Session Name: | Machine Learning Summit: Walk Lizzie, Walk! Emergent Physics-Based Animation through Reinforcement Learning |
Speaker(s): | Jorge del Val Santos |
Company Name(s): | Embark Studios |
Track / Format: | Machine Learning Summit |
Did you know free users get access to 30% of content from the last 2 years?
Overview: | Can you animate a user-created creature in a completely physics-based, interactive fashion? How about a hundred? In this talk the speaker will present a new reinforcement learning approach to automatic animation. With the click of a button and no animators involved, the speaker will show how to give life to digital creations by allowing them to learn by themselves. Under this paradigm, animation is no longer a starting point, but an emergent property of the anatomy: the problem of locomotion becomes more akin to robotics than to classical animation. Join this journey through the problems, methods, and results towards our vision: empowering anyone to create. |