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DLND Machine Translation

Submission for Udacity Deep Learning Nanodegree Project 4

A Sequence to Sequence model trained on a dataset of 137861 English and French sentences that can translate new sentences from English to French, built with TensorFlow.

Hyperparameters

  • Number of Epochs: 3
  • Batch Size: 128
  • LSTM Size: 256
  • Number of LSTM Layers: 2
  • Embedding Size: 256
  • Learning Rate: 0.001
  • Dropout Keep Probability: 0.50

Achieved Training Accuracy of 97.2% and Validation Accuracy of 96.8%.

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Sequence to Sequence Model for English to French Translation

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