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Machine Translation

Introduction

Build a deep neural network that functions as part of an end-to-end machine translation pipeline. The pipeline accepts English text as input and returns the Vietnamese translation.

Models

I make use of Seq2Seq architecture which Encoder learns the English sentence representation and feed that in Decoder to translate into corresponding Vietnamese sentence.

More: http://colah.github.io/posts/2015-08-Understanding-LSTMs/

Code

Setup

  • Python 3
  • NumPy
  • TensorFlow 1.x
  • Keras 2.x

Run

To run any notebook, use:

jupyter notebook Machine_Translation.ipynb

About

Translate English to Vietnamese using GRU layers

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