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:
– Cash App – use code “LexPodcast” and download:
– Cash App (App Store):
– Cash App (Google Play):
EPISODE LINKS:
Reinforcement learning (book):
PODCAST INFO:
Podcast website:
Apple Podcasts:
Spotify:
RSS:
Full episodes playlist:
Clips playlist:
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:
– LinkedIn:
– Facebook:
– Instagram:
– Medium:
– Support on Patreon:
source
