mrvgao / neural-machine-translation

build a neural machine translator using seq2seq, attention mechanism.

Neural Machine Translation

Machine Translation Framework.

Machine Translation, Image Caption, Text Summary, Music Generation, ChatBot all could be trained by this model.

Environment:

Tensorflow: >= 1.2

References:

1. Sutskever et al., 2014
2. Cho et al., 2014
3. Neural Machine Translation and Sequence-to-sequence Models: A Tutorial

Framework Points:

• Seq2Seq by tensorflow
  • Encoder
  • Decoder
  • Optimizer
  • weighted crossentropy
• Attention Model in tensorflow.
• Stack based Model
• Data Pipeline in tensorflow.

TO DO:

• a convenient GUI
• CNN based Encoder.

e.g:

'知识就是力量' ==> 'Knowledge is power'