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Updated batched seq2seq example

This is my version of pytorch seq2seq tutorial.

New features:

  • validation data. Separate dataset for validation is used, this gives much more accurate picture of model training than just using training data
  • refactored code: - using dataloaders - separate classes for data management - learner class for model creation and training
  • data tokenization is multicored
  • possibility to use pretrained wordvectors
  • added teacher forcing

For more details, explanations see my article.

See example in example_seq2seq.ipynb. Example data is from IMDB dataset.

Inspiration and some of the code is from fastai and from the original tutorial.

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