621.065 (19S) Uncertain Knowledge: Reasoning and Learning
Überblick
- Lehrende/r
- LV-Titel englisch Uncertain Knowledge: Reasoning and Learning
- LV-Art Vorlesung-Kurs (prüfungsimmanente LV )
- Semesterstunde/n 2.0
- ECTS-Anrechnungspunkte 4.0
- Anmeldungen 25 (25 max.)
- Organisationseinheit
- Unterrichtssprache Englisch
- mögliche Sprache/n der Leistungserbringung Englisch
- LV-Beginn 05.03.2019
- eLearning zum Moodle-Kurs
Zeit und Ort
LV-Beschreibung
Intendierte Lernergebnisse
Students should recognize the issue of uncertainty inherent in many Artificial Intelligence applications, understand basic methods for dealing with this issue and learn to adopt and comprehend concrete algorithms that implement these methods. The focus in the first half of the semester will be on reasoning under uncertainty, whereas the second half will deal with learning.
Lehrmethodik inkl. Einsatz von eLearning-Tools
Lecture mixed with practical home and in-class exercises. Slides will be in English. Teaching language will be German unless there are non-German-speaking participants, otherwise English.
eLearning
Moodle
Inhalt/e
Provides an introduction to selected methods for dealing with uncertainty in Artificial Intelligence and Knowledge-Based Systems.
Topics
- Uncertainty in AI Systems
- Bayesian Inference and Bayesian Networks
- Unsupervised Machine Learning
- Supervised Machine Learning
Literatur
Adnan Darwiche. Modeling and Reasoning with Bayesian Networks. Cambridge University Press. 2009 P.
Tan, M. Steinbach, V. Kumar. Introduction to Data Mining. Pearson. 2006
Stuart Russell and Peter Norvig: Artificial Intelligence: A modern approach. Prentice Hall, 2009
Judea Pearl: Probabilistic Reasoning in Intelligent Systems - Networks of Plausible Inference. Morgan Kaufmann Publishers, Inc. 1988
D. Koller, N. Friedman. Probabilistic Graphical Models: Principles and Techniques. The MIT Press. 2009
D. Barber. Bayesian Reasoning and Machine Learning. Cambridge University Press. 2012
T. Mitchell. Machine Learning. McGraw Hill. 1997
Prüfungsinformationen
Prüfungsmethode/n
Exam, Minitests: in total more than 50% on the minitests qualifies for exam
Beurteilungsschema
Note BenotungsschemaPosition im Curriculum
- Diplom-Lehramtsstudium Unterrichtsfach Informatik und Informatikmanagement
(SKZ: 884, Version: 04W.7)
-
2.Abschnitt
-
Fach: Angewandte Informatik (LI 2.3)
(Pflichtfach)
-
Knowledge Engineering (
2.0h PR / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
Knowledge Engineering (
2.0h PR / 4.0 ECTS)
-
Fach: Angewandte Informatik (LI 2.3)
(Pflichtfach)
-
2.Abschnitt
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 17W.1)
-
Fach: Medieninformatik
(Wahlfach)
-
4.2 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
4.2 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
-
Fach: Medieninformatik
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 17W.1)
-
Fach: Natural Language Processing
(Wahlfach)
-
5.3 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
5.3 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
-
Fach: Natural Language Processing
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 17W.1)
-
Fach: Softwareentwicklung
(Wahlfach)
-
6.3 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
6.3 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
-
Fach: Softwareentwicklung
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 17W.1)
-
Fach: Wirtschaftsinformatik
(Wahlfach)
-
7.3 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
7.3 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
-
Fach: Wirtschaftsinformatik
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 12W.1)
-
Fach: Medieninformatik
(Wahlfach)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
-
Fach: Medieninformatik
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 12W.1)
-
Fach: Natural Language Processing
(Wahlfach)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
-
Fach: Natural Language Processing
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 12W.1)
-
Fach: Softwareentwicklung
(Wahlfach)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
-
Fach: Softwareentwicklung
(Wahlfach)
- Bachelorstudium Angewandte Informatik
(SKZ: 511, Version: 12W.1)
-
Fach: Wirtschaftsinformatik
(Wahlfach)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
-
Fach: Wirtschaftsinformatik
(Wahlfach)
- Masterstudium Angewandte Informatik
(SKZ: 911, Version: 13W.1)
-
Fach: Vertiefung Informatik
(Pflichtfach)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
Knowledge Engineering (
2.0h UE / 4.0 ECTS)
-
Fach: Vertiefung Informatik
(Pflichtfach)
- Masterstudium Mathematics
(SKZ: 401, Version: 18W.1)
-
Fach: Informatics
(Wahlfach)
-
8.4 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
- 621.065 Uncertain Knowledge: Reasoning and Learning (2.0h VC / 4.0 ECTS)
-
8.4 Uncertain Knowledge: Reasoning and Learning (
2.0h VC / 4.0 ECTS)
-
Fach: Informatics
(Wahlfach)
Gleichwertige Lehrveranstaltungen im Sinne der Prüfungsantrittszählung
-
Wintersemester 2018/19
- 621.065 VC Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
-
Sommersemester 2018
- 621.065 VC Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
-
Wintersemester 2017/18
- 621.065 VC Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
-
Sommersemester 2017
- 621.065 VC Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
-
Wintersemester 2016/17
- 621.065 VC Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
-
Sommersemester 2016
- 621.065 VC Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
- Wintersemester 2015/16
-
Sommersemester 2015
- 621.065 VK Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)
-
Wintersemester 2014/15
- 621.065 VK Uncertain Knowledge: Reasoning and Learning (2.0h / 4.0ECTS)