AlphaGo Zero

E229130

AlphaGo Zero is DeepMind's advanced artificial intelligence program that learned to play the board game Go at superhuman level entirely through self-play without human data.

Try in SPARQL Jump to: Surface forms Statements Referenced by

All labels observed (3)

Statements (52)

Predicate Object
instanceOf Go-playing computer program
artificial intelligence system
computer program
achievedLevel superhuman performance in Go
architecture single neural network for policy and value
basedOn Monte Carlo tree search
convolutional neural network
deep learning
reinforcement learning
countryOfOrigin United Kingdom
describedInPublication AlphaGo Zero self-linksurface differs
surface form: Mastering the game of Go without human knowledge
developer DeepMind
DeepMind
surface form: DeepMind Technologies
differsFrom AlphaGo
AlphaGo
surface form: AlphaGo Lee

AlphaGo
surface form: AlphaGo Master
doesNotUse human expert games
separate policy network
separate value network
fieldOfApplication computer Go
fieldOfStudy artificial intelligence
machine learning
reinforcement learning
hasAuthor Adrià Puigdomènech Badia
surface form: Adrià Puigdomènech

Aja Huang
Arthur Guez
David Silver
Demis Hassabis
Dominik Grewe
Ioannis Antonoglou
John Nham
Julian Schrittwieser
Karen Simonyan
Koray Kavukcuoglu
Lucas Baker
Marc Lanctot
Matthew Lai
Pushmeet Kohli
Sander Dieleman
Thomas Hubert
Thore Graepel
Timothy Lillicrap
inspiredDevelopmentOf AlphaZero
notableAchievement surpassed performance of previous AlphaGo versions
playsGame Go
publicationDate 2017-10-18
publicationVenue Nature
trainingObjective maximize probability of winning Go games
trainingStartState random play
usesTrainingData no human game data
usesTrainingMethod self-play
tabula rasa learning

Referenced by (6)

Full triples — surface form annotated when it differs from this entity's canonical label.

David Silver notableWork AlphaGo Zero
AlphaZero outperforms AlphaGo Zero
MuZero inspiredBy AlphaGo Zero
Ioannis Antonoglou coAuthorOf AlphaGo Zero
this entity surface form: Mastering the game of Go with deep neural networks and tree search
Ioannis Antonoglou coAuthorOf AlphaGo Zero
this entity surface form: Mastering the game of Go without human knowledge
AlphaGo Zero describedInPublication AlphaGo Zero self-linksurface differs
this entity surface form: Mastering the game of Go without human knowledge