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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 4 May 2016

      So what's the best model to learn to embed a tree-like structure?

      5 replies 2 retweets 15 likes
    2. Johnathan Corgan‏ @jmcorgan 4 May 2016
      Replying to @fchollet

      @fchollet Pick a random node and do a random walk N steps through the tree. Each node is a token; each path a sentence, do word2vec.

      1 reply 0 retweets 2 likes
      François Chollet‏Verified account @fchollet 4 May 2016
      Replying to @jmcorgan

      @jmcorgan Then you are not embedding the tree, you are embedding random paths in the tree...

      6:37 PM - 4 May 2016
      2 replies 0 retweets 0 likes
        1. New conversation
        1. Johnathan Corgan‏ @jmcorgan 4 May 2016
          Replying to @fchollet

          @fchollet Might have misunderstood you. That results in embedding vectors that are "close" for nodes that have close connectivity in a tree.

          1 reply 0 retweets 0 likes
        2. François Chollet‏Verified account @fchollet 4 May 2016
          Replying to @jmcorgan

          @jmcorgan ok, got it. I actually need to embed the entire tree into a single vector, not embed its nodes.

          0 replies 0 retweets 0 likes
          3. End of conversation
        1. Johnathan Corgan‏ @jmcorgan 4 May 2016
          Replying to @fchollet

          @fchollet http://arxiv.org/abs/1403.6652 

          0 replies 0 retweets 1 like
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