The Evolution of Machine Learning

I think you're spot on about the sort of inside versus outside perspective. The first machine learning stuff that I did was 15 years-ish ago when I was building classifiers for content for Google's ad systems. And it was always amazing to me how simple an algorithm you could get by with if you had lots of compute and lots of data. Yeah, sometimes with AI research you get these really unexpected results.