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Neural NLP

CONVOLUTION NEURAL NETS (CNN)
​Cnn for text - tal perry
​1D CNN using KERAS​
SEQ2SEQ SEQUENCE TO SEQUENCE
​Keras blog - char-level, token-using embedding layer, teacher forcing
​Teacher forcing explained​
​Same as keras but with token-level​
​Medium on char, word, byte-level​
​Mastery on enc-dec using the keras method, and on neural translation​
​Machine translation git from eng to jap, another, and its medium​
​Incorporating Copying Mechanism in Sequence-to-Sequence Learning - In this paper, we incorporate copying into neural network-based Seq2Seq learning and propose a new model called CopyNet with encoder-decoder structure. CopyNet can nicely integrate the regular way of word generation in the decoder with the new copying mechanism which can choose sub-sequences in the input sequence and put them at proper places in the output sequence.

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Tokenization

Last modified 7mo ago