There are many mushroom varieties that look similar but with completely different dietary properties, some being downright toxic. Many years ago, an agriculture research team approached me to develop a machine learning classifier to determine which mushrooms were safe to harvest and eat -- this was meant to help rural farmers and foragers. Unfortunately, the project didn't go anywhere AFAIK.
I wonder what the state of the art on this front is. Surely, someone must have come up with some solution (machine learning or not)?