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Generating names with recurrent neural networks

We can define a recurrent neural network as a consecutive application of dense layer to input xt and previous rnn state ht.

../../../images/rnn.png

Since we're training a language model, there should also be:

  • An embedding layer that converts character id x_t to a vector
  • An output layer that predicts probabilities of next character