The Next Generation of Neural Networks

Posted by admin on 20th, 2009

Google Tech Talks November, 29 2007 In the 1980’s, new learning algorithms for neural networks promised to solve difficult classification tasks, like speech or object recognition, by learning many layers of non-linear features. The results were disappointing for two reasons: There was never enough labeled data to learn millions of complicated features and the learning was much too slow in deep neural networks with many layers of features. These problems can now be overcome by learning one …


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    17 Responses to “The Next Generation of Neural Networks”

    1. Janicia

      In 22:00, After presenting some number to the neural network. Shouldnt shouldnt it change the weights so the data matches more to one number, and when it runs backwards, why does it change it weights ?


    2. Langford

      Interesting! :) //K


    3. Amalasand

      Who cares?The only thing that matters is what he is saying, which is fascinating (if not entirely novel). If he wants to make a few gentle jokes to leaven things, more power to him.


    4. ELETHEA

      It makes sense from a programming stand point, but still does not offer true A.I.


    5. GUMAA

      36:20 lol @ the 30-dimensional supermarket :D


    6. VELLAMO

      you are right…. getting politically in a lecture/presentation of computer science is imo very unprofessional.


    7. ARIENH

      you guys are all idiots


    8. Hildemara

      it was a good talk until he got all political

      what a fag


    9. Kristeena

      Nice work. keep it up. mean time come for social media marketing for esteembpo**com


    10. Machayla

      Nice work. keep it up. mean time come for social media marketing for esteembpo**com


    11. Piers

      Nice try. Keep it up check out esteembpo + com for social media marketing. erfdsf


    12. Josune

      Nice try. Keep it up check out esteembpo + com for social media marketing. rtyhfgh


    13. Melek

      “Yann LeCun (& Bottou) and can make it work or more or less anything”… haha nice one… :)..


    14. Mariabella

      Thanks… backs up the way that I thought about it.


    15. Muir

      Say you have three pictures, one is a rotten apple, one is a healthy apple, and an orange. You want to train to detect between apples and oranges. Without knowing which is which, it is difficult. Giving the hint (i.e. label) that the first two are apples, the program can learn much easier.


    16. RANSFORD

      Can someone explain the concept of labeled and unlabeled data? Perhaps an example would be the best way to go.


    17. Idalis

      Jeff Hawkins spent half his talk restating his question of why the lack of brain theory? Studying the physical brain is a young subject as concrete neuroscience has birthed within the past century; therefore there is little theory to accompany it.


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