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PA217 Artificial Intelligence for Computer Games

Info

Course-related instructions: PDF
Course syllabus at IS MU
Study materials
- Learning materials with slides
- Video recordings (TBA)
- Sample exam: PDF
- Last year slides
- Textbooks
  - Millington, I., Artificial Intelligence for Games. CRC Press, 3rd edition, 2019.
    Available at MU electronically via e-loan.
  - Aversa, D., Kyaw, A. S., Peters, C., Unity Artificial Intelligence Programming. Packt Publishing, 5th edition, 2022. Available online at MU.
  - Yannakakis, Georgios N., and Julian Togelius, Artificial Intelligence and Games. Springer, 2018. Full-text PDF through SpringerLink.
  - Russell, S., Norvig, P. Artificial Intelligence: A Modern Approach, 4th edition. Pearson, 2020. Available at MU electronically via e-loan. See also the book's exercises.
Questions and consultation: discuss the date by e-mail with the teacher, Hana Rudová

Slides in one file will be published at the end of the semester.

Slides from all lectures

The outline below is preliminary, and it may change during the semester.

Kinematic movement, fundamental steering behaviors, delegated behaviors I.

Delegated behaviors II. Combined behaviors, coordinated movement.

Pathfiding: search algorithms.

Heuristics and data structures for A*. World representations. Hierarchical pathfinding.

Pathfinding extensions. Decision trees.

State machines, behaviour trees.

Fuzzy logic decision making, Markov systems.

Goal-oriented behavior, rule-based systems, blackboard architectures.

Waypoint tactics, tactical analyses.

Tactical pathfinding, coordinated action. Board games: introduction, Monte Carlo tree search.

Board games

Acknowledgment and additional materials

Slides are based on the following resources (including the textbooks above)

Artificial Intelligence for Gaming, course COEN 129 at Santa Clara University, USA, 2013
(Game) Artificial Intelligence, course at Universidade Europeia - IADE, Lisbon, 2020
Ludic Computing, Department of Computing, Goldsmiths, University of London, UK.
Chiarandini, M., Computer Game Programming: AI course, Department of Mathematics & Computer Science, University of Southern Denmark
Reynolds, C. W., Steering Behaviors For Autonomous Characters, Game Developers Conference, pp. 763-782, 1999
Introduction to the A* Algorithm, Red Blob Games, 2020.
Amit's A* Pages, Red Blob Games, 2020
Artificial Intelligence for Interactive Media and Games, course CS/IMGD 4100 at Worcester Polytechnic Institute, the USA by Charles Rich, 2016
Introduction to Computer Game Development, course CS/INFO 3152 at Cornell University, USA, 2019
Kask, K. CompSci 271: Introduction to Artificial Intelligence, the course at the University of California at Irvine, USA, 2018

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