You've been logged out of GDC Vault since the maximum users allowed for this account has been reached. To access Members Only content on GDC Vault, please log out of GDC Vault from the computer which last accessed this account.

Click here to find out about GDC Vault Membership options for more users.

close

The Number One Educational Resource for the Game Industry

Session Name:

'Race for the Galaxy': A Neural Network in Production

Overview:

Neural networks have long been viewed with skepticism in game AI. However, there are times when their use is not only appropriate, but a powerful and time-saving approach, particularly for small teams with limited resources. This lecture will explain how 'Race for the Galaxy', a digital adaptation of the board game, uses temporal difference learning to power its AI. This knowledge-free system requires no human input to generate training data, which allows it to improve by playing against itself. Through this approach, the Temple Gate Games team was able to dramatically improve the challenge level offered by AI opponents without the significant time investment typical of tuning complex AI.

Did you know free users get access to 30% of content from the last 2 years?


Get your team full access to the most up to date GDC content

  • GDC 2018
  • Theresa Duringer
  • Temple Gates Games
  • free content
  • AI Summit
  • AI