-10-10 |
|
Unit. Externe Suchbäume |
|
2023-10-10 |
|
Part. Graph-algorithmen |
|
Collection. Data Mining
|
|
Part. Introduction |
|
Unit. Organization, Literature |
|
2023-11-16 |
|
Unit. Data Mining Overview |
|
2023-11-16 |
|
Unit. On Data |
|
2023-11-16 |
|
Part. Cluster Analysis |
|
Unit. Cluster Analysis Basics |
|
2023-11-16 |
|
Unit. Hierarchical Cluster Analysis |
|
2023-11-16 |
|
Unit. Iterative Cluster Analysis |
|
2023-11-16 |
|
Unit. Density-Based Cluster Analysis |
|
2023-11-16 |
|
Unit. Cluster Evaluation |
|
2023-11-16 |
|
Unit. Constrained Cluster Analysis |
|
2023-11-16 |
|
Part. Nearest Neighbor Strategies |
|
Unit. Self-Organizing Maps |
|
2023-11-16 |
|
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 |
|
2023-11-28 |
|
Unit. Problemstellungen, Begriffe |
|
2023-11-28 |
|
Part. Konzeptueller Datenbankentwurf |
|
Unit. Datenbankentwurf und Datenbankmodelle |
|
2023-11-16 |
|
Unit. Konzeptueller Datenbankentwurf: ER-Grundlagen |
|
2023-11-16 |
|
Unit. Konzeptueller Datenbankentwurf: ER-Erweiterungen |
|
2023-11-16 |
|
Unit. Konzeptueller Datenbankentwurf: UML |
|
Part. Logischer Datenbankentwurf mit dem relationalen Modell |
|
Unit. Relationales Modell: Definition, Integrität |
|
2023-11-21 |
|
Unit. Relationales Modell: Umsetzung ER-Diagramm |
|
2023-11-21 |
|
Unit. Relationales Modell: Syntax-Übersicht |
|
2023-11-21 |
|
Part. Grundlagen relationaler Anfragesprachen |
|
Unit. Relationale Algebra |
|
2023-11-29 |
|
Unit. Tupel- und Domänenkalkül |
|
2023-11-29 |
|
Part. SQL |
|
Unit. SQL: Anfragesprache |
|
2023-10-18 |
|
Unit. SQL: Datendefinition und -manipulation |
|
2023-10-18 |
|
Unit. SQL: Anwendungsprogrammierung |
|
2023-10-18 |
|
Part. Entwurfstheorie relationaler Datenbanken |
|
Unit. Funktionale Abhängigkeiten und Normalformen |
|
2023-10-18 |
|
Unit. Entwurfsalgorithmen |
|
2023-10-18 |
|
Part. Physischer Datenbankentwurf |
|
Collection. Information Retrieval
|
|
Part. Introduction |
|
Unit. Organization, Literature |
MLU-2020
UL-2020
|
2023-10-31 |
|
Unit. Retrieval Problems |
MLU-2020
UL-2020
|
2023-10-31 |
|
Unit. Architecture of a Search Engine |
MLU-2020
UL-2023
|
2023-11-17 |
|
Unit. Architecture of a Search Engine (Karaoke Version) |
|
2023-11-17 |
|
Part. Indexing |
|
Unit. Indexing Basics |
MLU-2020
UL-2023
|
2023-10-31 |
|
Unit. Inverted Index |
MLU-2020
UL-2023
|
2023-10-31 |
|
Unit. Index Compression |
|
Part. Retrieval Models |
|
Unit. Overview of Retrieval Models |
MLU-2020
UL-2023
|
2023-11-13 |
|
Unit. Unigram Models 1 |
MLU-2020
UL-2023
|
2023-11-13 |
|
Unit. Unigram Models 2 |
MLU-2020
UL-2023
|
2023-11-13 |
|
Unit. Unigram Models 3 |
|
Unit. Embedding Models |
|
2023-11-13 |
|
Unit. Sequence Models |
MLU-2020
|
2023-11-13 |
|
Unit. Combining Evidence |
|
Unit. Learning to Rank |
|
2023-11-13 |
|
Unit. Term Weighting Formulas |
|
Part. User Interface |
|
Unit. Information Needs and Queries |
|
2023-10-10 |
|
