Googles DeepMind Neural Turing Machine made possible
10 replies, posted
Source:
[URL="https://arxiv.org/pdf/1410.5401v2.pdf"]https://arxiv.org/pdf/1410.5401v2.pdf[/URL]
[URL="https://www.technologyreview.com/s/601519/how-to-create-a-malevolent-artificial-intelligence/"]https://www.technologyreview.com/s/601519/how-to-create-a-malevolent-artificial-intelligence/[/URL]
[quote="Published paper"]
We have introduced the Neural Turing Machine, a neural network architecture that takes
inspiration from both models of biological working memory and the design of digital computers.
Like conventional neural networks, the architecture is differentiable end-to-end and
can be trained with gradient descent. Our experiments demonstrate that it is capable of
learning simple algorithms from example data and of using these algorithms to generalise
well outside its training regime.
[/quote]
[IMG]https://d267cvn3rvuq91.cloudfront.net/i/images/NTM.png?sw=790[/IMG]
Scientific speak: it's like von neumann (computer architecture) with cpu and memory, but it's differentiaible between units (derivative) so it's smooth structure. (function like). You can feed NTM train data (input and output) and it will learn. Learn what? Algorithm.
Noob speak: it's now possible to train computer an algorithms just with input and output data.
It's just simple algorithms like copying, sorting and recalling though, but still, this is huge.
Wow that's really cool. Read the beginning bit of the paper: "Moreover, it is known that RNNs are Turing-Complete (Siegelmann andSontag, 1995), and therefore have the capacity to simulate arbitrary procedures, if properly wired." - Hava Siegelmann is a professor who taught me neural networks, cool.
[QUOTE=DoctorSalt;50370933]Wow that's really cool. Read the beginning bit of the paper: "Moreover, it is known that RNNs are Turing-Complete (Siegelmann andSontag, 1995), and therefore have the capacity to simulate arbitrary procedures, if properly wired." - Hava Siegelmann is a professor who taught me neural networks, cool.[/QUOTE]
Even with billions of people on planet, world is such a small palce.
Oh hey, Deepmind was the company the guy that made Evil Genius co-founded after giving up on video games. Good to know they're doing cool stuff.
SkyNET draws ever closer.
[QUOTE=IFawDown;50370970]Oh hey, Deepmind was the company the guy that made Evil Genius co-founded after giving up on video games. Good to know they're doing cool stuff.[/QUOTE]
Does anybody else see a somewhat bigger, sensationalistic thing in this?
Holy shit I've been waiting for this kind of thing to happen. Just put in the data and get the pattern.
[editline]22nd May 2016[/editline]
Does this open doors to much smarter AI when it comes to learning?
Really nice. Can't wait for our robotic overlords.
Might be good chance of pace, actually.
Google has been using AI to train self driving cars. Every time you answer a captchar with a picture of a house number or roadsign, you're helping self driving cars
[QUOTE=Snickerdoodle;50371248]Does this open doors to much smarter AI when it comes to learning?[/QUOTE]
Yeah man, it's insane. It's only the beginning.
[QUOTE=GordonZombie;50370991]SkyNET draws ever closer.[/QUOTE]
All part of the [URL="http://wh40k.lexicanum.com/wiki/Dark_Age_of_Technology#Artificial_Intelligence"]dark prophesies[/URL] of far future.
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