Machine Learning Guide & Machine Learning Applied are returning, and will use a community project Gnothi for talking points. Code on Github. I have new content, especially about NLP. Most will go to MLA, since much of these talking points are application rather than theory. To get free access to MLA:

1. 3 months free: post about Gnothi on social media (the link & some info), then email me a link or screenshot.
2. Free for life: contribute to Gnothi's codebase. Needs to be a decent commit, not single-letter typos.