Explaining Your Machine Learning Models with SHAP and LIME!

Welcome back again to another data science quick tip. This particular post is most interesting for me not only because this is the most complex subject we've tackled to date, but it's also one that I just spent the last few hours learning myself. And of course, what better way to learn than to figure out how to teach it to the masses? Before getting into it, I've uploaded all the work shown in this post to a singular Jupyter notebook. You can find it at my personal GitHub if you'd like to follow along more closely.