Machines Are Learning In New Ways. But What If We Can’t Understand Them?

“In many arenas, A.I. methods have advanced with startling speed; deep neural networks can now detect certain kinds of cancer as accurately as a human. But human doctors still have to make the decisions — and they won’t trust an A.I. unless it can explain itself. This isn’t merely a theoretical concern.”