AI and Games | How AlphaStar Became a StarCraft Grandmaster | AI and Games #48 @AIandGames | Uploaded 4 years ago | Updated 2 hours ago
Support AI and Games and help the show grow by joining my Patreon:
http://www.patreon.com/ai_and_games
--
For the first episode of 2020, I return to arguably the biggest AI story of 2019: the success of AlphaStar. An exerpiment in deep reinforcement learning by Google DeepMind, AlphaStar is the first StarCraft AI player to not only defeat professional players but also to achieve Grandmaster rank in online play. In this video I walk you through the story of how it all works.
Chapters
[00:00] Introduction
[00:42] Why StarCraft?
[04:47] How AlphaStar Works
[10:28] Defeating Pro Players
[13:52] Grandmaster
[17:00] Closing
Some extra resources:
The StarCraft Survey Research Paper that estimates 10^1685 states
http://www.cs.mun.ca/~dchurchill/pdf/starcraft_survey.pdf
Google DeepMind AlphaStar Blogs:
deepmind.com/blog/article/alphastar-mastering-real-time-strategy-game-starcraft-ii
deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning
Nature October 2019 Paper on AlphaStar
nature.com/articles/s41586-019-1724-z.epdf?author_access_token=lZH3nqPYtWJXfDA10W0CNNRgN0jAjWel9jnR3ZoTv0PSZcPzJFGNAZhOlk4deBCKzKm70KfinloafEF1bCCXL6IIHHgKaDkaTkBcTEv7aT-wqDoG1VeO9-wO3GEoAMF9bAOt7mJ0RWQnRVMbyfgH9A%3D%3D
AlphaStar Replays (can be played in StarCraft 2):
deepmind.com/research/open-source/alphastar-resources
--
AI and Games is a YouTube series on research and applications of Artificial Intelligence in video games. It's supported through and wouldn't be possible without the wonderful people who support it on Patreon, plus YouTube members and Paypal donations.
http://www.patreon.com/ai_and_games
youtube.com/channel/UCov_51F0betb6hJ6Gumxg3Q/join
http://www.paypal.me/AIandGames
--
Get yourself an AI and Games t-shirt over on Teespring!
teespring.com/stores/aiandgames
You can follow AI and Games (and me) on Facebook and Twitter:
http://www.facebook.com/AIandGames
http://www.twitter.com/AIandGames
http://www.twitter.com/GET_TUDA_CHOPPA
Support AI and Games and help the show grow by joining my Patreon:
http://www.patreon.com/ai_and_games
--
For the first episode of 2020, I return to arguably the biggest AI story of 2019: the success of AlphaStar. An exerpiment in deep reinforcement learning by Google DeepMind, AlphaStar is the first StarCraft AI player to not only defeat professional players but also to achieve Grandmaster rank in online play. In this video I walk you through the story of how it all works.
Chapters
[00:00] Introduction
[00:42] Why StarCraft?
[04:47] How AlphaStar Works
[10:28] Defeating Pro Players
[13:52] Grandmaster
[17:00] Closing
Some extra resources:
The StarCraft Survey Research Paper that estimates 10^1685 states
http://www.cs.mun.ca/~dchurchill/pdf/starcraft_survey.pdf
Google DeepMind AlphaStar Blogs:
deepmind.com/blog/article/alphastar-mastering-real-time-strategy-game-starcraft-ii
deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning
Nature October 2019 Paper on AlphaStar
nature.com/articles/s41586-019-1724-z.epdf?author_access_token=lZH3nqPYtWJXfDA10W0CNNRgN0jAjWel9jnR3ZoTv0PSZcPzJFGNAZhOlk4deBCKzKm70KfinloafEF1bCCXL6IIHHgKaDkaTkBcTEv7aT-wqDoG1VeO9-wO3GEoAMF9bAOt7mJ0RWQnRVMbyfgH9A%3D%3D
AlphaStar Replays (can be played in StarCraft 2):
deepmind.com/research/open-source/alphastar-resources
--
AI and Games is a YouTube series on research and applications of Artificial Intelligence in video games. It's supported through and wouldn't be possible without the wonderful people who support it on Patreon, plus YouTube members and Paypal donations.
http://www.patreon.com/ai_and_games
youtube.com/channel/UCov_51F0betb6hJ6Gumxg3Q/join
http://www.paypal.me/AIandGames
--
Get yourself an AI and Games t-shirt over on Teespring!
teespring.com/stores/aiandgames
You can follow AI and Games (and me) on Facebook and Twitter:
http://www.facebook.com/AIandGames
http://www.twitter.com/AIandGames
http://www.twitter.com/GET_TUDA_CHOPPA
