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: ML Tutorial Day: Towards Deep Generative Models in Game Development
Speaker(s): Jorge del Val
Company Name(s): EA SEED
Track / Format: Programming

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

Overview: Deep learning is becoming ubiquitous in machine learning research, and it's also finding it's place in industry related applications. Specifically, deep generative models have proven incredibly useful at generating and remixing realistic content from scratch, making themselves a very appealing technology in the field of AI-enhanced content authoring. In this talk, the speaker will cover, in an accessible manner, the fundamentals of deep generative modelling and some common algorithms and architectures, such as generative adversarial networks (GANs), variational autoencoders (VAEs), or autoregressive methods. He will also discuss applications to game development and explore some recent advances in the field.

GDC 2019

Jorge del Val

EA SEED

free content

Programming

Programming