Fakultät Wirtschaftsinformatik und Angewandte Informatik

Angewandte Informatik / Kognitive Systeme

Lernende Systeme/Machine Learning (WS 2010/2011)

General Information

Recommended Reading / Links

Recommended textbook:

Relevant links:

Lecture Notes

  1. Basic Concepts of Machine Learning [pdf]
  2. Foundations of Concept Learning [pdf]
  3. Decision Trees [pdf]
  4. Perceptrons and Multilayer-Perceptrons [pdf]
  5. Human Concept Learning [pdf]
  6. Inductive Logic Programming [pdf]
  7. Instance-based Learning [pdf]
  8. Genetic Algorithms / Genetic Programming [pdf]
  9. Bayesian Learning [pdf]
  10. Kernel Methods [pdf]
  11. Reinforcement Learning [pdf]
  12. Inductive Program Synthesis [pdf]
  13. Analytical Learning 
  14. Computational Learning Theory
  15. 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]