For the past 4 months I've been working on grocery list chrome extension.
I've learned a few important things:
Training an AI to categorize ingredients in recipes can give hilarious results
Example: 55% confidence that salt was a vegetable
Asynchronous javascript functions can get complicated
Putting in a couple hours on the weekend and some time on weekdays can really add up over time!