Loading…
Ray Summit 2020 has ended
View More Details for Ray Summit & Registration Information.
Please note: All Sessions are in Pacific Daylight Time (PDT), UTC-7

Thursday, October 1 • 11:10am - 11:40am
Connecting Reinforcement Learning to Simulation Software - Max Pumperla, Pathmind

Sign up or log in to save this to your schedule, view media, leave feedback and see who's attending!

Feedback form is now closed.


Simulation software like AnyLogic is frequently used across many industries to model complex workflows of real-world applications. You can use these models to solve actual problems, and many of the questions that customers have can be framed as reinforcement learning tasks. However, by design, most simulation software providers do not have an integration with tools like Ray RLlib to apply reinforcement learning to their models directly.

We show how Pathmind leverages the best of both worlds by connecting existing simulation models to modern reinforcement learning tools. In particular, we discuss the special challenges we face and how we use Ray to address them by walking you through a concrete example.

Speakers
avatar for Max Pumperla

Max Pumperla

Deep Learning Engineer, Pathmind
Max is a deep learning engineer and prolific open source contributor. He’s maintainer of Hyperopt, DL4J core developer, Keras contributor and author of several Python libraries. He’s the author of “Deep Learning and the Game of Go” and Coursera instructor for “Applied AI... Read More →



Thursday October 1, 2020 11:10am - 11:40am PDT
Virtual 2
  Reinforcement Learning
  • Slides Included Yes