Unit. Query Analysis and Refinement |
|
Unit. Cross-Language Search |
|
Unit. Showing the Results |
|
Unit. Size Estimations |
|
Part. Evaluation |
|
Unit. Laboratory Experiments |
MLU-2020
UL-2023
|
2023-10-10 |
|
Unit. Effectiveness Measures |
MLU-2020
UL-2023
|
2023-10-10 |
|
Unit. Training and Testing |
MLU-2020
UL-2023
|
2023-10-10 |
|
Unit. Logging |
|
Part. IR Applications |
|
Unit. Web Search |
|
2023-10-10 |
|
Unit. Argument Search |
UL-2020
|
2023-10-10 |
|
Unit. Digital Libraries |
|
Unit. Enterprise Search |
|
Unit. Medical Information Retrieval |
|
Unit. Legal Information Retrieval |
|
Unit. Patent Search |
|
Collection. Logik
|
|
Part. Einführung |
|
Unit. Organisation, Literatur |
|
2023-11-17 |
|
Unit. Geschichte der Logik |
|
Part. Aussagenlogik |
|
Unit. Syntax, Semantik |
|
2023-11-17 |
|
Unit. Formeltransformation |
|
2023-11-17 |
|
Unit. Semantische Erfüllbarkeitsalgorithmen |
|
2023-11-17 |
|
Unit. Syntaktische Erfüllbarkeitsalgorithmen |
|
2023-11-17 |
|
Unit. Erfüllbarkeitsprobleme |
|
2023-11-17 |
|
Part. Prädikatenlogik |
|
Unit. Syntax, Semantik |
|
2023-11-17 |
|
Unit. Formeltransformation |
|
2023-11-17 |
|
Unit. Syntaktische Erfüllbarkeitsalgorithmen |
|
2023-11-17 |
|
Unit. Grenzen der Entscheidbarkeit |
|
2023-11-17 |
|
Part. Nichtklassische Logiken |
|
Unit. Fuzzy-Mengen |
|
2023-11-17 |
|
Unit. Fuzzy-Inferenz |
|
2023-11-17 |
|
Part. Erweiterungen und Anwendungen zur Logik |
|
Unit. Produktionsregelsysteme |
|
2023-11-17 |
|
Unit. Nicht-monotones Schließen |
|
2023-11-17 |
|
Unit. Logik und abstrakte Algebren |
|
2023-11-17 |
|
Unit. Verifikation: Einführung, Hoare-Kalkül |
|
2023-11-17 |
|
Unit. Verifikation: Hoare-Regeln, partielle Korrektheit |
|
2023-11-17 |
|
Unit. Verifikation: Terminierung |
|
2023-11-17 |
|
Collection. Machine Learning
|
|
Part. Introduction |
|
Unit. Organization, Literature |
UL-2023
|
2023-11-30 |
|
Unit. Learning Tasks |
BUW-UL-2020
UL-2023
|
2023-11-30 |
|
Unit. Elements of Machine Learning |
UL-2023
|
2023-11-30 |
|
Unit. Syntax and Models Overview |
|
2023-11-30 |
|
Part. Machine Learning Basics |
|
Unit. Concept Learning |
BUW-UL-2020
UL-2023
|
2023-11-30 |
|
Unit. From Regression to Classification |
BUW-UL-2020
UL-2023
|
2023-11-30 |
|
Unit. Evaluating Effectiveness |
BUW-UL-2020
UL-2023
|
2023-11-30 |
|
Part. Linear Models |
|
Unit. Logistic Regression |
BUW-UL-2020
UL-2023
|
2023-12-01 |
|
Unit. Overfitting and Regularization |
BUW-UL-2020
UL-2022
|
2023-12-01 |
|
Unit. Gradient Descent in Detail |
BUW-UL-2020
UL-2022
|
2023-12-01 |
|
Part. Neural Networks |
|
Unit. Perceptron Learning |
BUW-UL-2020
UL-2022
|
2023-11-30 |
|
Unit. Multilayer Perceptron |
BUW-UL-2020
UL-2022
|
2023-11-30 |
|
Unit. Advanced MLPs |
UL-2022
|
2023-11-30 |
|
Part. Support Vector Machines |
|
Unit. Linear SVM |
|
Unit. Kernel Methods |
|
Part. Decision Trees |
|
Unit. Decision Trees Basics |
BUW-UL-2020
UL-2022
|
2023-11-28 |
|
