placeholder image 3 Image courtesy of J.Wang

Modular Deep Reinforcement Learning

This session shows slides about deep maxpain algorithm we developed for robot navigation.

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Policy Hyper-parameter Search

This session shows slides about policy-based reinforcement learning, including classic REINFORCE, PGPE, our propsed EPHE with K-elite, EPHE with adaptive baseline, EPHE with CMAES weighting, EPHE with REPS weighting methods, etc.

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placeholder image 1 Image courtesy of J.Wang

Smartphone Robot Project

This session shows how to construct a smartphone robot and achieve behaviors like standing-up, balancing, approaching, foraging and mating.

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