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| About site: http://satirist.org/learn-game/ |
Title: Artificial Intelligence/Machine Learning - Machine Learning in Games How computers can learn to get better at playing games. This site is for artificial intelligence researchers and intrepid game programmers. I describe game programs and their workings; they rely on h |
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Machine Learning in Games
Machine Learning in Games
How computers can learn to get better at playing games.
This site is for artificial intelligence researchers
and intrepid game programmers.
I describe game programs and their workings;
they rely on heuristic search algorithms,
neural networks, genetic algorithms, temporal differences, and other methods.
I keep big list of online research papers.
And there's more.
Jay :
game learning
The January 2002 issue of
Artificial Intelligence
is a special issue on "Games, Computers, and Artificial Intelligence",
with overview papers on many top programs.
what's new
- updated 24 February
about these pages - including
acknowledgements
find stuff here
find stuff in the rest of the world
index of games mentioned on this site
index of people mentioned on this site
tutorials - get started with AI
artificial intelligence links
- the best entry points
game links
- about the games themselves
game AI stuff
- discussions, archives, etc.
learning projects and game-playing programs
Internet distributed learning
- machine learning @ home
Metagame
- a game-definition framework
Morph
- an ambitious project that includes game learning
robotic soccer
- with both simulated and real robots
the neural network backgammon programs
the strong learning othello programs
pursuit-evasion games
- various papers
Nici Schraudolph's go networks
Sebastian Thrun's NeuroChess
Michael Gherrity's SAL
- a game-learning system
methods
Here the emphasis is on the technique rather than the use it's put to.
evolutionary methods - aka genetic algorithms
search algorithms - including rational search
ideas to try out - playout analysis, learning methods, etc.
big lists of things
Everything that I didn't write about
above gets brief mention here. There's lots of it!
meetings
- the most relevant workshops and conferences
interesting web pages and
less-interesting pages
historical interest items
- only a couple, but they're cool
online papers
- many of them! - updated 3 January
online software - updated 24 September
a thorough bibliography
by
Johannes Fürnkranz
Jay Scott <jay@satirist.org>
updated 24 February 2002
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How | computers | can | learn | to | get | better | at | playing | games. | | This | site | is | for | artificial | intelligence | researchers | and | intrepid | game | programmers. | I | describe | game | programs | and | their | workings; | they | rely | on | h |
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http://satirist.org/learn-game/
Machine Learning in Games 2008 October
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dvd
How computers can learn to get better at playing games. This site is for artificial intelligence researchers and intrepid game programmers. I describe game programs and their workings; they rely on h
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