Project creator here, this was an experiment inspired by the WitnessIRL thread on reddit to find puzzle patterns from the Witness anywhere. I'm also an experienced web engineer but pretty new to deep learning, so it was an opportunity to learn the concepts while applying to a meaningful problem.