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Each of the five tribes of machine learning has its own master algorithm, a general-purpose learner that you can in principle use to discover knowledge from data in any domain. The symbolists’ master algorithm is inverse deduction, the connectionists’ is backpropagation, the evolutionaries’ is genetic programming, the Bayesians’ is Bayesian inference, and the analogizers’ is …

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CHAPTER ONE: The Machine-Learning Revolution. Terrorists can hide in the crowd at a football game, but learners can pick out their faces. They can make exotic bombs, but learners can sniff them out. Learners can also do something more subtle: connect the dots between events that individually seem harmless but add up to an ominous …

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Even thoughread issues a kernel trap, it is called in the usual way, by pushing the parameters onto the stack, as shown in Fig. 2-17. Thus the programmer does not know thatread is actually doing something fishy.. Remote procedure call using the client-server model is widely used as the basis for distributed operating systems. It …

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Machine-learning experts (aka machine learners) are an elite priesthood even among computer scientists. Many computer scientists, particularly those of an older generation, don’t understand machine learning as well as they’d like to. This is because computer science has traditionally been all about thinking deterministically, but machine learning requires thinking statistically. If a rule for, say, …

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However, the introduction of caches also brings a serious problem with it. Suppose that two CPUs,A andB, each read the same word into their respective caches. ThenA overwrites the word. WhenВ next reads that word, it gets the old value from its cache, not the valueA just wrote. The memory is now incoherent, and the …

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Once we look at machine learning this way, two things immediately jump out. The first is that the more data we have, the more we can learn. No data? Nothing to learn. Big data? Lots to learn. That’s why machine learning has been turning up everywhere, driven by exponentially growing mountains of data. If machine …

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TheGFC may some day be used for flow control, if an agreement on how to do it can be achieved. TheVPI andVCI fields together identify which path and virtual circuit a cell belongs to. Routing tables along the way use this information for routing. These fields are modified at each hop along the path. The …

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Take cancer. Curing it is hard because cancer is not one disease, but many. Tumors can be triggered by a dizzying array of causes, and they mutate as they metastasize. The surest way to kill a tumor is to sequence its genome, figure out which drugs will work against it-without harming you, givenyour genome and …

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 long position; /* current file position */. If multiple threads of control are present within a single address space, the arrival of a message can cause a thread to be created spontaneously. We will come back to this issue after we have looked at threads in Chap. 4.. The third approach is to take advantage …

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