This repository contains code to reproduce the results from my blog post titled Using Zipf's Law To Improve Neural Language Models.

1. Install Docker.

2. Open a terminal and execute:

   # PATH is the path to this project's directory.
   docker run --rm -p 8888:8888  -v PATH:/home/jovyan/work jupyter/scipy-notebook:6fb3eca57bd3
   

3. This previous command will produce a url for you to log into a jupyter notebook server. Open a webrowser and navigate to that URL. Look for a notebook titled zipf_law_in_wikitext in the notebooks folder.