Chess, Reinforcement learning, Learning, Artificial intelligence, Intelligence, Machine learning

MuZero: Mastering Go, chess, shogi and Atari without rules

On Dec 23, 2020
@FeryalMP shared
RT @Mononofu: I'm happy to announce that our MuZero paper has been published in Nature: https://t.co/jtXgqrzRwL ! Please see our official blog post https://t.co/buMXAhMarh for more; also see my personal blog for a high level description of MuZero: https://t.co/MflujTdy2V https://t.co/cZo77ClKOE
Open

In 2016, we introduced AlphaGo, the first artificial intelligence (AI) program to defeat humans at the ancient game of Go. Two years later, its successor - AlphaZero - learned from scratch to master Go, chess and shogi. ...

deepmind.com
On Dec 23, 2020
@FeryalMP shared
RT @Mononofu: I'm happy to announce that our MuZero paper has been published in Nature: https://t.co/jtXgqrzRwL ! Please see our official blog post https://t.co/buMXAhMarh for more; also see my personal blog for a high level description of MuZero: https://t.co/MflujTdy2V https://t.co/cZo77ClKOE
Open

MuZero: Mastering Go, chess, shogi and Atari without rules

MuZero: Mastering Go, chess, shogi and Atari without rules

In 2016, we introduced AlphaGo, the first artificial intelligence (AI) program to defeat humans at the ancient game of Go. Two years later, its successor - AlphaZero - learned from scratch ...

DeepMind’s MuZero teaches itself how to win at Atari, chess, shogi, and Go

DeepMind’s MuZero teaches itself how to win at Atari, chess, shogi, and Go

In a preprint paper, researchers at Alphabet's DeepMind detail MuZero, an algorithm that effectively teaches itself how to play Atari and board games.

Top 6 Baselines For Reinforcement Learning Algorithms On Games

Top 6 Baselines For Reinforcement Learning Algorithms On Games

AlphaGo Zero program recently achieved superhuman performance in the game of Go, by tabula rasa reinforcement learning from games.

DeepMind's AI agent MuZero could turbocharge YouTube

DeepMind's AI agent MuZero could turbocharge YouTube

The successor to AlphaGo is being used to create a more efficient type of video compression.

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Constructing agents with planning capabilities has long been one of the main challenges in the pursuit of artificial intelligence. Tree-based planning methods have enjoyed huge success in ...

ACM Prize in Computing Awarded to AlphaGo Developer

ACM Prize in Computing Awarded to AlphaGo Developer

Silver, a professor at University College London and Principal Research Scientist at DeepMind, is recognized as a central figure in the growing and impactful area of deep reinforcement ...

ACM Prize in Computing awarded to AlphaGo developer

ACM Prize in Computing awarded to AlphaGo developer

ACM, the Association for Computing Machinery, today announced that David Silver is the recipient of the 2019 ACM Prize in Computing for breakthrough advances in computer game-playing. ...

Reinforcement learning explained

Reinforcement learning explained

Reinforcement learning uses rewards and penalties to teach computers how to play games and robots how to perform tasks independently

Deep Reinforcement Learning is a waste of time

Deep Reinforcement Learning is a waste of time

Some of these experiments have resulted in some success, you can teach a Deep RL agent to play video some games and board games, but transferring anything to the real world, into production ...

Why data is the new oil: What we mean when we talk about “deep learning”

Why data is the new oil: What we mean when we talk about “deep learning”

With the advent of machine learning, computers can think — sort of. Here’s what that means for the future

Deep Learning with Reinforcement Learning

Deep Learning with Reinforcement Learning

Reinforcement learning (RL) is an area of machine learning that employs an autonomous agent that learns to perform a task by trial and error without any guidance from a human. A system of ...

Deep Reinforcement Learning

Deep Reinforcement Learning

This article provides an excerpt “Deep Reinforcement Learning” from the book, Deep Learning Illustrated by Krohn, Beyleveld, and Bassens. The article includes an overview of reinforcement ...

“Superhuman” AI Triumphs Playing the Toughest Board Games

“Superhuman” AI Triumphs Playing the Toughest Board Games

Will a general algorithm that masters chess, go and shogi succeed as well for games with less-defined rules?