Anytime anyone makes snide HN comments like "oh you can't understand why neural networks make predictions" the correct response should always be "why doesn't LIME work in your specific case".
LIME is being used within the EU to explain credit decisions and fraud detection flagging on neural network based models, which is quite a high bar to regulatory oversight to pass.
"“Why Should I Trust You?” Explaining the Predictions of Any Classifier": https://arxiv.org/pdf/1602.04938.pdf
https://homes.cs.washington.edu/~marcotcr/blog/lime/
https://github.com/marcotcr/lime
Anytime anyone makes snide HN comments like "oh you can't understand why neural networks make predictions" the correct response should always be "why doesn't LIME work in your specific case".
LIME is being used within the EU to explain credit decisions and fraud detection flagging on neural network based models, which is quite a high bar to regulatory oversight to pass.