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Chris tell us about the um the alien [Laughter] well well I I um I guess that youre referring to in my book I talk about uh the chapter about knowledge I start by asking like what what do you know what do we know and the point I make is that we know a lot of stuff and the the link to the alien as I imagine you know what would it be like if you had to explain everything that you knew through an alien from another planet and the the point is to highlight the distinction between Theories of Intelligence that focus on thinking and those that focus on knowing because those that focus on thinking have very often overlooked exactly how much we know and the rise of machine learning and the Deep learning Revolution as the the dominant Paradigm for AI research has been fueled obviously its been fueled by data but implicitly by a premise which is that knowing is as or more important than thinking when it comes to building intelligence systems so how do we because neural networks were really re
