[fab1an]

Hands down one of the best articles on the topic I've read - so many "wish I had known this years ago" types of insights.

The video contains bits that aren't fully reflected in the post itself, so it's worthwhile to watch the whole thing. The most important part IMHO is that you absolutely have to start with a known problem and work out the solution from there, not vice versa. This is a trivial insight for most startups, but a surprisingly common trap for even the smartest AI/ML people. It's very easy to get blinded by the sheer awesomeness of the data/model you stumbled upon, all while ignoring that you haven't fully grasped the problem space yet.