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AI robots figure out how to play football in shambolic footage
AI robots figure out how to play football in shambolic footage
Robots fitted with AI developed by Google’s DeepMind have figured out how to play football. The miniature humanoid robots, which are about knee height, were able to make tackles, score goals and easily recover from falls when tripped. In order to learn how to play, AI researchers first used DeepMind’s state-of-the-art MuJoCo physics engine to train virtual versions of the robots in decades of match simulations. The simulated robots were rewarded if their movements led to improved performance, such as winning the ball from an opponent or scoring a goal. Once they were sufficiently capable of performing the basic skills, DeepMind researchers then transferred the AI into real-life versions of the bipedal bots, who were able to play one-on-one games of football against each other with no additional training required. “The trained soccer players exhibit robust and dynamic movement skills, such as rapid fall recovery, walking, turning, kicking and more,” DeepMind noted in a blog post. “The agents also developed a basic strategic understanding of the game, and learned, for instance, to anticipate ball movements and to block opponent shots. “Although the robots are inherently fragile, minor hardware modifications, together with basic regularisation of the behaviour during training led the robots to learn safe and effective movements while still performing in a dynamic and agile way.” A paper detailing the research, titled ‘Learning agile soccer skills for a bipedal robot with deep reinforcement learning’, is currently under peer-review. Previous DeepMind research on football-playing AI has used different team set ups, increasing the number of players in order to teach simulated humanoids how to work as a team. The researchers say the work will not only advance coordination between AI systems, but also offer new pathways towards building artificial general intelligence (AGI) that is of an equivalent or superiour level to humans. Read More 10 ways AI will change the world – from curing cancer to wiping out humanity DeepMind boss says human-level AI is just a few years away Apple finally launches two professional apps on the iPad UK-based tech company claims quantum computing ‘breakthrough’
2023-05-09 21:50
Tinder reveals how to create the ultimate profile
Tinder reveals how to create the ultimate profile
Creating a good dating profile is no less than an art, which explains Tinder's latest
2023-08-07 22:57
Exxon to Buy Denbury for $4.9 Billion in CO2 Pipeline Push
Exxon to Buy Denbury for $4.9 Billion in CO2 Pipeline Push
Exxon Mobil Corp. agreed to buy Denbury Inc. for $4.9 billion, its biggest acquisition in six years, in
2023-07-13 21:20
Take-Two's CEO: GTA 6 needs to be 'nothing short of perfection'
Take-Two's CEO: GTA 6 needs to be 'nothing short of perfection'
The Take-Two Interactive spoke about the challenge Rockstar Games faces to get the game perfect.
2023-05-25 20:26
Netflix removes its $10 'Basic' plan in the US
Netflix removes its $10 'Basic' plan in the US
We warned you it was coming. Netflix has officially removed its $9.99 "Basic" subscription plan
2023-07-19 23:22
Conspiracy theorists believe there is a secret planet
Conspiracy theorists believe there is a secret planet
Conspiracy theorists think that there is a hidden planet in out Solar System that will eventually destroy humanity. That's right, conspiracy theorists believe there is a secret ninth planet that was discovered by 19th-century astronomer Percival Lowell. The planet was given the name 'Planet X', also known as Nibiru, by Lowell, who believed the inhabitants of the planet made humans who we are today. Despite Lowell never actually seeing the mystery planet, he was convinced of its existence and left $1 million to fund research about the planet after he passed away in 1916. A hundred years later and all the money spent, it was concluded that the planet never existed. But this hasn't stopped conspiracy theorists from vowing to continue the search. With Caltech professors Mike Brown and Konstantin Batygin even going as far as to co-author a paper suggesting the planet exists "I didn't have a particularly strong appreciation for just how difficult would be to find Planet Nine until I started looking together with Mike using telescopes," Professor Batygin told the BBC. "The reason it's such a tough search is because most astronomical surveys are not looking for a single thing." It was initially predicted that Planet X would bring about the end of the world in 2003, but it did not smash into Earth as had been suggested. In 2012 it was again predicted that the planet would collide with Earth at the end of the year, which I don't need to tell you, did not happen. Dr Scott Sheppard and Professor Chad Trujillo sought to explain a strange cluster of six small objects in the Kuiper Belt beyond Neptune back in 2014. They suggested that a large planet was lurking in the solar system, with Dr Sheppard saying: "These distant objects are like breadcrumbs leading us to Planet X. 'The more of them we can find, the better we can understand the outer Solar System and the possible plant that we think is shaping their orbits - a discovery that would redefine our knowledge of the Solar System's evolution." Sign up to our free Indy100 weekly newsletter Have your say in our news democracy. Click the upvote icon at the top of the page to help raise this article through the indy100 rankings.
2023-10-16 18:19
Solar Built on Trash Offers Solution to Renewable Energy’s Space Problem
Solar Built on Trash Offers Solution to Renewable Energy’s Space Problem
On a vast expanse of land behind a commuter town just east of London, 108,000 newly installed solar
2023-08-12 13:59
FulcrumAir Successfully Completes the World’s First Robotic Installation Project of PLP Conductor Spacers and Bird Diverters
FulcrumAir Successfully Completes the World’s First Robotic Installation Project of PLP Conductor Spacers and Bird Diverters
CALGARY, Alberta--(BUSINESS WIRE)--Sep 21, 2023--
2023-09-21 22:47
How to use Apple Pay on Amazon
How to use Apple Pay on Amazon
Amazon Prime Day is finally here! Avid shoppers keeping their eyes on exclusive Prime Day
2023-07-11 06:46
Applied Materials Sees Sales Drop as Chipmakers Pull Back Spending
Applied Materials Sees Sales Drop as Chipmakers Pull Back Spending
Applied Materials Inc., the biggest maker of semiconductor-making machinery, expects sales to decline in the current quarter, though
2023-05-19 04:52
TikTok sues to stop ban in US state of Montana
TikTok sues to stop ban in US state of Montana
TikTok on Monday filed suit in US federal court to stop the state of Montana from implementing an overall ban...
2023-05-23 05:19
Macron’s Budget to Test Taxpayer Tolerance for Climate Spending
Macron’s Budget to Test Taxpayer Tolerance for Climate Spending
French President Emmanuel Macron’s government will present a 2024 budget on Wednesday that tests voter appetite for pouring
2023-09-27 12:50