Einführung in die Künstliche Intelligenz (SS 2019)
General Information
- For a general course description please read the corresponding pages from the WIAI module guide.
- You find administrative information at UnivIS.
- To get up-to-date information you should sign up for the course in the virtual campus.
- Recommended for bachelor students in the 4th semester.
- This course updates and replaces the module “Intelligente Agenten”, i.e., you cannot register for this module if you have already taken “Intelligente Agenten”.
- Joint course with Diedrich Wolter (SME).
Recommended Reading / Links
General text books on AI:
- Stuart Russel and Peter Norvig (2003). Artificial Intelligence: A Modern Approach.Prentice Hall. The mostly used text book in the field.
- A comparison of AI textbooks by Stuart Russel.
- Raymond Kurzweil (1992). 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.
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: AISpace
- SWI Prolog
- Racket (Lisp)
Lecture Topics
- Introduction to Artificial Intelligence [pdf]
- Problem Spaces and Search [pdf]
- Heuristic Search, Branch and Bound, A* [pdf]
- Search in Game Trees, Monte-Carlo Tree Search [pdf]
- Knowledge Representation Classics -- semantic networks, frames, CSPs [pdf]
- Classical Logics: Propositional Logic and First Order Logic [pdf]
- Resolution Calculus and Prolog [pdf]
- Non-Classical Logics: default, tms, Bayes, probabilistic, modal, epistemic, temporal [pdf]
- Planning [pdf]
- Machine Learning [pdf]
- Object and Scene Recognition [pdf]
- Language Processing [pdf]
- Cognitive AI / Situated and Embodied AI
- Applications of AI / Ethical Aspects of AI / Open Questions of AI