Introduction to Artificial Intelligence / Einführung in die Künstliche Intelligenz (SS 2025)

Artificial Intelligence: A Modern Approach, 4th edition. Prentice Hall/Pearson. (The mostly used text book in the field.)

A comparison of AI textbooks by Stuart Russel.

Günther G?rz, Ute Schmid, Tanya Braun (2020). http://www-mitpress.mit.edu/catalog/item/default.asp?sid=14477486-22C8-4EEC-89FA-30BFAFDC565E&ttype=2&tid=3308 The Age of Intelligent Machines. MIT Press.
(This is not a scientific text book but a most motivating, comprehensive book for a broad readership, however a bit outdated.)

Some Links:

• Homepages of AAAI
• Homepage of GI Fachbereich 1 - Künstliche Intelligenz
• How many AI people does it take to change a lightbulb?
• PDDL
• ICAPS with Planning Competition
• Tools for Learning AI: AIPython
• Python
• SWI Prolog

Lecture Topics

1. Introduction to Artificial Intelligence [pdf]
2. Problem Spaces and Search [pdf]
3. Heuristic Search, Branch and Bound, A* [pdf]
4. Search in Game Trees, Constraint Satisfaction [pdf]
5. Classical Logics: Propositional Logic and First Order Logic [pdf]
6. Resolution Calculus and Prolog [pdf]
7. Non-Classical Logics [pdf] and Knowledge Representation  [pdf]
8. Planning [pdf]
9. Machine Learning [pdf]
10. Object and Scene Recognition [pdf]
11. Natural Language Processing [pdf]
12. Cognitive AI / Situated and Embodied AI
13. Applications of AI / Ethical Aspects of AI / Open Questions of AI

 

Archiv:

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