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Explaining how neural network models generate their output is possible, see http://cs231n.github.io/understanding-cnn/ http://cs231n.github.io/understanding-cnn
by sapphireblue 10y ago
Explaining how neural network models generate their output is possible, see
http://cs231n.github.io/understanding-cnn/ http://cs231n.github.io/understanding-cnn/
https://auduno.github.io/2016/06/18/peeking-inside-convnets/ https://auduno.github.io/2016/06/18/peeking-inside-convnets/
https://courses.cs.washington.edu/courses/cse590v/14au/cse590v_dec5_DeepVis.pdf https://courses.cs.washington.edu/courses/cse590v/14au/cse59...
Also it should be possible to train the NN model to explain its decision, even in plain language.
I think the "right to explanation" law is pretty sensible, people should have a right to question the algorithmic judgment that impacts their life. It will be somewhat inconvenient for big companies applying ML to make these decisions, but it won't ruin their business.