It’s been a busy year, from our second generation of Made by Google hardware, to our efforts to create more opportunity for everyone. But before we head into the new year, we’re taking a look at a few things you may have missed in 2017. Here are 12 things that caught our attention:

1. From drawing to playing piano, and from new cookie recipes to better GIPHY search, machine learning came to life in unexpected ways.

