Trends in Reinforcement Learning with Chelsea Finn

800 800 The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

Today we continue to review the year that was 2019 via our AI Rewind series joined by friend of the show Chelsea Finn, Assistant Professor in the Computer Science Department at Stanford University.

Chelsea’s research focuses on Reinforcement Learning, so we couldn’t think of a better person to join us to discuss the topic. In this conversation, we cover topics like Model-based RL, solving hard exploration problems, along with RL libraries and environments that Chelsea thought moved the needle last year. Check out the rest of the series at twimlai.com/rewind19!

We want to hear from you! Send your thoughts on the year that was 2019 below in the comments, or via Twitter at @samcharrington or @twimlai.

To follow along with the 2019 AI Rewind Series, head over to the series page!

About Chelsea Finn

Mentioned in the Interview

  • #26 – Robotic Perception and Control with Chelsea Finn
  • Solving Rubik’s Cube with a Robot Hand
  • Deep Dynamics Models for Learning Dexterous Manipulation
  • Learning Latent Dynamics for Planning from Pixels
  • Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
  • Striving for Simplicity in Off-Policy Deep Reinforcement Learning
  • Stabilizing Off-Policy Q-Learning via Bootstrapping Error Reduction
  • RoboNet: Large-Scale Multi-Robot Learning
  • Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions
  • Emergent Tool Use From Multi-Agent Autocurricula
  • Go-Explore: a New Approach for Hard-Exploration Problems
  • Self-Imitation Learning via Trajectory-Conditioned Policy for Hard-Exploration Tasks
  • #176 – OpenAI Five with Christy Dennison
  • TF-Agents
  • PyTorch Higher (for meta-learning)
  • Habitat
  • Meta-World
  • MineRL
  • RecSim
  • Google Research Football (soccer)
  • #293 – Disentangled Representations & Google Research Football with Olivier Bachem
  • Check it out

    “More On That Later” by Lee Rosevere licensed under CC By 4.0

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