David Silver: AlphaGo, AlphaZero, and Deep Reinforcement Learning | Lex Fridman Podcast #86
发布时间 2020-04-03 21:16:46 来源
摘要
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.
Support this podcast by signing up with these sponsors:
- MasterClass: https://masterclass.com/lex
- Cash App - use code "LexPodcast" and download:
- Cash App (App Store): https://apple.co/2sPrUHe
- Cash App (Google Play): https://bit.ly/2MlvP5w
EPISODE LINKS:
Reinforcement learning (book): https://amzn.to/2Jwp5zG
PODCAST INFO:
Podcast website:
https://lexfridman.com/podcast
Apple Podcasts:
https://apple.co/2lwqZIr
Spotify:
https://spoti.fi/2nEwCF8
RSS:
https://lexfridman.com/feed/podcast/
Full episodes playlist:
https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4
Clips playlist:
https://www.youtube.com/playlist?list=PLrAXtmErZgOeciFP3CBCIEElOJeitOr41
OUTLINE:
0:00 - Introduction
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
CONNECT:
- Subscribe to this YouTube channel
- Twitter: https://twitter.com/lexfridman
- LinkedIn: https://www.linkedin.com/in/lexfridman
- Facebook: https://www.facebook.com/LexFridmanPage
- Instagram: https://www.instagram.com/lexfridman
- Medium: https://medium.com/@lexfridman
- Support on Patreon: https://www.patreon.com/lexfridman
GPT-4正在为你翻译摘要中......
