GameTech AI

1. introduzione

2. AI Methods

• Representation
• Utility
• Finite State Machines
• Behavior Trees
• Utility-Based AI
• TreeSearch
• Evolutionary Computation
  • hill climber
  • Evolutionary Algorithms
• Supervised Learning
• Reinforcement Learning
• Unsupervised Learning
  • Clustering
  • Frequent Pattern Mining
• Hybrid Algorithms
  • Neuroevolution

3. Giocare

• Perché e Come Can AI PlayGames?
• Board Games
• Card Games
• Classic Arcade Games
• Strategy Games
• Racing Games
• Shooters and Other First Person Games
• Serious Games
• Interactive Fiction
• Other Games

4. Creare contenuti

• cosa si può creare?
  • Levels and Maps
  • Visuals
  • Audio
  • Narrative
  • Rulesand Mechanics
  • Games
• come si creano?
  • Search Based
  • Solver Based
  • Grammar Based
  • Cellular Automata
  • Noiseand Fractals
  • Machine Learning

5. Player Model

6. Futuro ed evoluzione

Game A.I.

Classic A.I.

FSM

Random / Fuzzy

Sensor systems

Flocking

A* pathfinding

Navigation Mesh

Behaviour Trees

introduzione video: https://www.youtube.com/watch?v=uq8hnnkAxsw FPS video: https://www.youtube.com/watch?v=6VBCXvfNlCM introduzione: ()[https://www.gamasutra.com/blogs/ChrisSimpson/20140717/221339/Behavior_trees_for_AI_How_they_work.php]

molte soluzioni:
su asset store: https://assetstore.unity.com/search?q=behavior&q=tree&k=behavior%20tree https://unitylist.com/browse?search=behavior+tree

progetto TheSign di lavoro e test: https://github.com/TheSignAcademy/GameAI_U3D

Behaviour Designer Docs https://opsive.com/support/documentation/behavior-designer/overview/

Advanced tutor

• 07B Behavior Trees https://www.youtube.com/watch?v=YCMvUCxzWz8
• Recreating a Classic DOS Adventure Game https://www.youtube.com/watch?v=2rPyX8NZ5PI
• Multi Agents tutorial https://www.youtube.com/watch?v=l4Ye70M3rZU
• Better killer robots with behavior trees (Playmaker and advanced BT integration) https://www.youtube.com/watch?v=zC63mj7g820

Some Thoughts About Utility Theory in Artificial Intelligence Part I

https://medium.com/@jrodthoughts/some-thoughts-about-utility-theory-in-artificial-intelligence-part-i-9c536dd1d40d

ML games

tutorials: WRITING MY FIRST MACHINE LEARNING GAME! (4 videos by Jebril) https://www.youtube.com/watch?v=ZX2Hyu5WoFg https://github.com/Jabrils/Run-Forrest-FULL

Neural Networks

https://natureofcode.com/book/chapter-10-neural-networks/

N.N. videos

• Car training https://www.youtube.com/watch?v=Aut32pR5PQA https://www.youtube.com/watch?v=5lJuEW-5vr8

• Mario plays https://www.youtube.com/watch?v=qv6UVOQ0F44

• Snake https://www.youtube.com/watch?v=3bhP7zulFfY

• Number recognizion https://www.youtube.com/watch?v=aircAruvnKk

resources

introductions

• Una introduzione visuale al machine learning #top
  http://www.r2d3.us/una-introduzione-visuale-al-machine-learning-1/