Unit. Impurity Functions |
BUW-UL-2020
UL-2022
|
2023-11-28 |
|
Unit. Decision Trees Algorithms |
BUW-UL-2020
UL-2022
|
2023-11-28 |
|
Unit. Decision Trees Pruning |
BUW-UL-2020
UL-2022
|
2023-11-28 |
|
Part. Bayesian Learning |
|
Unit. Probability Basics |
BUW-UL-2020
UL-2022
|
2023-11-27 |
|
Unit. Bayes Classifier |
BUW-UL-2020
UL-2022
|
2023-11-27 |
|
Unit. Frequentist versus Subjectivist |
|
2023-11-27 |
|
Unit. Bayesian Belief Networks |
|
Part. Learning Theory |
|
Unit. Error Decomposition and Model Selection |
|
Unit. VC Dimension |
|
Unit. PAC Learning |
|
Part. Deep Learning |
|
Unit. Introduction to Deep Learning |
|
2023-10-10 |
|
Unit. Recurrent Neural Networks |
|
2023-10-10 |
|
Unit. Long-Term Dependencies |
|
Unit. RNNs for Machine Translation |
|
2023-10-10 |
|
Unit. Attention Mechanism |
|
Unit. Self Attention and Transformers |
|
Unit. Transformer Language Models |
|
Part. Ensemble Methods and Meta Learning |
|
Unit. Ensemble Methods Basics |
|
2023-10-10 |
|
Unit. Evolutionary Strategies |
|
Unit. Swarm Strategies |
|
Part. Reinforcement Learning |
|
Collection. Modellierung wissensintensiver Probleme
|
|
Part. Einführung |
|
Unit. Organisation, Literatur |
|
2023-10-10 |
|
Unit. Begriffe, Geschichte der KI |
|
2023-10-10 |
|
Unit. Problemstellungen |
|
2023-10-10 |
|
Part. Wissensrepräsentation |
|
Unit. Symbolische versus subsymbolische Repräsentation |
|
2023-10-10 |
|
Unit. Problemlösungswissen |
|
2023-10-10 |
|
Unit. Expertensysteme, Problemklassen |
|
2023-10-10 |
|
Part. Begriffe der Modellierung |
|
Unit. System, Modell, Schlussfolgern |
|
2023-10-10 |
|
Unit. Modellbildung |
|
2023-10-10 |
|
Part. Modellieren mit Constraints |
|
Unit. Einführung Constraints |
|
2023-10-10 |
|
Unit. Constraints für endliche Wertebereiche (1) |
|
2023-10-10 |
|
Unit. Constraints für endliche Wertebereiche (2) |
|
2023-10-10 |
|
Unit. Constraint-Anwendungen |
|
Unit. Constraints für unendliche Wertebereiche |
|
2023-10-10 |
|
Unit. Optimierung, Überbestimmtheit |
|
Part. Diagnoseansätze |
|
Unit. Statistische Diagnose: Bayes |
|
2023-10-10 |
|
Unit. Statistische Diagnose: Dempster/Shafer |
|
2023-10-10 |
|
Unit. Model-based Diagnosis: TMS |
|
2023-10-10 |
|
Unit. Model-based Diagnosis: GDE |
|
2023-10-10 |
|
Unit. Fallbasierte Diagnose |
|
2023-10-10 |
|
Part. Planning and Configuration |
|
Unit. Planning: Basics |
|
2023-10-10 |
|
Unit. Planning: Algorithms |
|
2023-10-10 |
|
Unit. Planning: Complexity |
|
Unit. Planning: Extensions |
|
Unit. Konfigurierung: Problemstellung, Ansätze |
|
2023-10-10 |
|
Collection. Natural Language Processing
|
|
Part. Introduction |
|
Unit. Organizaiton, Literature |
|
2023-11-13 |
|
Unit. NLP Problems |
|
2023-11-13 |
|
Part. Corpus Linguistics |
|
Unit. Empirical Research in NLP |
|
2023-11-13 |
|
Unit. Corpora |
BUW-2021
|
2023-11-13 |
|
Unit. Annotation |
|
2023-10-10 |
|
Part. Text Models |
|
Unit. Text Preprocessing |
UL-2020
|
2023-10-26 |
