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In the old world of computing, if nobody could explain how to do something, you could not embed that in software. what's crazy to eric and me and lots of other people is that that's no longer an impediment to automation. >> and that's this new age of artificial intelligence. >> exactly. >> with newer learning, where the machine is actually teaching itself. >> this is probably the most important thing to understand about the current wave of artificial intelligence, really machine learning, because instead of us giving instructions step by step of what the machine to do, we give the machine exam...

That if you can't explain how to do something you can't embed it into software. >> that is the new age of artificial intelligence where the machine is teaching itself. >> this is probably most important thing to understand about current wave of artificial intelligence and really machine learning. instead of us giving instructions of what the machine can do we give the machine examples. this is success and this is failure. this is yes and no. this is a picture of a dog and a cat. cancer, not cancer. >> go victory, not go victory. >> you give enough examples then they can learn. >> give me a sen...