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Supervised learning works so well when you have the right data set, but ultimately unsupervised learning is going to be a really important component in building really intelligent systems - if you look at how humans learn, it's almost entirely unsupervised.
People used to say my son looked like a Mexican Biggie. And when he was first born, memories of Biggie... you know, we didn't always have the greatest days. For at least half the length of our marriage we were separated, so everyday was definitely not a good day.
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