Nice article! Consider embedding cells from your Jupyter notebook, instead of screenshots, so that readers can copy the code or view the entire notebook easily.

https://medium.com/jovianml/share-and-embed-jupyter-notebooks-online-with-jovian-ml-df709a03064e