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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. François Chollet‏Verified account @fchollet 3 Aug 2016

      I made available VGG16, VGG19, ResNet50: Keras code +ImageNet weights for both TF and Theano.https://github.com/fchollet/deep-learning-models …

      11 replies 135 retweets 235 likes
    2. François Chollet‏Verified account @fchollet 3 Aug 2016
      Replying to @fchollet

      You can now literally do: ``` model = VGG16(weights='imagenet') preds = model.predict(imgs) print(decode_predictions(preds)) ```

      6 replies 45 retweets 152 likes
    3. François Chollet‏Verified account @fchollet 3 Aug 2016
      Replying to @fchollet

      Hoping to see great new models from the community --NLP, vision, speech, and more.

      1 reply 2 retweets 12 likes
    4. Benjamin Taylor‏ @bentaylordata 3 Aug 2016
      Replying to @fchollet

      We have a complete ASR workflow in Torch, would love to port it over to Keras, just need some good CNN>LSTM examples to build on.

      1 reply 0 retweets 1 like
    5. François Chollet‏Verified account @fchollet 3 Aug 2016
      Replying to @bentaylordata

      we actually do have a number of CNN + LSTM examples in the main repo. Looking for something specific?

      1 reply 1 retweet 1 like
    6. Benjamin Taylor‏ @bentaylordata 3 Aug 2016
      Replying to @fchollet

      audio > spectrogram (2d matrix, y axis is frequency, x is time), 2Dmat > convnet, then slide it by time.pic.twitter.com/QqmCk0PwQu

      1 reply 0 retweets 1 like
    7. Benjamin Taylor‏ @bentaylordata 3 Aug 2016
      Replying to @bentaylordata @fchollet

      the raw output of the conv net needs to be passed through the LSTM by time. Ideal for speech.https://arxiv.org/abs/1512.02595 

      4 replies 0 retweets 1 like
      François Chollet‏Verified account @fchollet 3 Aug 2016
      Replying to @bentaylordata

      so a stack of Conv1D and MaxPooling1D followed by LSTM https://github.com/fchollet/keras/blob/master/examples/imdb_cnn_lstm.py#L58-L64 …

      6:00 PM - 3 Aug 2016
      • 3 Retweets
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      0 replies 3 retweets 0 likes

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