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Everything about AlphaGo Zero
Artificial intelligence that plays Go
AlphaGo Zero is a version of DeepMind's Go software AlphaGo. AlphaGo's team published an article in Nature in October 2017 introducing AlphaGo Zero, a version created without using data from human games, and stronger than any previous version. By playing games against itself, AlphaGo Zero: surpassed the strength of AlphaGo Lee in three days by winning 100 games to 0; reached the level of AlphaGo Master in 21 days; and exceeded all previous versions in 40 days. Wikipedia →
🧠Start here: a 6-step reading path
- Read the overview: AlphaGo ZeroA 5-minute orientation
- Pick up a classic book: Deep Reinforcement Learning Hands-OnThe most-reprinted book on the subject
- Read the landmark paper: Simulation-Based Algorithms for Markov Decision Processes: Monte Carlo Tree Search from AlphaGo to AlphaZeroCited 20 times
- Go sideways: AlphaZeroA closely related topic
- Go sideways: MuZeroA closely related topic
đź“– Definitions
No dictionary entry for this exact phrase.
🏆 Landmark papers (most cited)
đź“š Books worth reading
Deep Reinforcement Learning Hands-OnMaxim Lapan · 2018
Pytorch Deep Learning by ExampleBenjamin Young · 2019
Deep Reinforcement Learning Hands-On: Apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero and moreMaxim Lapan · 2018- 📕Pytorch Deep Learning by Example Vol. 1Benjamin Young · 2020
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
đź”— Related topics
- AlphaZero AlphaZero is a computer program developed by artificial intelligence research company DeepMind to master the games of chess, shogi and go. This algorithm…
- MuZero MuZero is a reinforcement learning algorithm developed by DeepMind that learns a model of an environment for planning without being given its rules or…
- Timothy Lillicrap Timothy P. Lillicrap is a Canadian neuroscientist and artificial intelligence (AI) researcher, adjunct professor at University College London, and staff…
- AlphaGo AlphaGo is a computer program that plays the board game Go. It was developed by the London-based DeepMind Technologies, an acquired subsidiary of Google…
- Google DeepMind DeepMind Technologies Limited, trading as Google DeepMind or simply DeepMind, is a British-American artificial intelligence (AI) research laboratory which…
- Self-play Self-play is a technique for improving the performance of reinforcement learning agents. Intuitively, agents learn to improve their performance by playing…
- Leela Zero Leela Zero is a free and open-source computer Go program released on 25 October 2017. It is developed by Belgian programmer Gian-Carlo Pascutto, the author…
- AlphaGo versus Ke Jie AlphaGo versus Ke Jie was a three-game Go match between the computer Go program AlphaGo Master and current world No. 1 ranking player Ke Jie, being part…