Convolutional Neural Networks for Sentence Classification

Training convolutional network for classification tasks.

Based on "Convolutional Neural Networks for Sentence Classification" by Yoon Kim, link. Inspired by Denny Britz article "Implementing a CNN for Text Classification in TensorFlow", link.

Code is a fork of this implementation link

What's different in this fork

• Python3
• a focus on reusing pretrained word vectors
• a few code-decomposition-related modifications
• using argparse for remote configurable execution
• trying to implement configuration as close to the one in the paper as possible (comments are welcome)
• methods for working with datasets in a standard .csv (text, class_label) format

TODO

• L2 regularization
• ...

Dependencies

• Keras
• Tensorflow

Code is easily portable to keras/Theano, Tensorflow-specific code is only in the GPU usage configuration part