AI Paper English F.o.R.

人工知能(AI)に関する論文を英語リーディング教本のFrame of Reference(F.o.R.)を使いこなして読むブログです。

AlphaGo Zero

AlphaGo Zero | Abstract 第8文

Starting tabula rasa, our new program AlphaGo Zero achieved superhuman performance, winning 100–0 against the previously published, champion-defeating AlphaGo. David Silver, et al., "Mastering the game of Go without human knowledge" Master…

AlphaGo Zero | Abstract 第7文

This neural network improves the strength of the tree search, resulting in higher quality move selection and stronger self-play in the next iteration. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the g…

AlphaGo Zero | Abstract 第6文

AlphaGo becomes its own teacher: a neural network is trained to predict AlphaGo’s own move selections and also the winner of AlphaGo’s games. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the game of Go…

AlphaGo Zero | Abstract 第5文

Here we introduce an algorithm based solely on reinforcement learning, without human data, guidance or domain knowledge beyond game rules. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the game of Go wi…

AlphaGo Zero | Abstract 第4文

These neural networks were trained by supervised learning from human expert moves, and by reinforcement learning from self-play. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the game of Go without huma…

AlphaGo Zero | Abstract 第3文

The tree search in AlphaGo evaluated positions and selected moves using deep neural networks. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the game of Go without human knowledge | Nature 囲碁AIであるAl…

AlphaGo Zero | Abstract 第2文

Recently, AlphaGo became the first program to defeat a world champion in the game of Go. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the game of Go without human knowledge | Nature 囲碁AIであるAlphaGo…

AlphaGo Zero | Abstract 第1文

A long-standing goal of artificial intelligence is an algorithm that learns, tabula rasa, superhuman proficiency in challenging domains. David Silver, et al., "Mastering the game of Go without human knowledge" Mastering the game of Go with…