|
Unit. Text Representation |
|
2023-10-26 |
|
Unit. Text Similarity |
|
2023-10-10 |
|
Unit. Text Classification Problems |
|
2023-10-10 |
|
Unit. Language Modeling |
|
2023-10-10 |
|
Unit. Sequence Models |
|
Part. Words |
|
Unit. Morphology |
BUW-2021
UL-2020
|
2023-10-10 |
|
Unit. Word Classes |
|
2023-10-10 |
|
Unit. Named Entities |
|
2023-10-10 |
|
Part. Syntax |
|
Unit. Grammar Formalisms |
|
2023-10-10 |
|
Unit. Phrase Structure Grammar |
|
2023-10-10 |
|
Unit. Dependency Grammars |
BUW-2021
|
2023-10-10 |
|
Unit. Features and Unification |
|
Part. Semantics |
|
Unit. Word Meaning and Relations |
|
Unit. Lexical Semantics |
BUW-2021
|
2023-10-10 |
|
Unit. Distributional Semantics |
|
Unit. Compositional Semantics |
|
Unit. Frame Semantics |
|
Part. Discourse |
|
Unit. Models of Discourse |
|
Unit. Discourse Processing |
|
Unit. Dialogue Processing |
|
Unit. Inference and World Knowledge |
|
Part. Bias and Fairness |
|
Unit. Biases in Data, Stochastic Parrots, Data De-biasing |
|
Unit. Resource Consumption, Electronic Colonialism |
|
Part. NLP Applications |
|
Unit. Practical Issues |
|
Unit. Text Clustering |
|
Collection. Search Algorithms
|
|
Part. Introduction |
|
Unit. Organization, Literature |
|
2023-11-19 |
|
Unit. Search Problems |
|
2023-11-19 |
|
Part. Basic Search Algorithms |
|
Unit. Graph Search Basics |
|
2023-11-16 |
|
Unit. Uninformed OR Graph Search |
|
2023-11-16 |
|
Unit. Uninformed AND-OR Graph Search |
|
2023-11-16 |
|
Part. Informed Search |
|
Unit. Best-First OR Graph Search: Introduction |
|
2023-11-29 |
|
Unit. Best-First OR Graph Search: Cost Functions |
|
2023-11-29 |
|
Unit. Best-First OR Graph Search: Variants and Hybrid Strategies |
|
2023-11-29 |
|
Unit. Best-First AND-OR Graph Search: Introduction |
|
2023-11-29 |
|
Unit. Best-First AND-OR Graph Search: Cost Functions |
|
2023-11-29 |
|
Part. Search Space Representation |
|
Unit. State-Space Representation |
|
2023-11-29 |
|
Unit. Problem-Reduction Representation |
|
2023-11-29 |
|
Part. Search Theory |
|
Unit. A*: Formal Properties (1) |
|
2023-10-10 |
|
Unit. A*: Formal Properties (2) |
|
2023-10-10 |
|
Part. Relaxed Models |
|
Unit. A*: Relaxing Optimality (1) |
|
2023-11-19 |
|
Unit. A*: Relaxing Optimality (2) |
|
2023-11-19 |
|
Unit. Non-additive Cost Functions |
|
Unit. Design von Heuristiken |
|
2023-11-19 |
|
Part. Game Playing |
|
Unit. Basic Game Playing Strategies |
|
2023-11-16 |
|
Collection. Wahrscheinlichkeitstheorie und Statistik
|
|
Part. Einführung |
|
Unit. Organisation, Literatur |
|
Unit. Einordnung, Begriffe |
|
Part. Wahrscheinlichkeitsbegriff |
|
Unit. Zufallsexperimente |
|
Unit. Ergebnisräume |
|
Unit. Ereignisräume |
|
Unit. Relative Häufigkeit |
|
Unit. Klassischer Wahrscheinlichkeitsbegriff |
|
Unit. Axiomatischer Wahrscheinlichkeitsbegriff |
|
Part. Kombinatorik |
|
Unit. Permutationen und Kombinationen |
|
Unit. Kombinatorik für Laplace-Wahrscheinlichkeiten |
