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fchollet's profile
François Chollet
François Chollet
François Chollet
Verified account
@fchollet

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François CholletVerified account

@fchollet

Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.

United States
fchollet.com
Joined August 2009

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    1. Smerity‏ @Smerity 18 Jul 2016

      #NLP / #DL: Is there a good English language modeling dataset that's academically compared against? Needs long context and large vocabulary.

      6 replies 4 retweets 18 likes
    2. Smerity‏ @Smerity 18 Jul 2016
      Replying to @Smerity

      For Language Modeling: Mikolov's PTB has V = 10k and loses case, punctuation, and numbers. Wiki text8 is similar.pic.twitter.com/3EMHbbNZQ9

      2 replies 0 retweets 5 likes
    3. Hal Daumé III‏ @haldaume3 18 Jul 2016
      Replying to @Smerity

      plz plz plz don't do PTB. that's like doing "vision" on mnist but 100* worse.

      1 reply 1 retweet 11 likes
    4. Smerity‏ @Smerity 18 Jul 2016
      Replying to @haldaume3

      Like MNIST, PTB provides a baseline comparison tho -_- Need a good more real dataset that everyone can happily compare against.

      1 reply 0 retweets 0 likes
    5. Smerity‏ @Smerity 18 Jul 2016
      Replying to @Smerity @haldaume3

      Basically there's no CIFAR-10 / CIFAR-100 for language modelling yet, so the default back off is still to the MNIST equiv, PTB.

      1 reply 0 retweets 0 likes
    6. Hal Daumé III‏ @haldaume3 18 Jul 2016
      Replying to @Smerity

      I'm waiting to get smacked, but I don't think serious NLP-LM papers use PTB. maybe use Europarl ala https://kheafield.com/professional/avenue/kenlm.pdf … ?

      2 replies 0 retweets 7 likes
    7. Smerity‏ @Smerity 18 Jul 2016
      Replying to @haldaume3

      Mikolov PTB isn't for serious NLP-LM but still used for model capability. Will investigate Europarl andhttps://github.com/deepmind/rc-data …

      1 reply 1 retweet 1 like
    8. deliprao.eth ( 📜, 📜)‏ @deliprao 18 Jul 2016
      Replying to @Smerity @haldaume3

      dl papers tend to use PTB because one of the early papers by bengio et al used it. Like mnist, they're stuck with it.

      1 reply 0 retweets 1 like
    9. David Warde-Farley  🇪🇺‏ @dwf 18 Jul 2016
      Replying to @deliprao @Smerity @haldaume3

      Happy to report that not a single one of my NIPS stack included MNIST results. CIFAR10 on the other hand...

      2 replies 0 retweets 4 likes
      François Chollet‏Verified account @fchollet 18 Jul 2016
      Replying to @dwf @deliprao and

      I gather you did not have any VAE or GAN. I saw quite a bit of MNIST...

      10:36 PM - 18 Jul 2016
      • 1 Like
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      0 replies 0 retweets 1 like

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