Interpretability is going to be a huge area of research in machine learning, what with the advent of deep learning techniques. It's hard enough explaining the o

Interpretability is going to be a huge area of research in machine learning, what with the advent of deep learning techniques. It's hard enough explaining the output of a random forest, what about a deep net with 100 layers? In some cases it doesn't matter, e.g. you generally don't care why Amazon thinks you should buy book A over book B, but in instances where someone's prison sentence is the output, it will be vital.