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Thursday, October 1 • 12:20pm - 12:50pm
Advanced Ray RLlib: New Features and New Possibilities - Sven Mika, Anyscale

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Deep Reinforcement Learning (DRL) has become the technology of choice when trying to autonomously learn optimal policies for agents interacting with each other in arbitrarily complex environments. RLlib - Ray's open source RL library - addresses the problems of finding well performing algorithms for a given environment, configuring and customizing them, as well as running these algos in large-scale, distributed workloads to yield good decision making policies. This talk focuses on features and algorithms recently added to RLlib and how you can use these to solve novel environment- and problem types. Topics include in particular: Model-based RL, a new exploration API for RLlib, PyTorch support, curiosity and intrinsic motivation, and contextual bandits.

Speakers
avatar for Sven Mika

Sven Mika

Machine Learning Engineer, Anyscale
Sven is a machine learning engineer at Anyscale Inc. and lead developer of Ray RLlib, one of the most popular reinforcement learning open-source libraries. He is responsible for implementing recently published, promising algorithms, designing user-friendly APIs, asserting high levels... Read More →


Thursday October 1, 2020 12:20pm - 12:50pm PDT
Virtual 1