#86
David Silver - AlphaGo, AlphaZero, and Deep Reinforcement Learning

Fri, Apr 3, 2020 ·
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David Silver leads the reinforcement learning research group at DeepMind and was lead researcher on AlphaGo, AlphaZero and co-lead on AlphaStar, and MuZero and lot of important work in reinforcement learning.

Books mentioned

Reinforcement Learning: An Introduction
Reinforcement Learning: An IntroductionRichard S. Sutton, Andrew G. BartoPublished: May 31, 1992

Timestamps

  • 4:09 - First program
  • 11:11 - AlphaGo
  • 21:42 - Rule of the game of Go
  • 25:37 - Reinforcement learning: personal journey
  • 30:15 - What is reinforcement learning?
  • 43:51 - AlphaGo (continued)
  • 53:40 - Supervised learning and self play in AlphaGo
  • 1:06:12 - Lee Sedol retirement from Go play
  • 1:08:57 - Garry Kasparov
  • 1:14:10 - Alpha Zero and self play
  • 1:31:29 - Creativity in AlphaZero
  • 1:35:21 - AlphaZero applications
  • 1:37:59 - Reward functions
  • 1:40:51 - Meaning of life

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