NLP & Text Generation Using A Variational Autoencoder
The code above is a Keras implementation of the ideas in this paper: Generating Sentences from a Continous Space.
Tested on Keras with a Tensorflow backend.
Additional resources used:
Keras Implementation of Variational Autoencoder Using MNIST Dataset
Facebook's fastText pre-trained word vectors
Coming Soon: A blogpost detailing its application in poetry generation and summarization.