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Description

Sentence_classification project aims to create python module with easy to use Tensorflow based classifiers for text classification on the level of single line.
Enron manually annotated database was used as a base for all evaluations.
Two approaches of classification are implemented now:

  • MovingWindowSentenceClassifier - sliding window, with odd vertical dimension - classifier bsaed on CNN/BiGRU layers,
  • ContextBranchSentenceClassifier - context branches, with preceeding and following lines passed to separated branches,

Schema

Directories content:

  • classes - ready to use classifiers
  • dataset - enron files annotated
  • examples - example scripts and Jupyter notebooks
  • optim - results of crossvalidated hyperparameters optimization using Neural Network Intelligence
  • test - unittests

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