OpenAI beats top Dota 2 players in 1v1 tournaments

Posted on Saturday, August 12 2017 @ 16:51 CEST by Thomas De Maesschalck
Google's DeepMind unit and Blizzard showed off their StarCraft II machine learning capabilities earlier this week but now their efforts seemingly get dwarfed by Elon Musk's OpenAI. The AI research company from the founder of Tesla and SpaceX delivered a world's first by defeating the best Dota 2 players in 1v1 matches .

On the company blog, OpenAI explains their AI agent learned Dota 2 from scratch by self-play. The bot learned to predict where other Dota 2 players will move, to improvise in unfamiliar situations, and how to influence the other player's allied units to help it succeed.

And while DeepMind intends to use imitation learning to improve their StarCraft II bots by analyzing hundreds of thousands of replays of human matches, OpenAI stresses that their AI system did not need imitation learning nor tree search to excel at Dota 2.
Today we played Dendi on mainstage at The International, winning a best-of-three match. Over the past week, our bot was undefeated against many top professionals including SumaiL (top 1v1 player in the world) and Arteezy (top overall player in the world).

Dota 1v1 is a complex game with hidden information. Agents must learn to plan, attack, trick, and deceive their opponents. The correlation between player skill and actions-per-minute is not strong, and in fact, our AI’s actions-per-minute are comparable to that of an average human player.

Elon Musk thanks Microsoft for the providing access to the Azure cloud computing platform, which delivered the necessary processing power for the AI. The next step is to create a team of five Dota 2 bots to take on the top human teams.

About the Author

Thomas De Maesschalck

Thomas has been messing with computer since early childhood and firmly believes the Internet is the best thing since sliced bread. Enjoys playing with new tech, is fascinated by science, and passionate about financial markets. When not behind a computer, he can be found with running shoes on or lifting heavy weights in the weight room.

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