A Handy Way to Think About Machine Learning

I often find explanations of machine learning either too complex or overly simplistic. I've recently had some luck using a simple frame for explaining it to people in person. Let's see if I can quickly capture it in this post. Scratch the surface, and you see that machine learning is basically a kind of'statistical thinking.' We've long had tools for doing statistical analysis on data.