I have written a blog explaining the problem statement, architecture and code at the link below: https://medium.com/towards-artificial-intelligence/keras-for-multi-label-text-classification-86d194311d0e
aman-sawarn/MPST-Movie-Plot-Synopsis
A dataset of movie plot synopses with story related tags
Jupyter Notebook