You should be able to wget the file and run it (Python 3) from start to finish without any set-up and get ~88% accuracy on the test set.
It uses all the data (not one-sixth like in the blog posts) and does 200 iterations by default, so here's the loss plot on the training set if you want to skip all the fun: https://i.imgur.com/F57zmXV.png