|
Unit. Urnenmodell |
|
Part. Bedingte Wahrscheinlichkeit |
|
Unit. Bedingte Wahrscheinlichkeit |
|
Unit. Satz von Bayes |
|
Unit. Statistische Abhängigkeit |
|
Part. Zufallsgrößen und Maßzahlen |
|
Unit. Zufallsgrößen |
|
Unit. Wahrscheinlichkeitsverteilungen |
|
Unit. Verteilungsfunktionen |
|
Unit. Mehrere Zufallsgrößen in einem Wahrscheinlichkeitsraum |
|
Unit. Verknüpfung von Zufallsgrößen |
|
Unit. Erwartungswerte |
|
Unit. Varianz und Standardabweichung |
|
Unit. Das Wurzel-n-Gesetz |
|
Unit. Schätzwerte für Varianz und Standardabweichung |
|
Part. Die Binomialverteilung |
|
Unit. Bernoulli-Experimente |
|
Unit. Bernoulli-Ketten |
|
Unit. Bernoulli's Formel |
|
Part. Das Gesetz der großen Zahlen |
|
Unit. Einführung zum Gesetz der großen Zahlen |
|
Unit. Die Tschebyscheffsche Ungleichung |
|
Unit. Bernoulli's Gesetz der großen Zahlen |
|
Unit. Borel's Gesetz der großen Zahlen |
|
Part. Die Normalverteilung |
|
Unit. Der lokale Grenzwertsatz |
|
Unit. Der integrale Grenzwertsatz |
|
Unit. Die Normalverteilung |
|
Unit. Der zentrale Grenzwertsatz |
|
Unit. Das Wahrscheinlichkeitsnetz der Normalverteilung |
|
Part. Hypothesentests |
|
Unit. Alternative Tests |
|
Unit. Signifikanztests |
|
Collection. Web-Technologie
|
|
Part. Einführung |
|
Unit. Organisation, Literatur |
BUW-2020
|
2023-11-16 |
|
Unit. Problemstellungen, Begriffe |
BUW-2020
|
2023-11-16 |
|
Part. Kommunikation und Protokolle für Web-Systeme |
|
Unit. Internetworking |
BUW-2020
|
2023-11-16 |
|
Unit. Client-Server-Interaktionsmodell |
BUW-2020
|
2023-11-16 |
|
Unit. HTTP-Protokoll, Grundlagen TLS |
BUW-2020
|
2023-11-16 |
|
Unit. Zeichen und Codierung |
|
2023-11-16 |
|
Part. Dokumentsprachen |
|
Unit. Auszeichnungssprachen |
BUW-2020
|
2023-11-16 |
|
Unit. HTML |
BUW-2020
|
2023-11-16 |
|
Unit. Cascading Stylesheets CSS |
BUW-2020
|
2023-11-16 |
|
Unit. XML-Grundlagen |
BUW-2020
|
2023-11-16 |
|
Unit. XML-Schema |
BUW-2020
|
2023-11-16 |
|
Unit. Die XSL-Familie |
BUW-2020
|
2023-11-16 |
|
Unit. Parse-Paradigmen und APIs für XML |
BUW-2020
|
2023-11-16 |
|
Part. Server-Technologien |
|
Unit. Web-Server, Container und -Frameworks, Template Engines |
BUW-2020
|
2023-11-16 |
|
Unit. Exkurs: Reguläre Ausdrücke, PHP |
BUW-2020
|
2023-11-16 |
|
Part. Client-Technologien |
|
Unit. Web-Clients, Exkurs: Programmiersprachen |
BUW-2020
|
2023-11-16 |
|
Unit. JavaScript |
|
2023-11-16 |
|
Unit. WebAssembly |
|
Part. Architekturen und Middleware |
|
Unit. Client-Server-Architekturen, Ajax, REST |
|
2023-11-16 |
|
Unit. WebSockets, RPC, Message-oriented-Middleware |
|
Part. Semantic Web |
|
Unit. Motivation Semantic Web |
|
2023-11-16 |
|
Unit. Einführung RDF |
|
2023-11-16 |
|
Unit. RDF-Anwendungen |
|
Unit. RDF Vocabulary Description Language: RDF Schema |
|
2023-11-16 |
|
Unit. Semantik von RDF und RDFS |
|
2023-11-16 |
|
Unit. Ontologien und OWL |
|
2023-11-16 |
|
Unit. OWL-Anwendungen und Werkzeuge |