People Innovation Excellence

ARTIFICIAL INTELLIGENCE (5 Credits)

Learning Outcomes:

On successful completion of this course, student will be able to: identify value propositions in business with physical / visual representation of an idea; describe how Artificial Intelligence works in Games; explain the concepts of AI Techniques in Game; design AI-based game; construct AI-based game.

Topics:

  1. Introduction to AI for Games
  2. Game AI
  3. Introduction to Prototype Development 1 (PD1 – F2F)
  4. Introduction to Game Movement
  5. Advanced Game Movement
  6. Pathfinding : Dijkstra & A*
  7. Pathfinding : Hierarchical & Continuous Time Path Finding
  8. VPC & Idea Profile (PD1 – Dicussion Forum)
  9. Decision Making : Decision Tree & State Machines
  10. Decision Making : Behavior Tree
  11. Decision Making : Fuzzy Logic & Markov Systems
  12. Decision Making : Goal-Oriented Behavior
  13. Solution Sketch & Storyboard (PD1 – Discussion Forum)
  14. Decision Making : Rule-Based System
  15. Scripting
  16. Algorithm Implementation in Game 1
  17. Algorithm Implementation in Game 2
  18. Product / Service Prototype (PD1 – F2F)
  19. Tactical and Strategic AI
  20. Board Games
  21. Products / Services Features & Function (PD1 – Discussion Forum)
  22. Designing Board Games Using AI
  23. Introduction of Designing Game AI
  24. Extension of Designing Game AI
  25. AI-Based Game Genres
  26. Key Resources & Pitch Deck (PD1 – Discussion Forum)
  27. Learning Parameter Modification & Action Prediction
  28. Learning Parameter Modification & Action Prediction
  29. Decision Learning 1
  30. Decision Learning 2
  31. Review & Project Presentation
  32. Report (PD1 -F2F)

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