Kognitive Systeme

News

KogWis 2012 in Bamberg

Kolloquium 04.06.12, 16:00 Uhr

F. Wysotzki, TU Berlin: Lernen von Entscheidungsbäumen bei Trainingsobjekten mit objektabhängigen Kosten für Fehlentscheidungen
ausführlich

Vortrag Kinderuni

Wie lernen Computer und Roboter?
ausführlich

ITCO Absolventenpreis

Christophe Quignon erhält ITCO Absolventenpreis
ausführlich

27.10.11

Studentisches Projekt präsentiert Usability-Studie
ausführlich

Kolloquium 12.07.11, 10 Uhr

Mark Wernsdorfer: Grounding Affordances in Hierarchical Representations of Sensorimotor Interaction
ausführlich

Pain Face Day at 17.6.11

Kolloquium 14.07.11, 16 Uhr

Petra Hofstedt, Lehrstuhl für Programmiersprachen und Compilerbau, BTU Cottbus: Multi-paradigm Programming
ausführlich

News

Lernende Systeme/Machine Learning (WS 2011/2012)

General Information

For a general course description please read the corresponding pages from the WIAI module guide.
You find administrative information at UnivIS.
Participants should sign up for the course in the virtual campus.

Recommended Reading / Links

Recommended textbook:

Tom Mitchell: Machine Learning, McGraw Hill, 1997.

Relevant links:

Machine Learning Eintrag bei aaai.org
Machine Learning Abschnitt bei AI on the Web
UCI Machine Learning Repository
Statlog
Rapidminer

Lecture Notes

Basic Concepts of Machine Learning [ pdf]
Foundations of Concept Learning [ pdf]
Decision Trees [ pdf]
Perceptrons and Multilayer-Perceptrons [ pdf]
Human Concept Learning [ pdf]
Inductive Logic Programming [ pdf]
Instance-based Learning [ pdf]
Genetic Algorithms / Genetic Programming [ pdf]
Bayesian Learning [ pdf]
Kernel Methods [ pdf]
Reinforcement Learning [ pdf]
Inductive Program Synthesis [ pdf]
Analytical Learning
Computational Learning Theory
Further Topics in and Applications of Machine Learning

Course Archive

[ WS 04/05] [ SS 05] [ WS 05/06] [ WS 06/07] [ WS 07/08] [ WS 08/09] [ WS 09/10] [ WS 10/11]