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The Unifying Themes of Machine Learning
I think it's some combination of machine learning has figured out like the deep learning practitioners have figured out a bit more about the fundamental theory of what they're doing. And also, I think I personally have just learned more about this. What do you think some of those unifying themes are that maybe people didn't know, you know, five years ago? Yeah. Some things would feel like key themes of machine learning that didn't feel as obvious back in the day. One example is this is like variance reduction or techniques where you trade bias for variance.