[danielharan]

You can probably use your already sorted legos to re-create a training set with a new machine.

[chillydawg]

Problem with that is the "errors" in the real output bins will be encoded into the next generation of neural net and no progress will be made. On the other hand, the dataset could be used as a starting point that could be one-time filtered and improved by a human.