Lecture: Machine Learning (Lecture) (CS-BP-NI, CS-BWP-AI, CS-BWP-INF, CS-BWP-NI) - Details

Lecture: Machine Learning (Lecture) (CS-BP-NI, CS-BWP-AI, CS-BWP-INF, CS-BWP-NI) - Details

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General information

Course name Lecture: Machine Learning (Lecture) (CS-BP-NI, CS-BWP-AI, CS-BWP-INF, CS-BWP-NI)
Subtitle
Course number 8.3072
Semester SoSe 2020
Current number of participants 237
Home institute LE Cognitive Science
Courses type Lecture in category Offizielle Lehrveranstaltungen
First date Wednesday, 15.04.2020 10:00 - 12:00, Room: 01/E01
Type/Form
Participants ab 4. Semester
SWS 4
Sprache Englisch
ECTS points 8

Rooms and times

01/E01
Wednesday: 10:00 - 12:00, weekly (12x)
Thursday: 10:00 - 12:00, weekly (12x)
01/B01
Wednesday: 10:00 - 12:00, weekly (1x)
Friday, 17.04.2020 10:00 - 12:00
Friday, 17.04.2020 14:00 - 16:00
Monday, 20.04.2020 10:00 - 12:00
Monday, 20.04.2020 14:00 - 16:00

Module assignments

Comment/Description

Prerequisites: None

Being a mainly academic topic about 20 years ago, Machine Learning has become a discipline of major impact on both science and engineering by today. This course introduces the basics of Machine Learning and Data Mining. Major topics are concept learning, decision trees, problems of data in high dimensional representations, clustering algorithms, linear and nonlinear dimension reduction, artificial neural networks (e.g. multilayer perceptrons, RBF networks, self-organizing maps), classification methods, reinforcement learning, modeling uncertainty and temporal probability models.