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Dario Izzo

Stacked Approximated Regression Machine: A Simple Deep Learning Approach - 5 views

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    from one of the reddit threads discussing this: "bit fishy, crazy if real". "Incredible claims: - Train only using about 10% of imagenet-12, i.e. around 120k images (i.e. they use 6k images per arm) - get to the same or better accuracy as the equivalent VGG net - Training is not via backprop but more simpler PCA + Sparsity regime (see section 4.1), shouldn't take more than 10 hours just on CPU probably "
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    clicking the link says the manuscript was withdrawn :))
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    This "one-shot learning" paper by Googe Deepmind also claims to be able to learn from very few training data. Thought it might be interesting for you guys: https://arxiv.org/pdf/1605.06065v1.pdf
anonymous

Home - Toronto Deep Learning - 2 views

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    Implementation of the deep learning-based image classifier (online). Try making a picture with your phone and upload it there. Pretty impressive results. EDIT: Okay, it works the best with well exposed simple objects (pen, mug).
Paul N

Deep Learning, an Overview - 2 views

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    For those interested in AI, a good idea to keep track of what's recently been put out there
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    From a quick glance, a serious contender to the most unreadable article ever. 60% of the pages of this document are references... Still, in the use of abbreviations doesn't even come close to aerospace...
Luís F. Simões

The AI Revolution: Why Deep Learning Is Suddenly Changing Your Life - 1 views

  • Indeed, corporations just may have reached another inflection point. “In the past,” says Andrew Ng, chief scientist at Baidu Research, “a lot of S&P 500 CEOs wished they had started thinking sooner than they did about their Internet strategy. I think five years from now there will be a number of S&P 500 CEOs that will wish they’d started thinking earlier about their AI strategy.” Even the Internet metaphor doesn’t do justice to what AI with deep learning will mean, in Ng’s view. “AI is the new electricity,” he says. “Just as 100 years ago electricity transformed industry after industry, AI will now do the same.”
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    A good historical overview of the Deep Learning revolution. If you think the quote above is an exageration, here are some fresh news from Microsoft: Internal email: Microsoft forms new 5,000-person AI division
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