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How complex will the Master Algorithm be? Thousands of lines of code? Millions? We don’t know yet, but machine learning has a delightful history of simple algorithms unexpectedly beating very fancy ones. In a famous passage of his bookThe Sciences of the Artificial, AI pioneer and Nobel laureate Herbert Simon asked us to consider an …

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Operating systems cannot be put into nice, neat pigeonholes like hardware. By nature software is vague and amorphous. Still, it is more-or-less possible to distinguish two kinds of operating systems for multiple CPU systems: loosely coupled and tightly coupled. As we shall see, loosely and tightly-coupled software is roughly analogous to loosely and tightly-coupled hardware.. …

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Some learners learn knowledge, and some learn skills.“All humans are mortal” is a piece of knowledge. Riding a bicycle is a skill. In machine learning, knowledge is often in the form of statistical models, because most knowledge is statistical: all humans are mortal, but only 4 percent are Americans. Skills are often in the form …

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Big data is no use if you can’t turn it into knowledge, however, and there aren’t enough scientists in the world for the task. Edwin Hubble discovered new galaxies by poring over photographic plates, but you can bet the half-billion sky objects in the Sloan Digital Sky Survey weren’t identified that way. It would be …

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You get home and walk to the mailbox. You have a letter from a friend, routed to you by a learning algorithm that can read handwritten addresses. There’s also the usual junk, selected for you by other learning algorithms (oh, well). You stop for a moment to take in the cool night air. Crime in …

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When a new technology is as pervasive and game changing as machine learning, it’s not wise to let it remain a black box. Opacity opens the door to error and misuse. Amazon’s algorithm, more than any one person, determines what books are read in the world today. The NSA’s algorithms decide whether you’re a potential …

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